struktur kurikulum bidang keahlian … bidang keahlian...course title sks credits ... klasifikasi...

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STRUKTUR KURIKULUM BIDANG KEAHLIAN TELEKOMUNIKASI MULTIMEDIA 2009-2014

No. Kode MK Code

Nama Mata Kuliah (MK) Course Title

sks Credits

SEMESTER I 1 TE.092303

Proses Acak dan Pengolahan Sinyal Random Process & Signal Processing

3

2 TE.092320

Sistem Komunikasi Digital Digital Communication System

3

3 TE.092300

Rekayasa Trafik dan Jaringan Traffic & Network Engineering

2

4 TE.092092

Pengenalan Bidang Riset Introduction to Research Topics

2

Jumlah sks/Total of credits 10 SEMESTER II

1 TE.092351

Pengolahan Sinyal & Komunikasi Multimedia Multimedia Signal Processing & Communication

3

2 TE.092301

Propagasi Gelombang Elektromagnetik Electromagnetic Wave Propagation

2

3 TE.092342

Sistem Komunikasi Nirkabel & Bergerak Wireless & Mobile Communication System

3

4 TE.092093

Penulisan Ilmiah Scientific Writing

2

Jumlah sks/Total of credits 10 SEMESTER III

1 TE.092353 Jaringan Komunikasi Multimedia Multimedia Communication Network

2

2 TE.092323 Pengkodean Kanal Channel Coding

2

Mata Kuliah Pilihan Additional optional courses

4

Jumlah sks/Total of credits 8

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SEMESTER IV 1 TE.092099

Tesis Thesis

4

Mata Kuliah Pilihan Additional optional courses

4

Jumlah sks/Total of credits 8 MATA KULIAH PILIHAN ADDITIONAL OPTIONAL COURSES

No. Kode MK Code

Nama Mata Kuliah (MK) Course Title

sks Credits

1 TE.092343 Sistem Komunikasi dan Jaringan Optik Optical Communication System and Network

2

2 TE.092345 Jaringan Mobile dan Ad-Hoc Mobile and Ad-Hoc Network

2

3 TE.092346 Jaringan Sensor Nirkabel Wireless Sensor Network

2

4 TE.092347 Sistem Komunikasi Antena Jamak Multiple Antennas Communication System

2

4 TE.092357 Software defined radio dan jaringan nirkabel kognitif Software defined radio and cognitive wireless network

2

5 TE.092355 Teknik-teknik kompresi video Advanced Video compression techniques

2

6 TE.092348 Rekayasa Internet dan Web Internet and Web Engineering

2

7 TE.092349 Mobile e-learning Mobile e-learning

2

8 TE.092331 Deteksi dan estimasi terdistribusi Distributed detection and estimation

2

9 TE.092332 Sistem komunikasi pita lebar Broadband communication system

2

10 TE.092333 Sistem komunikasi multicarrier Multicarrier communication system

2

11 TE.092334 Sistem komunikasi dan jaringan kooperatif Cooperative communication system and network

2

12 TE.092335 Game theory dan jaringan nirkabel Game theory and wireless network

2

13 TE.092336 Keamanan informasi dan multimedia Information and multimedia security

2

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SILABUS KURIKULUM/COURSE SYLLABUS

MATA KULIAH/ COURSE TITLE

TE – 092303: Proses Acak dan Pengolahan Sinyal TE – 092303: Random Process & Signal Processing Sks /Credits: 3 Semester: I

TUJUAN PEMBELAJARAN/ LEARNING OBJECTIVES

Mempelajari representasi variabel acak dan proses acak, serta sifat-sifat dan karakteristiknya, terutama untuk penerapan pada berbagai permasalahan pada sistem komunikasi dan pengolahan sinyal. To study various representations and characteristics of random variables and processes, as well as their applications in communication systems and signal processing.

KOMPETENSI/ COMPETENCY

Mahasiswa mampu memahami dan menerapkan konsep-konsep berikut: � Aksioma dan operasi-operasi probabilitas � Probabilitas bersyarat dan saling bebas � Variabel, vektor dan proses acak, serta transformasinya � Pengolahan sinyal acak dan karakterisasi pada ranah

ruang dan waktu The students will understand and be able to apply following concepts: � Axioms of and operations on probability � Conditional and independent probability � Random variables, vectors and processes, and their � Random signal processing and its characterisation in

time and frequency domains]

POKOK BAHASAN/ SUBJECTS

Himpunan, field dan kejadian. Ruang sample. Definisi aksiomatik probabilitas. Probabilitas gabungan, bersyarat dan total. Kesalingbebasan; Teorema Bayes; Kombinatorial, percobaan Bernoulli, binomial dan multinomial, pendekatan terhadap distribusi normal; Definisi variabel acak; fungsi distribusi dan kerapatan probabilitas; Kerapatan dan distribusi bersyarat dan gabungan; Transformasi variabel acak. Ekspektasi variabel acak; ekspektasi bersyarat; momen dan momen gabungan; variabel-variabel acak tak terkorelasi;

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variabel acak gabungan Gaussian; ketidaksamaan Chebysev dan Schwartz; fungsi-fungsi pembangkit momen. Batas Chernoff; Fungsi karakteristik; estimator untuk rata-rata dan varians; keyakinan interval untuk rata-rata dan varians. Distribusi dan kerapatan gabungan; transformasi jamak variabel acak; vektor ekspektasi dan matriks kovarians; Sifat-sifat matriks kovarians. Diagonalisasi matriks kovarians; proyeksi; Distribusi Gaussian multidimensi. Spesifikasi statistik urutan acak; sistem linier waktu-diskrit ; urutan acak dan sistem linier; urutan acak WSS; PSD dan korelasi; urutan acak Markov; Model ARMA . Definisi dan contoh-contoh proses acak: Poisson, Wiener, Markov dll. Sistem linier time invariant dengan input acak. Klasifikasi proses acak; ketasioneran; proses stasioner arti luas; power spectral density; derau putih. Orthogonalitas dan estimasi linier. Filter Kalman; filter Wiener. Sets, field and events. Sample sets. Axiomatic definition of probability. Joint, conditional and total probabilities. Independence; Bayes theorem; Combinatorial, Bernoulli, binomial and multinomial experiments. Random variable definition; distribution function and probability density function. Conditional and joint density and distribution function. Transformations of random variables. Expectations of random variables; conditional expectation; moments and moment generating functions; uncorrelated random variables; jointly Gaussian random variables; Chebysev and Chernoff inequality; characteristics functions; mean and variance estimators. Expectation vector and covariance matrix. Covariance matrix diagonalization. Random sequences. Linear discrete-time systems; Wide sense stationary sequence. Power spectral density and correlation. Markov random sequence. ARMA model. Definition and examples of random processes: Poisson, Wiener, Markov. Linear time-invariant system with random input. White noise. Orthogonalization and linear estimation. Kalman and Wiener filters.

PUSTAKA UTAMA/ MAIN � Henry Stark & John W. Woods, Probability and Random Processes with Applications to Signal Processing, 3rd ed.,

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REFERENCES Prentice Hall, 2002.

PUSTAKA PENUNJANG/OPTIONAL REFERENCES

� Robert M. Gray & Lee D. Davisson, An Introduction to Statistical Signal Processing, Cambridge University Press, 2008.

� Todd K. Moon & Wynn C. Stirling, Mathematical Methods and Algorithms for Signal Processing, Prentice Hall, 2000.

� Artikel-artikel dari jurnal ilmiah: IEEE Transaction on Signal Processing

PRASYARAT/PREREQUISITE -

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TE – 092320: Sistem Komunikasi Digital TE – 092320: Digital Communication System Sks /Credits: 3 Semester: I


Mempelajari prinsip-prinsip teori informasi, teknik-teknik pengkodean dan modulasi digital untuk menjawab berbagai permasalahan pada sistem komunikasi digital. To study principles of information theory, coding and digital modulation techniques to address various problems in digital communication system.


Mahasiswa diharapkan mampu: � Memahami dasar-dasar teori informasi: entropi sumber,

informasi bersama, sifat ekuipartisi asimtotik (AEP) dan kapasitas kanal, serta teknik-teknik pengkodean sumber

� Mendisain sistem komunikasi digital secara optimum, dan melakukan analisis unjuk kerja sistem dalam lingkungan gangguan yang dimodelkan dengan proses acak menggunakan bantuan model probabilitas dan stokastik.

The students are expected to able to: �� Understand basics of information theory: source

entropy, mutual information, asymptotic equipartition property (AEP), and channel capacity, as well as source coding technique

� Design optimal digital communication system and analyze its performance under degrading effects of transmission media, by using statistical model and framework


�� Konsep Sistem Komunikasi: Analog & Digital. - Proses dan tujuan tiap blok elemen dalam Siskomdig.

�� Permasalahan yang timbul dalam proses transmisi sinyal digital. - Klasifikasi Sinyal : Deterministik & Acak.

� Sinyal Energi dan sinyal Daya � Korelasi dan otokorelasi. - Konsep rapat spektral Energi

dan Daya. - Pengertian Bandwidth. � Konsep Sampling, Kuantising dan coding. - PCM, PAM,

PPM, Biner dan M-ary. � Line coding, Bandwidth, laju bit dan laju simbol. Konsep

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dasar unsur-unsur teori informasi �� Efisiensi dan kehandalan suatu bentuk pengkodean.

Entropy dan informasi � Entropy maksimum dan minimum. Informasi timbal balik � Gambaran statistik dari probabilitas gabungan,

probabilitas bersyarat � Sumber informasi bermemori dan tanpa memori,

stasioner, ergodic. � Sumber informasi markov, diagram keadaan untuk

sumber Markov � Klasifikasi sumber Markov, matriks probabilitas transisi � Penjelasan statistik kanal tanpa memori dan bermemori � Matrik kanal dan Diagram kanal. Kriteria kanal BSC � Kanal burst error, Model Gilbert. Permasalahan

pemodelan kanal � Kondisi perlu untuk pengkodean. Teknik-teknik

pengkodean sumber (kode pohon) � Pertidaksamaan Kraft, Teori Mc Millan’s, Shannon-Fano,

Lempel-Ziv � Pemodelan Huffman coding, q-ary Huffman coding,

pengkodean sumber tidak sama, run-length � Probabilitas akumulatif. Metode dasar, metode tanpa

perkalian � Efisiensi pengkodean Aritmatik. Review kapasitas kanal,

kanal uniform, kanal BSC, kanal BEC, kanal tambahan. � Konsep Penerima Optimum. - Konsep Matched-filter. -

Konsep Korelator. � Representasi sinyal dalam bentuk vektor. � Inner product, norm, jarak euclidian. - Prosedur Gram

Schmidt dan fungsi basis. � Dimensi ruang sinyal. - Konstelasi Sinyal � Modulasi passband : ASK, PSK, FSK biner dan m-ary,

QPSK, OQPSK, MSK. � Demodulasi/Deteksi. - Penurunan Kinerja BER sistem. � Parameter-parameter yang mempengaruhi bentuk

spektral sinyal hasil modulasi digital. � Distorsi akibat kanal tidak ideal. - Filter Nyquist, sinyal

bebas ISI. - Terjadinya ISI. � Pola mata. - Disain Ekualiser MMSE dan Zero forcing. � Communication system concepts � Signals classification � Correlation and autocorrelation

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�� Sampling and quantization �� Line coding, bandwidth, bit rate & symbol rate � Entropy and information, mutual information � Memoryless source and source with memory � Markov information source, state diagram � Channel matrix, binary symmetric channel (BSC) � Bursty error channel, Gilbert model. Channel modeling � Kraft inequality, McMillan theorem, Variable length

codes: Shannon-Fano code, Lempel-Ziv code & Huffman coding. Arithmetic coding.

� Optimum receiver concepts, Matched filter � Signal representation in vector space. Signal space

dimension and signal constellation � Passband modulation: ASK, PSK, FSK, QPSK, MSK � Demodulation and detection. BER performance � Channel induced distortion: ISI � Eye pattern. MMSE and zero-forcing equalizers

PUSTAKA UTAMA/ MAIN REFERENCES

� John G. Proakis & Massoud Salehi, Digital Communications, 5th ed., McGraw-Hill, 2007.


� Bernard Sklar, Digital Communications: Fundamentals and Applications, 2nd ed., Prentice Hall, 2001.

� Artikel-artikel dari jurnal ilmiah, IEEE Trans. on Communication IEEE J. on Selected Areas in Communications IEEE Trans. on Wireless Communications


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TE – 092300: Rekayasa Trafik dan Jaringan TE – 092300: Traffic & Network Engineering Sks /Credits: 2 Semester: I


Mempelajari berbagai pemodelan dan karakterisasi trafik untuk berbagai sumber informasi: suara, data, citra dan video, yang dilewatkan pada berbagai jenis jaringan: misal: fixed, seluler, nirkabel, LAN, MAN, WAN, serta teknik-teknik dan protokol yang berkaitan. To study various modeling and characterization of traffic of information sources: voice, data, image and video, transported in various networks: fixed, cellular, wireless, LAN, MAN, WAN, as well as related techniques and protocols.


Mahasiswa mampu memahami: �� dasar-dasar, analisa dan penerapan rekayasa trafik

dalam rancangan jaringan telekomunikasi. � arsitektur router untuk jaringan IP beserta unjuk

kerjanya dengan menggunakan berbagai model trafik dan teknik routing

The students understand: � basics of traffic engineering and its analysis, as well as

implementation in telecommunication network � principles of router architecture for IP network, as well as

its performance in relation to various traffic models and routing techniques


Definisi trafik, satuan trafik, macam-macam trafik, karakteristik trafik; Model-model trafik : Trafik voice, trafik data; Sistem Kegagalan (loss system) : model sistem, Erlang B, probabilitas blocking, penentuan sirkit; Peramalan demand dan peramalan trafik; QoS jaringan nirkabel; Proses Markov, rantai Markov, Sistem tunggu (queueing system) : sistem dengan antrian tak terbatas (Erlang C) dan sistem dg antrian terbatas, probabilitas tunggu, probabilitas blocking; Arsitektur router internet,Token leaky bucket, multiplexing flow, Jaringan antrian dengan routing statis, jaringan rugi, jaringan antrian stable open, Routing dinamis dan routing dengan insentif, Algoritma shortest path dan widest path.

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Traffic definition and unit. Traffic charactristics and models: voice and data. Loss system. System model: Erlang B, blocking probability, Poisson process; circuit dimensioning. Demand and traffic forecast. QoS in wireless network. Markov process and chain. Queueing system: infinite and finite waiting time system, Erlang C. Internet router architecture. Token leaky bucket, multiplexing flow. Queueing network with static routing, loss network. Stable open queueing network. Dynamic routing, routing with incentive. Shortest and widest path algorithms.


�� ITU-D,Teletraffic Engineering Handbook, 2003 �� Kesidis, G., An introduction to communication

network analysis, Wiley, 2007 � Chuah, M.C. dan Zhang, Q., Design and Performance

3G Wireless Networks and Wireless LANs, Springer, 2006.

� Medhi, D. dan Ramasamy, K. Network Routing, The Morgan Kaufmann Series, 2007


� Artikel-artikel dari jurnal ilmiah: IEEE/ACM Trans. on Networking


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TE - 092092: Pengenalan Bidang Riset TE - 092092: Introduction to Research Fields Sks /Credits: 2 Semester: I


� Mahasiswa memahami berbagai cluster riset dalam bidang teknik sistem tenaga, telekomunikasi multimedia, teknik elektronika, jaringan cerdas multimedia, dan telematika; dan dapat memilih cluster riset yang akan ditekuni dengan tetap memperhatikan cluster-cluster riset yang berhubungan.

� Mahasiswa mampu menerapkan sikap ilmiah sesuai dengn kebidangan masing-masing.

� To have an understanding of many research fields in power system engineering, multimedia communication, electronic engineering, intelligent multimedia network, and telematics; and to have a skill to select own research cluster by considering all supporting clusters.

� To have a capability to apply scientific mindset and attitude in the own research filed.


� Mahasiswa memahami berbagai cluster riset bidang teknik sistem tenaga, telekomunikasi multimedia, teknik elektronika, jaringan cerdas multimedia, dan telematika.

� Mahasiswa mampu memilih pendekatan ilmiah yang tepat untuk menyelesaikan permasalahan melalui kegiatan riset untuk peningkatan kualitas hidup manusia dan lingkungan.

� Mampu melaksanakan dan memelihara sikap dan kegiatan ilmiah dalam kehidupan profesi.

� To have an understanding many research clusters in the fields of power system engineering, multimedia communication, electronic engineering, intelligent multimedia network, and telematics.

� To have a capability to choose an appropriate scientific approach to solve a certain engineering problem through activities for improvement of human life quality and environment.

� To have a skill of actualizing and to keep scientific attitude and scientific activities in professional tasks.

POKOK BAHASAN/ � Pembekalan bidang-bidang riset � Seminar ilmiah

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SUBJECTS � Review jurnal ilmiah � Telaah kasus � Penyusunan laporan. � Provisioning of research fields � Journal article review � Case studies and report.

PUSTAKA UTAMA/MAIN REFERENCES

� Artikel journal terpilih. � Selected scientific journals in power system engineering,

multimedia communication, electronic engineering, intelligent multimedia network, and telematics.


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TE – 092351: Pengolahan Sinyal & Komunikasi Multimedia

TE – 092351: Multimedia Signal Processing & Communication

Sks /Credits: 3 Semester: II


Mempelajari representasi dan karakteristik sinyal-sinyal multimedia: audio, citra dan video, serta teknik-teknik pengkodean untuk kompresi yang efisien. To study representation and characterisation of multimedia signals: audio, image & video, as well as coding techniques for efficient compression.


Mahasiswa mampu memahami hal-hal berikut: � Karakterisasi berbagai jenis sinyal multimedia pada

ranah waktu, ruang dan frekuensi, serta dalam konteks probabilistik

� Teknik-teknik pengkodean transformasi � Dinamika sinyal 2-D pada citra dan video serta

pemanfaatan untuk kompresi � Teknik-teknik kompresi sinyal multimedia yang efisien

The students will understand the following: � Characterisation of multimedia signals in time, space

and frequency domains, as well as probabilistically � Transform coding techniques � Dynamics of 2-D signal (image & video) and its

exploitation for compression � Efficient compression techniques


� Pembentukan, persepsi dan representasi video � Analisa Fourier sinyal video � Karakteristik sistem pendengaran dan penglihatan

manusia � Pencuplikan video � Pemodelan video � Estimasi gerakan 2-D � Entropi sumber dan model-model distribusi sinyal

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multimedia � Dasar-dasar pengkodean video � Pengkodean video berbasis gelombang � Pengkodean video berbasis content � Pengkodean video scalable � Teknik-teknik pengkodean audio � Standar-standar kompresi video �� Video formation, perception and representation � Fourier analysis of video signals � Human hearing and visual systems � Video sampling � Video modeling � 2-D Motion estimation � Foundations of video coding � Waveform-based video coding � Content-based video coding � Scalable video coding � Audio coding techniques � Video compression standards


� Yao Wang, Jorn Ostermann, Ya-Qin Zhang, Video Processing and Communications, Prentice Hall, 2002.


� H.J. Trussell & M.J. Vrhel, Fundamentals of Digital Imaging, Cambridge University Press, 2008.

� Al Bovik, ed., The Essential Guide to Video Processing, Academic Press, 2009.

� Artikel-artikel dari jurnal ilmiah: IEEE Transaction on Multimedia IEEE Transaction on Image Processing


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TE – 092301: Propagasi Gelombang Elektromagnetik TE – 092301: Electromagnetic Wave Propagation Sks /Credits: 2 Semester: II


Mempelajari teori dan mekanisme perambatan gelombang elektromagnetik (GEM) pada berbagai jenis dan kondisi media, terutama untuk aplikasi sistem komunikasi radio. To study theory and mechanisms of electromagnetic propagation over various media and diverse conditions, especially for application in radio communication systems.


Mahasiswa mampu memahami: � Teori Maxwell serta penerapan pada permasalahan

perambatan dan radiasi GEM � Mekanisme perambatan GEM pada berbagai kondisi

lingkungan dan fenomena-fenomena yang timbul pada lapisan-lapisan atmosfer serta karakteristiknya

� Mendisain sistem komunikasi radio

The students will understand: �� Maxwell theory and its applications in EM wave

propagation and radiation � EM wave propagation mechanisms in various

environment conditions and related phenomena in atmospheric layers, as well as its characteristics

� Design radio communication systems


� Review persamaan Maxwell untuk medan dinamis � Persamaan Helmholtz � Gelombang datar serbasama � Perambatan gelombang pada medium dielektrik � Perambatan gelombang pada penghantar � Mekanisme pantulan dan transmisi � Perambatan gelombang pada saluran transmisi � Radiasi oleh antena kecil. Parameter-parameter antena � Jenis-jenis antena. Persamaan radiasi untuk medan

jauh. � Mekanisme propagasi ruang bebas. Daya sebagai fungsi

jarak. Mekanisme pantulan. Model propagasi dua lintasan. Model propagasi N lintasan

� Mekanisme difraksi

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� Difraksi knife-edge (tabir tunggal) � Elipsoid Fresnel zone � Pendekatan untuk difraksi tabir jamak � Model analitis difraksi tabir jamak � Model kanal deterministik � Metode ray-tracing � Model kanal stokastik � Model geometris penghambur elips dan elipsoid � Model-model prediksi empiris � Variasi kanal propagasi terhadap ruang dan waktu � Variasi skala besar: Lognormal shadowing � Variasi skala kecil: Model kanal Rayleigh dan Rician � Hamburan. Duct. Redaman hujan � Lapisan ionosfir. Refraksi. Sintilasi � Penggunaan model dalam desain dan evaluasi sistem

komunikasi radio � Maxwell equation for dynamic field � Helmholtz equation � Homogenous planewave � Wave propagation in dielectric medium and in

conductor � Reflection and transmission mechanisms � Wave propagation in transmission line � Radiation by small antenna. Antenna parameters, � Radiation equation for far fields � Freespace propagation mechanism. Power as a

fucntion of distance. Reflection mechanism. Two path propagation model

� Diffraction mechanism � Knife-edge diffraction � Ellipsoid Fresnel zone � Analytical model of multiple diffraction � Deterministic channel model � Ray tracing method � Stochastic channel model � Scattering geometrical models. � Empirical prediction models � Propagation channel variation in space and time � Large scale variation: log normal shadowing. Small

scale radiation: Rayleigh and Rician channel model. Scattering. Ducting. Rain attenuation.

� Ionosphere layer. Reffraction. Scintillation. � Design and evaluation of radio communication system.

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�� H. Sizun, Radio Wave Propagation for Telecommunication Applications, Springer, 2005.


� Jean G. Van Bladel, Electromagnetic Fields, Wiley-IEEE, 2007.

� Artikel-artikel dari jurnal ilmiah: IEEE Transaction on Antenna and Electromagnetic Propagation IEEE Transaction on Wireless Communications


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TE – 092342: Sistem Komunikasi Nirkabel & Bergerak TE – 092342: Wireless & Mobile Communication System Sks /Credits: 3 Semester: II


�� Mahasiswa memahami konsep, elemen, dan kinerja sistem komunikasi nirkabel dan bergerak meliputi lapisan fisik, MAC, datalink, dan jaringan.

�� Students understand concept, elements and performance of wireless and mobile communication system including physical layer, MAC, datalink and networks.


Kemampuan menjelaskan dan memahami: �� konsep dasar, elemen dan sistem komunikasi nirkabel

dan bergerak. � Rekayasa sistem dan teknologi komunikasi nirkabel pita

lebar. � Rekayasa trafik pada sistem komunikasi nirkabel dan

bergerak pita lebar. � Rancangan sistem dan jaringan komunikasi nirkabel dan

seluler bergerak. Capability to explain and understand in: � Basic concept, elements and system of wireless and

mobile communications. � System engineering and technology of broadband

wireless communications � Traffic engineering in wireless and mobile broadband

communications � Design of wireless and mobile communication system

and networks


�� Konsep dasar sistem komunikasi nirkabel dan bergerak, termasuk terminnologi, elemen sistem dan lapisan komunikasi, permasalahan dan optimasi sistem

�� Propagasi: model kanal nirkabel dan bergerak, model dan pengaruh fading skala besar dan kecil, estimasi cakupan dan jangkauan, diversity

� Modulasi dan ekualisasi adaptif: modulasi adaptif, review model kanal frekuensi selektif, ekualisasi adaptif

� Modulasi pita lebar: konsep spread spectrum, OFDM, multi carrier dan sistem akses jamak (CDMA) serta

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sistem akses acak: CSMA, ALOHA, slotted ALOHA. �� Jaringan seluler: konsep jaringan seluler, interferensi

dan kapasitas sistem � Rekayasa sistem: antenna larik, larik adaptif, pengantar

MIMO, pengkodean ruang waktu, multipleks spatial (SDMA).

� Rekayasa trafik: rekayasa trafik sistem seluler, probabilitas blok sistem sel tunggal dan sel jamak dengan handover, trafik multimedia pada sistem nirkabel pita lebar.

� Kinerja jaring sistem komunikasi pita lebar: model dan analisis kinerja jaringan pita lebar : delay, jitter, packet loss, throughput.

� Kemajuan sistem komunikasi nirkabel dan bergerak pita lebar, optimasi lintas lapisan dan aplikasi sistem: kooperatif, jaring sensor dsb.

� Basic concepts of wireless and mobile communications including terminologies, elements of system and layer of communications, problems and optimizing system.

� Propagation: wireless and mobile channel models, large and small scale fadings, coverage estimation, diversity

� Adaptif modulation and equalization: adaptif modulation, review on frequency selective channel model, adaptif equalization.

� Cellular networks: concepts, interference and capacity of system.

� System engineering: array antenna, adaptive array, introduction to MIMO, time space coding, spatial multiplexing (SDMA).

� Traffic engineering: traffic in cellular system, blocking probability in single cell and in multiple cells with handover systems, multimedia traffic in broadband systems

� Performance in broadband communication networks: model and analysis of broadband networks: delay, jitter, packet loss, throughput.

� Trend in broadband wireless and mobile communications, cross-layer optimization and applications: cooperative system, sensor networks etc.


� Theodoere S. Rappaport, Wireless Communications: Principles and Practice, Second Edition, Prentice Hall: Upper Saddle River, NJ, 2002.

� K. Pahlavan & P. Krishnamurthy, Principles of Wireless Networks, Prentice Hall: Upper Saddle River, NJ, 2002.

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� Andrea Goldsmith, Wireless Communications, Cambridge University Press, 2005.


� K. Pahlavan & Allen H. Levesque, Wireless Information Networks, John Willey & Sons Inc., 2005.

� David Tse & Pramod Viswanath, Fundamentals of Wireless Communication, Cambridge University Press, 2005.

PRASYARAT/PREREQUISITE

TE – 092303: Proses Acak dan Pengolahan Sinyal TE – 092303: Random Process & Signal Processing TE – 092320: Sistem Komunikasi Digital TE – 092320: Digital Communication System

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TE – 092093 : Penulisan Ilmiah TE – 092093 : Scientific Writing Sks /Credits: 2 Semester: II


Memberikan persiapan bagi mahasiswa sebelum memulai thesis, dengan memahami identifikasi dan perumusan masalah yang akan menjadi topik thesis, memahami metodologi penelitian yang diperlukan, serta memahami teknik penulisan karya tulis ilmiah yang berupa proposal thesis, buku thesis, dan makalah ilmiah. Giving preparation for the students before getting thesis by understanding problem identification and formulation related to the thesis topic.


�� Memahami metodologi riset. �� Memahami cara menulis ilmiah untuk proposal thesis,

thesis dan makalah ilmiah. � Understanding research methodology. � Understanding technical writing for the proposal thesis,

thesis and scientific papers.


�� Memahami metodologi riset: Identifikasi masalah, studi literature, data plant, pemodelan system, diagram system, algoritma solusi, pengembangan metoda, simulasi dan analisis, justifikasi hasil.

�� Memahami format penulisan ilmiah: judul, pengarang, afiliasi, lembar pengesahan, abstrak, daftar isi, pendahuluan, penukilan, penjabaran konsep, metodologi, tabel, gambar, grafik, jadwal, analisis hasil simulasi, kesimpulan, daftar pustaka, riwayat hidup dan ucapan terima kasih.

� Understanding research methodology: Problem identification, Literature study, plant data, systems modeling, system diagram, solution algorithm, method development, simulation and analysis, result justification.

� Understanding technical writing format: Title, author, affiliation, authentication sheet, abstract, content, introduction to problem, citation, concept, methodology, data table and graphics, figure, schedule, simulation result and analysis, conclusion, references, biography and acknowledgement.

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� ITS, Buku Pedoman Akademik, ITS, 2009. �� ITS, Metodologi Penelitian, Puslit ITS, 2008. � Imam Robandi, Becoming The Winner: Riset, Menulis

Ilmiah, Publikasi Ilmiah, dan Presentasi, Penerbit ANDI, 2008.


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PRASYARAT/PREREQUISITE �� Pengenalan Bidang Riset

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TE – 092353: Jaringan Komunikasi Multimedia TE – 092353: Multimedia Communication Network Sks /Credits: 2 Semester: III


Mempelajari berbagai permasalahan pada transmisi dan distribusi sinyal-sinyal multimedia pada jaringan dan teknik-teknik pengolahan dan pengkodean yang berkaitan. To study various problems encountered in transmission and distribution of multimedia signals over network and related signal processing techniques and coding.


Mahasiswa mampu memahami dan menyelesaikan permasalahan pada komunikasi dan distribusi sinyal-sinyal multimedia pada jaringan sebagai berikut: � Teknik-teknik pengkodean citra, video dan audio digital

untuk distribusi pada jaringan � Karakterisasi saluran transmisi dan jaringan serta

pengaruhnya terhadap pengiriman sinyal multimedia � Teknik-teknik untuk mengatasi kesalahan pada

transmisi, kehilangan paket dan pengaruh fluktuasi pada trafik di jaringan

The students will understand and be able to solve various problems in communication and distribution of multimedia signals over network, as follows: �� Coding techniques of image, video and audio for

network distribution � Characterisation of transmission media and network and

its relation to multimedia signal transmission � [Techniques to counter error in transmission, packet loss

and effects of traffic fluctuation in network]


Teknik-teknik pengkodean yg tahan terhadap kesalahan: slice structured coding, flexible MB ordering, scalability, data partitioning, flexible reference frame concept. Resynchronisation dan teknik-teknik penyembunyian kesalahan: spatial, temporal & hybrid error concealment. Arsitektur adaptasi: berbasis pengirim, klien, proxy dan server. End-to-end delay, waktu reaksi dan latensi.

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Kompleksitas. Rate control dan transcoding. Mode-mode scalability: temporal, spatial, SNR dan hybrid. MPEG-4 FGS. Motion compensated wavelet video coding. Model kehilangan paket pada kanal dengan memory. Streaming pada Internet. Panjang burst ; heavy tails ; underflow, round trip delay ; jitter ; packet reordering. Transmisi paket dengan prioritas : packet erasure; layered MDC ; CRC+RCPC; proteksi kesalahan : interleaving & product code. Rantai Markov untuk model kanal nirkabel; panjang memory; Model-model QoS: IntServ dan DiffServ. Bandwidth management, channel quality monitoring; delay differentiation. Middleware adaptation service. Arsitektur, protocol dan format file. Model buffering dan leaky bucket. CBR dan VBR. Compund streams. Pengkodean sumber, pengkodean kanal dan laju kedatangan. Multicast addressing, struktur multicast router; hubungan dengan protokol lapis lain; IGMP. Routing pada mode flood-&-prune. Link state routing dan MOSPF. Interdomain multicast routing. Prinsip-prinsip multicast; macam-macam protokol: DVMRP, PIM, MOSPF, IP multicast dan keterbatasannya. Multicasting hirarkis: HDVMRP, LGC, HIP, QHMRP. Video streaming pada jaringan P2P. Transmisi paket video dan retransmisi. Sender-driven prioritization; distortion-oriented; scheduler evaluation. Contoh-contoh eksperimental: CoDiO P2P Teknik-teknik transmisi video digital: terrestrial, cable, satelit dan jaringan IP. Desain jaringan dan coverage. Coding techniques for error resilience: slice structured coding, flexible MB ordering, scalability; data partitioning; flexible reference frame concept. Resynchronisation and error concealment techniques: spatial, temporal & hybrid error concealment. Adaptive arrchitecture: sender, client, proxy and server based. End-to-end delay, reaction time and latency. Complexity. Rate conrol and transcoding. Scalability modes: temporal, spatial, SNR dan hybrid. MPEG-4 FGS. Motion compensated wavelet video coding. Packet loss model over channel with memory. Streaming over internet. Burst length; heavy tails; underflow; round trip delay; jitter; packet reordering. Packet transmission with priority: packet erasure; layered MDC; CRC+RCPC; error protection; interleavingand product code. Markov chain for wireless channel modeling; memory length. QoS

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models: InsServ and DiffServ. Bandwidth management, channel quality monitoring; delay differentiation. Middleware adaptation service. Architecture, protocol and file format. Buffering model and leaky bucket: CBR and VBR. Compound streams. Source coding, channel coding and arrival rate. Multicast addressing, multicast router structure; IGMP. Routing in flood & prune mode. Link state routing and MOSPF. Interdomain multicast routing. Multicast principles. Protocols for multicast: DVMRP, PIM, IP and their limitations. QoS. Hierarchical routing: HDVMRP, LGC, HIP, QHMRP. Video streaming over P2P network. Sender-driven prioritization; distortion oriented; scheduler evaluation. Experimental examples: CoDiO P2P. Digital video transmission techniques: terrestrial, cable, satellite and IP networks. Network design and coverage.


� Philip A. Chou & Mihaela van der Schaar, eds., Multimedia over IP and Wireless Networks: Compression, Networking, and Systems, Elsevier, 2007.

� Lin Cai, Xuemin Shen & Jon W. Mark, Multimedia Services in Wireless Internet, Wiley, 2009.

� Abderrahim Benslimane, ed., Multimedia Multicast on the Internet, ISTE, 2007.


� Artikel-artikel dari jurnal ilmiah: IEEE Transaction on Multimedia IEEE J. on Selected Areas in Communications


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TE – 092323: Pengkodean Kanal TE – 092323: Channel Coding Sks /Credits: 2 Semester: III


Untuk mempelajari berbagai teknik pengkodean kanal pada komunikasi digital beserta karakterisasi unjuk kerja masing-masing teknik. To study various channel coding techniques for digital communication as well as their performance caharacterisations.


Mahasiswa mampu memahami hal-hal berikut beserta menerapkan pada sistem komunikasi digital: �� Batas-batas teoritik dan kapasitas yang berkaitan

dengan sistem pengkodean kanal � Teknik-teknik pengkodean kanal modern � Analisa unjuk kerja berbagai teknik pada bermacam-

macam jenis kanal The students will understand the following topics as well as their applications in digital communication system: � Theoritical limits and capacities related with channel

coding � Modern channel coding techniques � Performance analysis of channel coding techniques for

various channel conditions


Dasar-dasar kapasitas kanal Kapasitas Shannon, Bandwidth, Daya, dan efisiensi kode, kapasitas diskrit,kompleksitas sistem, deteksi optimal, kesalahan dua codeword, batas Battacharyya Bound, laju Cutoff. Batas unjuk kerja pengkodean acak Batas kesalahan Gallager. Fungsi eksponen kesalahan, Batas-batas untuk kode linier dan laju. Batas bawah sphere-packing. Konsep-konsep dasar teknik pengkodean kanal Kode Hamming, persamaan cek paritas, batas Hamming,

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matriks pembangkit kode, representasi kode secara grafis; konstruksi trellis secara sistematis untuk kode blok. Pengkodean LDPC Definisi. LDPC reguler dan tak reguler. Algoritma pendekodean untuk kanal biner penghapusan dan simetrik. Pendekodean untuk kanal derau Gaussian aditif. Analisa kerapatan probabilitas untuk LDPC, evolusi kerapatan, desain LDPC, pertimbangan praktis, kode Repeat-accumulate. Pengkodean Turbo Pengkodean kode Turbo, konkatenasi paralel; pertukaran informasi secara iteratif dan pesan informasi-lunak, kuantifikasi penyaluran pesan. Pertukaran informasi ekstrinsik bersama (EXIT). Analisa EXIT Pengkodean Konvolusional Trellis untuk deskripsi konvolusional, Pengkode Umpan balik, Sistematik dan Rekursif. Pendekodean Maximum Likelihood, Spektrum jarak. Algoritma APP, Log-APP dan implementasi biner. Pengkodean Aljabar Pendekatan aljabar untuk pengkodean kanal. Finite field dan kode pada Galois field. Persamaan koreksi kesalahan. Kode Reed-Solomon, pendekodean aljabar dasar, kode BCH, algoritma Berlekamp-Massey. Analisa unjuk kerja dan implementasi Analisa unjuk kerja, prinsip pencuplikan pentingPerformance Analysis, Importance Sampling Principles, Himpunan penghentian pendekodean dan jebakan. Aspek implementasi. Metode implementasi. Basic, History, Towards Channel Capacity: Introduction, Shannon Capacity, Bandwidth, Power, and Code Efficiencies, Discrete Capacities, System Complexity, Optimal Detection, Two-Codeword Error, Battacharyya Bound, The Cutoff Rate. Random Coding Performance Bounds : Gallager's Error Bound, The Error Exponent Function, Exponent Function and Capacity, Bounds for Linear Codes, Bounds for low Rates, Code Ensemble Expurgation, The Expurgated Bounds for Block and Trellis Codes, Sphere-Packing Lower Bounds. Fundamental Coding Concepts : Hamming Codes, Parity Check Equations, Hamming Bound, Code Generator

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Matrices, Graphical Representations of Codes: Parity Check Trellis, Systematic Trellis Construction for Block Codes, Tail-biting trellises and the square root bound. LDPC Coding (Algorithmic Coding): Low-density parity-check codes (LDPC), definition, regular and irregular LDPCs, decoding algorithms for binary erasure and binary symmetric channel models. Decoding on the additive white Gaussian noise channel, Probablility density analysis of LDPCs, probability propagation for the BEC and BSC channels, density evolution for the additive white Gaussian noise channels, designs of LDPCs, Variations of LDPC codes, practical considerations, Repeat-accumulate codes. Turbo Coding (Introduction): Turbo Code Encoding, Parallel Concatenation, Iterative Information Exchange and Soft-Information Message, Quantifying Message Passing, Mutual Extrinsic Information Transfer, Mutual Extrinsic Information Exchange (EXIT) Analysis. Convolutional Coding: Trellis of Convolutional Description, Algebraic Description, Feedback-, Systematic-, and Recursive Systematic Encoders. Maximum-Likelihood Decoding, The Union Bound, The Distance Spectrum, The A Posteriori Probability (APP) Algorithm, Log-APP, Max-Log APP and Binary Implementations. Algebraic Coding Algebraic Approaches to Error Control Coding, Finite Fields, Codes in the Light of Galois Fields, Error Correction and Error Correcting Equations. Reed-Solomon Codes, Basic Algebraic Decoding, BCH Codes, Fast Decoding, The Berlekamp-Massey Algorithm, Performance Analysis and Implementation Code Performance Analysis, Importance Sampling Principles, when can IS be applied, Stopping Sets and Trapping Sets, Implementation Aspects, Implementation Methods.


�� Todd K. Moon, Error Correction Coding: Mathematical Methods and Algorithms, Wiley, 2005.


�� Tom Richardson & Ruediger Urbanke, Modern Coding Theory, Cambridge University Press, 2008.

�� Artikel-artikel dari jurnal ilmiah: IEEE Transaction on Information Theory IEEE Transaction on Communications

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TE – 092099 : Tesis TE – 092099 : Thesis Sks /Credits: 4 Semester: IV


Mahasiswa mampu menerapkan metode ilmiah untuk menyelesaikan permasalahan dalam bidang keilmuan teknik elektro dengan kontribusi ilmiah yang disesuaikan dengan program magister. The student can apply the methods to solve the problems in the field of electrical engineering that have the contribution related the master program.


Mahasiswa mampu menerapkan metode ilmiah untuk menyelesaikan permasalahan sesuai bidang keilmuan. The Student have the ability to apply the methods for the problem solving.


Disesuaikan dengan tema yang diambil masing-masing mahasiswa. Depend on the students topics


Pedoman Penyusunan Thesis, Program Pascasarjana ITS, 2006.


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PRASYARAT/PREREQUISITE �� Pengenalan Bidang Riset �� Introduction to Research Fields � Research Proposal

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TE – 092343: Sistem Komunikasi dan Jaringan Optik TE – 092343: Optical Communication System and Network Sks /Credits: 2 MK Pilihan /Addittional Optional Courses


Untuk mempelajari karakteristik media optik, aplikasi optik dalam sistem komunikasi dan rancangan jaring komunikasi optik sebagai tulang punggung transmisi dan jaringan akses. To study optical media characteristics, application of optical in communication system and design of optical communication networks as transmission backbone and access networks.


Mahasiswa mampu memahami hal-hal berikut : �� Prinsip dasar dan karakteristik media optik � Teknik pengujian dan pengukuran karakteristik pada

sistem komunikasi optik � Analisa unjuk kerja sistem komunikasi optik

Mahasiswa mampu merancang aplikasi optik dalam sistem komunikasi dan jaring komunikasi. The students will understand the following aspects: � Basic principal and characteristics of optical media � Testing and measurement techniques in optical

communications � Performance analysis of optical communication systems The students will be capable to design optical application in communication system and networks.


�� Prinsip komunikasi optik, termasuk prinsip dasar optik, bumbung gelombang optik: elektromagnetik, sifat gelombang cahaya,

�� Pengantar komponen optik, sumber optik dan penguat, detektor cahaya, coupler, konektor, jaring distribusi dan komponen optik lainnya.

� Distribusi dan integrasi sinyal, modulasi dan akses jamak, rancangan pemancar dan penerima optik, kommunikasi optik koheren

� Kinerja sistem komunikasi optik, redaman sinyal, delay dan distorsi sinyal.

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�� Teknik pengujian dan pengukuran: teknik dan perangkat, pengujian fisik dan mekanik, pengukuran daya optik, panjang gelombang dan pengukuran spektrum.

�� Kemajuan kkomunikasi optik: WDM, DWDM, EDFA, photonic switching, dan aplikasi komunikasi optik

� Principle of optical communications, including the basic

principle of the optical, Optical waveguides: Electromagnetics, wave nature of light.

� Introductions to optical components, optical sources and amplifiers, light detectors, coupler, connectors, distribution networks and other optical components.

� Signal distributions and integrations, modulation and multiple access, design of optical transmitters and receivers, coherent optical communications,

� Perfomance of optical communication system, Attenuations of signals, Signal delays, signal distortions.

� Optical testing and measurements: techniques and apparatus, physical and mechanical testing, optical power measurement, light wavelength, spectrum measurements.

� Trends in Optical Communications (WDM, DWDM, EDFA, Photonic Switching), Applications of optical communications.


�� Gerd Keiser, Optical Fiber Communications, McGraw-Hill, 2005.

�� Joseph C. Palais, Fiber Optic Communications, , Prentice-Hall, 2005.


�� Robert J.Hoss, Fiber Optic Communications Design Handbook, Prentice Hall, 1990.

�� D.K. Mynbaev , S.C. Gupta and Lowell L. Scheiner, Fiber Optic Communications, PearsonEducation, 2005.

� S.C.Gupta, Text Book on Optical Fibre Communication and its Applications, PHI, 2005.

� Govind P. Agarwal, Fiber Optic Communication Systems, John Wiley, 2004.


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TE – 092345: Jaringan Mobile dan Ad-Hoc TE – 092345: Mobile and Ad-Hoc Network Sks /Credits: 2 MK Pilihan /Addittional Optional Courses


Mempelajari berbagai arsitektur dan karakteristik jaringan ad hoc dan mobile, beserta teknik-teknik akses dan routing yang diperlukan, selain aspek keamanan. To study various architecture and characteristics of mobile and ad hoc networks, as well as related access, routing techniques and security aspects.


Mahasiswa diharapkan memahami: �� Karakteristik dan arsitektur jaringan ad hoc � MAC dan unjuk kerja berkaitan dengan berbagai model

trafik � Penentuan lokasi dan teknik-teknik terkait � Konsep keamanan pada jaringan ad hoc dan protokol-

protokol terkait � Simulasi jaringan ad hoc The students will understand: � Architectures and characteristics of ad hoc network � MAC and its performances in relation to various traffic

models � Localization techniques � Security concepts and protocols � Ad hoc network simulation


�� Penyegaran system komunikasi data nirkabel �� Medium access control: pemodelan trafik, pemodelan

tunda, model antrian, multiple access, demand assigned MA, CSMA, MAC pada jaringan ad hoc

� Akses nirkabel ad hoc: jaringan Bluetooth, pencarian simpul, algoritma pembentukan Bluetooth, mode mesh pada WiMAX/802.16

� Pemrograman jaringan nirkabel: struktur informasi, socket, parameter dan control, frame terima dan frame kirim

� Protokol jaringan ad hoc: IP routing normal, pendekatan reaktif, pendekatan proaktif, pendekatan hibrida, pengelompokan, QoS, protokol jaringan sensor

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�� Simulasi jaringan: ns2 �� Kesadaran tentang lokasi: kedekatan geografik,

pembentukan spanner, diseminasi informasi, penentuan lokasi geografik, graf lingkaran satu acak, cakupan dan konektivitas

� Keamanan jaringan ad hoc: teknik-teknik otentifikasi, serangan lapis fisik, protokol aplikasi keamanan, kemanan routing, keamanan broadcast, verifikasi lokasi yang aman

� Review of wireless data communication � Medium access control: traffic modeling, delay model,

queueing models, multiple access, demand assigned MA, CSMA, MAC in adhoc network

� Ad hoc wireless access: Bluetooth networks, node discovery, Bluetooth formation algorithms, mesh mode of WiMAX/802.16

� Wireless network programming: structure of information, socket, parameters and control, receiving frames, sending frames

� Ad hoc network protocols: normal IP routing, reactive approach, proactive approach, hybrid approach, clustering, QoS, sensor network protocols

� Network simulation: ns2 � Location awareness: geographic proximity, constructing

spanner, information dissemination, geographic location determination, random unit disc graphs, coverage and connectivity

� Ad hoc network security: authentication techniques, physical layer attacks, security application protocols, routing security, broadcast security, secure location verification


�� Michel Barbeau & Evangelos Kranakis, Principles of Ad Hoc Networking, Wiley, 2007.


�� Ian F. Akyildiz and Xudong Wang, Wireless Mesh Networks, Wiley, 2009.

�� Artikel-artikel dari jurnal ilmiah: IEEE Transaction on Communications IEEE Transaction on Wireless Communication


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TE – 092346: Jaringan Sensor Nirkabel TE – 092346: Wireless Sensor Network Sks /Credits: 2 MK Pilihan /Addittional Optional Courses


Mempelajari prinsip kerja komponen dan arsitektur jaringan sensor nirkabel (JSN), beserta berbagai protokol yang diperlukan untuk operasi JSN untuk bermacam-macam aplikasi. To study principles of components and architectures of wireless sensor network (WSN), as well as various protocols and computation techniques necessary for the operation WSN for applications.


Mahasiswa diharapkan memahami dan menguasai pengetahuan tentang: �� arsitektur dan komponen-komponen jaringan sensor

nirkabel beserta karateristiknya � permasalahan-permasalahan pada jaringan JSN, antara

lain: estimasi dan deteksi terdistribusi, desain protocol untuk routing dan koleksi data yang hemat energi.

� pemodelan, simulasi dan implementasi jaringan sensor dengan perangkat keras yang tersedia di lab (Crossbow)

The students will understand the following: � architectures and components of WSN and their

characteristics � problems in design and operation of WSN, i.e.:

distributed estimation and detection, energy aware protocol design for routing and data collecting

� modelling, simulation and implementation of WSN by using the available hardware in the laboratory (Crossbow)


Perangkat pemancar dan penerima nirkabel untuk JSN, karakteristik kanal nirkabel, arsitektur JSN, protokol MAC, protokol kontrol kesalahan, dasar pengalamatan dan manajemen alamat; sinkronisasi waktu; teknik-teknik routing: forwarding; gossiping, flooding, single hop dan

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multihop, coverage dan deployment. Teknik-teknik estimasi dan deteksi terdistribusi. Implementasi JSN pada MICAz dan simulasi dengan NS2 dan Tossim. Wireless transmitter and receiver for WSN. Wireless channel characteristics, WSN architectures, MAC protocols, error control protocols, addressing and address management; time synchronization; routing techniques: forwarding; gossiping, flooding; single hop and multihop, coverage and deployment. Distributed estimation and detection techniques. WSN implementation using MICAz and simulation using ns2 and TOSSIM.


� Holger Karl & Andreas Willig, Protocols and Architectures for Wireless Sensor Networks, Wiley, 2005.

� Shashi Phoha, Thomas La Porta, & Christopher Griffin, eds., Sensor Network Operations, Wiley/IEEE, 2006.


� Ananthram Swami, Qing Zhao, Yao-Win Hong & Lang Tong,eds., Wireless Sensor Networks: Signal Processing and Communications Perspectives, Wiley, 2007.

� Artikel-artikel dari jurnal ilmiah, misal: IEEE Trans. on Signal Processing IEEE Trans. on Wireless Communications.


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TE – 092347: Sistem Komunikasi Antena Jamak TE – 092347: Multiple Antennas Communication System Sks /Credits: 2 MK Pilihan /Addittional Optional Courses


Mempelajari teknik komunikasi digital modern untuk pengiriman data berkecepatan tinggi dan andal dengan menggunakan antena jamak, beserta karakterisasi secara teroritik, kapasitas dan unjuk kerjanya. To study modern digital communication techniques for high speed and reliable data tranmission by using multiple antennas, as well as its characterisation, capacity and and performance from theoretical point of view.


Mahasiswa mampu memahami: �� Struktur dan karakterisasi sistem komunikasi dengan

antena jamak � Teknik-teknik pengolahan sinyal larik � Teknik-teknik pengkodean ruang dan waktu untuk

transmisi data kecepatan tinggi dan andal, serta unjuk kerjanya

The students will understand: � Structure and characterisation of multi antenna

communication systems � Array signal processing techniques � Space-time coding techniques for high bit rate and

reliable transmission, and its performance


� Review radiasi gelombang EM oleh antena � Parameter-parameter antena. Jenis-jenis antena. Pola

radiasi � Antena larik dengan dua elemen isotropis. � Sintesa pola dengan perkalian pola � Antena larik linear dengan N elemen isotropis � Antena larik dengan distribusi amplitudo tak seragam � Antena larik persegi � Steering vector � Algoritma LCMV � Antena cerdas � Deteksi arah kedatangan sinyal � Algoritma MUSIC

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� Algoritma ESPRIT � Algoritma SAGE � Kapasitas sistem komunikasi dengan antena jamak � Model sistem komunikasi MIMO � Kapasitas sistem komunikasi MIMO � Kanal keyhole � Kapasitas rata-rata dan outage � Multipleks spasial � Struktur BLAST � BLAST pada kanal frekuensi selektif � Transmit diversity dan pengkodean ruang-waktu � STBC Alamouti � STBC ortogonal orde tinggi � STTC � MIMO dengan antena terdisitribusi � Pengantar sistem komunikasi kooperatif

�� Review: EM wave propagation by antenna � Antenna parameters � Array antenna with two isotropical elements � Pattern synthesis with array factor � Linear array antenna with N isotropical elements � Array antenna with amplitude distribution � Rectangular array antenna � Steering vector � LCMV algorithm � Intelligent antenna � Signal direction of arrival (DOA) detection � MUSIC algorithm � ESPRIT algorithm � SAGE algorithm � Communication system capacity with multiple antenna � MIMO communication system model � MIMO communication system capacity � Keyhole channel � Average capacity and outage � Spatial multiplexing � BLAST structure � BLAST in frequency selective channel � Transmit diversity and space-time coding � STBC Alamouti � Higher order orthogonal STBC � STTC � Distributed MIMO antenna

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�� Introduction to cooperative communication system


�� Ezio Biglieri, Robert Claderbank, Anthony Constatinides, Andrea Goldsmith, Arogyaswami Paulraj, H. Vincent Poor, MIMO Wireless Communications, Cambridge University Press, 2007.


� Alex Gershman, Space-Time Processing for MIMO Communication, Wiley, 2005.

� Artikel-artikel jurnal ilmiah: IEEE Transaction on Communications IEEE Transaction on Wireless Communication IEEE Transaction on Signal Processing IEEE Transaction on Information Theory IEEE Journal on Selected Areas of Communications


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TE - 092357: Software defined radio dan jaringan nirkabel kognitif

TE - 092357: Software defined radio and cognitive wireless network

Sks /Credits: 2 MK Pilihan /Addittional Optional Courses


Mempelajari konsep-konsep arsitektur radio dan jaringan kognitif beserta teknik-teknik pengolahan sinyal dan komputasi yang dibutuhkan untuk implementasi radio kognitif. To study concepts of cognitive radio architecture and networks, as well as signal processing and computation techniques required for the implementation of cognitive radio.


Mahasiswa mampu memahami: � Konsep-konsep tentang kognisi, kesadaran dan adaptasi

pada sistem komunikasi radio. � Arsitektur software defined radio (SDR), beserta

komponen-komponennya. � Teknik-teknik pengolahan sinyal dan komputasi untuk

implementasi radio kognitif. The students will understand: � Concepts of cognition, awareness and adaptation in

radio communication system. � SDR architecture and its components. � Signal processing and computation techniques for the

implementation of cognitive radio.


� Pengantar radio adaptif, sadar dan kognitif � Jaringan kognitif � Arsitektur radio kognitif � Arsitektur SDR untuk radio kognitif � Kode dan game untuk akses spektrum dinamik � Efisiensi & strategi operasi bersama untuk radio kognitif � Penginderaan spektrum untuk aplikasi radio kognitif � Sistem manajemen informasi lokasi � Aplikasi radio kognitif � Introduction to adaptive, aware and cognitive radios

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� Cognitive networks � Cognitive radio architecture � Software defined radio architectures for cognitive radios � Codes and games for dynamic spectrum access � Efficiency & coexistence strategies for cognitive radio � Spectrum sensing for cognitive radio applications � Location information management system � Applications of cognitive radio


� Joseph Mitola III, Cognitive Radio Architecture: The Engineering Foundations of Radio XML, Wiley, 2006.


� Huseyin Arslan, Cognitive Radio, Software Defined Radio and Adaptive Wireless Systems, Springer, 2007.

� S. Haykin, “Cognitive radio: brain empowered wireless communications,” IEEE J. Sel. Areas in Communications, vol. 23, no. 2, pp. 201-220, Feb. 2005.

� I.F. Akyildiz, W.-Y, Lee, M.C. Vuran, & S. Mohanty, “Next generation/dynamic spectrum access/cognitive radio wireless networks: A survey,” Computer Network, vol. 50, no. 13, pp. 2127-2159, Sep. 2006.


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TE - 092355: Teknik-teknik Kompresi Video TE - 092355: Video Compression Techniques Sks /Credits: 2 MK Pilihan /Addittional Optional Courses


Mempelajari teknik-teknik mutakhir pengkodean video yang efisien untuk komunikasi dan distribusi multimedia. To study modern efficient techniques of video coding for multimedia communications and distribution.


Mahasiswa mampu: � Memahami karakteristik sinyal video dan eksploitasinya

untuk kompresi. � Memahami teknik-teknik kompresi video berbasis

gelombang dan obyek. � Mensimulasikan implementasi dari teknik-teknik yang

dibahas dan menganalisa unjuk kerjanya.

The students are expected to: � Understand video characteristics and how to esploit

them for compression. � Understand video compression algorithms: waveform-

and content-based. � Be able to simulate the implementation of discussed

techniques and analyze its performance.


�� Penyegaran: teori informasi �� Karakteristik video: keberlebihan dan aspek penglihatan

manusia � Prinsip pengkodean video � Deteksi dan estimasi gerakan � H264/AVC � Pengkodean video yang scalable � Pengkodean video terdistribusi � Pengkodean video multi pandang berbasis transformasi � Review: information theory � Video characteristics: redundancy & psychovisual

aspects � Video coding principles � Motion detection & estimation � H264/AVC � Scalable video coding

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�� Distributed video coding �� Transform-based multiview video coding


� Ahmet Kondoz, Visual Media Coding and Transmission, Wiley, 2009.


� Al Bovik, The Essential Guide to Video Processing, Academic Press, 2009.

� Yun Q. Shi & Huifang Sun, Image and Video Compression for Multimedia Engineering: Fundamentals, Algorithms, and Standards, 2nd ed., CRC Press, 2008.

� Artikel-artikel dari jurnal ilmiah: IEEE Trans. on Multimedia IEEE Trans. on Image Processing

PRASYARAT/PREREQUISITE

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TE – 092348: Rekayasa Internet dan Web TE – 092348: Internet and Web Engineering Sks /Credits: 2 MK Pilihan /Addittional Optional Courses


Mempelajari tentang arsitektur dan berbagai jenis protokol yang digunakan pada Internet serta pemodelan dari struktur jaringan Web dan teknik-teknik untuk menganalisa unjuk kerja dan berbagai aplikasi content yang terdapat di Intenet. To study Internet architecture and various protocols used for the operation of Internet, as well as Web modeling and techniques used to analyze performance and content application in Internet.


Mahasiswa mampu: � Memahami tentang arsitektur dan berbagai jenis

protokol yang digunakan pada Internet � Memahami pemodelan dari struktur jaringan Web dan

teknik-teknik untuk menganalisa unjuk kerja dan berbagai aplikasi content yang terdapat di Intenet

The students are expected to: �� Understand Internet architecture and various protocols

used in Internet � Understand modeling of Web structure and techniques

to analyze performance and content applications


� IPv4, pengalamatan : address space, broadcast addreess, NAT, implementasi, ICMP; unicast dan multicast, IGMP. Pengalamatan pada IPv6, packet format, interoperasi antara IPv4 dan IPv6. Teknik-teknik routing dan forwarding, sistem autonomous, routing table; informasi routing terdistribusi: vektor jarak, link state routing, penghitungan lintasan, OSPF, rekayasa trafik, RIP, IS-IS, BGP-4, multicast. Manajemen layanan: DiffServ, integrated services, RSVP. Protokol-protokol transport: UDP, TCP, SCTP & RTP. Rekayasa trafik, ECMP, routing IP flows, service-based routing; offline & dynamic traffic engineering. Dasar-dasar MPLS, pelabelan paket, pemetaan data, protokol pensinyalan, LDP, rekayasa trafik, GMPLS. Switch terdistribusi, GSMP,

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konfigurasi switch, manajemen port dan koneksi. Protokol-protokol aplikasi: DNS, host, DNS message format, Telnet, FTP, HTTP. Dokumen-dokumen Web: SGML dan HTML; resource identifiers:URI, URL, URN; log files & search engines. Representasi Web dengan graph: power-law connectivity, jaringan small-world, model pembangkitan untuk web graph. Pengindeksan teks, pengolahan leksikal, content-based ranking, latent semantic analysis, document clustering. Teknik-teknik analisa link, matriks nonnegative, eigenvector dominant, PageRank, stabilitas dan analisa link secara probabilistic; teknik-teknik crawling: selective dan distributed; dinamika Web.

� IPv4, addressing: address space, broadcast address,

NAT, ICMP; unicast & multicast, IGMP. Addressing in IPv6, packet format, interoperation between IPv4 and IPv6. Routing and forwarding techniques, autonomous system, routing table; distributed routing information: distance vector, link state routing, path calculation, OSPF, traffic engineering, RIP, IS-IS, BGP-4, multicast.

� Service management: DiffServ, integrated services, RSVOP. ECMP, IP flows routing, service based routing; offline and dynamic traffic engineering.

� Introduction to MPLS, packet labeling, data mapping, signaling protocol, LDP, GMPLS. Distributed switch, GSMP, switch configuration, port management and connection.

� Application protocols: DNS, host, DNS message format, Telnet, FTP, HTTP.

� Web documents: SGML and HTML; resource identifiers: URI, URL; log files & search engines.

� Web representation using graph: power law connectivity, small-world network, generation model for web graph. Text indexing, lexical processing, content-based ranking, latent semantic analysis, document clustering. Link analysis techniques, nonnegative matrix, dominant eigenvector, PageRank, probabilistically link stability and analysis; crawling technique: selective and distributed. Web dynamics.

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� Adrian Farrel, The Internet and Its Protocols: A Comparative Approach, Morgan Kaufmann, 2004.

� Pierre Baldi, Paolo Frasconi & Padhraic Smyth, Modeling the Internet and the Web: Probabilistic Methods and Algorithms, John Wiley & Sons, 2003.


�� Deepankar Medhi & Karthikeyan Ramasamy, Network Routing: Algorithms, Protocols, and Architectures, Morgan Kaufmann, 2007.

� Gustavo Rossi, Oscar Daniel Schwabe & Luis Olsina, eds.,Web Engineering: Modelling and Implementing Web Applications, Springer-Verlag, 2008.

� Artikel-artikel pada jurnal ilmiah: IEEE/ACM Trans. on Networking


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TE - 092349: Mobile e-learning TE - 092349: Mobile e-learning Sks /Credits: 2 MK Pilihan /Addittional Optional Courses


Mempelajari permasalahan dan konsep dalam sistem pembelajaran berbasis elektronik serta teknologi pendukung and implementasi manajemen pengetahuan pada pada sistem berbasis open-source dan multiplatform.

To study problems and concepts in e-learning as well as supporting technology and knowledge management implementation over open-source based and multiplatform system.


Mahasiswa mampu:

� Memahami permasalahan dan konsep-konsep pada pembelajaran berbasis elektronik

� Memahami teknologi pendukung dan menguasai perangkat lunak untuk implementasi e-learning

� Mengimplementasikan suatu aplikasi content e-learning

The students are expected to: � Understand problems and concepts in e-learning � Understand supporting technology and software to

implement e-learning � Implement a content application of e-learning


�� Pengantar e-learning �� Prinsip-prinsio teknologi jaringan dan nirkabel � Prinsip-prinsip teknologi web � Integrasi teknologi nirkabel pada sistem e-learning � Studi kasus � Moodle � Implementasi dan evaluasi sistem � Introduction to e-learning � Principles of networking and wireless tecnology � Principles of web engineering � Wireless technology integration in e-learning system � Case study

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�� Moodle �� Implementation and evaluation


� David Metcalf, mLearning: Mobile Learning and Performance in the Palm of Your Hand, HRD Press, 2006.

� Jason Cole & Helen Foster, Using Moodle: Teaching with the Popular Open Source Course Management System, O’Reilly Media, 2007.


� Fawzi Albalooshi, Virtual Education: Cases in Learning and Teaching Technologies, IRM Press, 2003.

� Mahbubur Syed, ed., Methods and Applications for Advancing Distance Education Technologies: International Issues and Solutions, Information Science Reference, 2009.

� William Rice, Moodle 1.9 E-Learning Course Development: A complete guide to successful learning using Moodle, Packt Publishing, 2008

� Artikel-artikel dari jurnal ilmiah: IEEE Trans. on Multimedia IEEE Trans. on Education


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TE - 092331: Deteksi dan Estimasi Terdistribusi TE - 092331: Distributed Detection and Estimation Sks /Credits: 2 MK Pilihan /Addittional Optional Courses


Mempelajari teknik-teknik deteksi dan estimasi terdistribusi, terutama untuk aplikasi pada jaringan sensor nirkabel. To study distributed and estimation techniques, with special interest for wireless sensor network.


Mahasiswa mampu memahami: � Teknik-teknik deteksi sinyal dan estimasi parameter

secara statistik � Formulasi permasalahan deteksi dan estimasi untuk

kondisi terdistribusi, serta teknik-teknik yang diusulkan The students will understand: � Signal detection and parameter estimation techniques in

stochastic framework � Formulation of detection and estimation problems in

distributed setting, as well as proposed techniques in the litterature


� Pengantar: tantangan koleksi dan ekstraksi data pada jaringan sensor

� Teknik deteksi: uji hipotesa biner dan M-ary � Teori estimasi parameter: maximum likelihood,

Bayesian, MVUE, BLUE, batas Cramér-Rao � Deteksi sinyal yang terpengaruh derau aditif � Dasar dan prinsip kerja jaringan sensor nirkabel � Deteksi terdistribusi pada jaringan sensor � Estimasi terdistribusi pada jaringan sensor � Filter adaptif terdistribusi pada jaringan sensor � Pengkodean kanal terdistribusi pada jaringan sensor � Introduction: problems in data collection and extraction

in sensor network � Detection theory: binary and M-ary hypothesis testing � Parameter estimation theory: maximum likelihood,

Bayesian, BLUE, MVUE, Cramér-Rao lower bound � Detection of signal in additive noise � Distributed detection in sensor network � Distributed estimation in sensor network

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� Distributed adaptive filter in sensor network � Distributed channel decoding in sensor network


� Bernard C. Levy, Principles of Signal Detection and Parameter Estimation, Springer, 2008.

� Ananthram Swami, Qing Zhao, Yao-Win Hong, Lang Tong, Wireless Sensor Networks: Signal Processing and Communications Perspectives, Wiley, 2007.


� S. Sitharama Iyengar & Richard R. Brooks, eds., Distributed Sensor Networks, Chapman Hall/CRC Press, 2005.

� S � Artikel-artikel dari jurnal ilmiah:

IEEE Trans. on Signal Processing IEEE Journal on Selected Areas in Comm.


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TE - 092332: Sistem Komunikasi Pita Lebar TE - 092332: Broadband Communication System Sks /Credits: 2 MK Pilihan /Addittional Optional Courses


Mempelajari teknik-teknik komunikasi digital pada kanal pita lebar untuk transmisi data kecepatan tinggi dan tahan terhadap berbagai gangguan pada kanal.

To study digital communication techniques over broadband channel for high speed data transmission and resistant to channel adverse effects.


Mahasiswa mampu memahami:

� Karakterisasi secara statistik kanal komunikasi pita lebar, baik nirkabel dan kabel

� Teknik-teknik pengkodean dan modulasi untuk komunikasi pita lebar serta analisa unjuk kerja sistem

The students are expected to understand: � Statistical characterisation of wideband communication

channel: wireless & wired � Coding and modulation techniques over broadband

channel and system performance analysis


Konsep dan permasalahan sistem komunikasi nirkabel pita lebar, model kanal komunikasi frekuensi selektif, kapasitas kanal, konsep waterfilling: modulasi MQAM adaptif dan modulasi multi-carrier, prinsip modulasi multi-carrier tanpa dan dengan overlap subkanal, konsep OFDM, ortogonalisasi kanal: OFDM vs vector coding, kinerja OFDM pada kanal AWGN dan kanal frekuensi selektif, ICI cancellation, sinkronisasi frekuensi dan waktu, konsep dan kinerja sistem MC-CDMA, model kanal MIMO, kapasitas kanal dan waterfilling pada MIMO, prinsip multipleks spasial, arsitektur BLAST, diversity-multiplexing tradeoff, prinsip dan kinerja sistem UWB.

Concept of and problems in broadband wireless

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communications, models of frequency-selective channels, channel capacity, principles of water-filling: adaptive MQAM modulation and multi-carrier systems, principles of multi-carrier systems without and with sub-channel overlaps, principles of OFDM, channel orthogonalization: OFDM vs. vector coding, OFDM performance in AWGN and frequency-selective channels, ICI cancellation, frequency and timing synchronization, principles and performance of MC-CDMA, MIMO channel models, channel capacity and water-filling for MIMO systems, principles of spatial multiplexing, BLAST architecture, diversity-multiplexing tradeoff, principles and performance of UWB.


� S. Haykin and M. Moher, Modern Wireless Communications, Wiley, 2004.

� A. Goldsmith, Wireless Communications. � D. Tse and P. Viswanath, Fundamentals of Wireless

Communication, Cambridge University Press � L. Hanzo and T. Keller, OFDM and MC-CDMA: A Primer. � U. S. Jha and R. Prasad, OFDM Towards Fixed and Mobile

Broadband Wireless Access. � A. Hottinen, O. Tirkkonen and R. Wichman, Multi-

antenna Transceiver Techniques for 3G and Beyond.

� H. Arslan, Z. N. Chen, M. G. Di Benedetto, Ultra Wideband Wireless Communication.


� Artikel-artikel dari jurnal ilmiah: IEEE Trans. on Communications IEEE Trans. on Wireless Communications IEEE Trans. on Signal Processing IEEE J. on Selected Areas in Communications


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TE - 092333: Sistem Komunikasi Multicarrier TE - 092333: Multicarrier Communication System Sks /Credits: 2 MK Pilihan /Addittional Optional Courses


Mempelajari teknik-teknik multicarrier untuk sistem komunikasi digital modern dengan kapasitas besar dan tahan terhadap gangguan pada kanal pita lebar.

To study multicarrier techniques for high capacity modern digital communication systems.



� Karakterisasi secara statistik kanal komunikasi pita lebar, baik nirkabel dan kabel

� Teknik-teknik komunikasi multicarrier, serta unjuk kerja masing-masing teknik

� Teknik-teknik deteksi multiuser pada sistem CDMA dan MC-CDMA dan unjuk kerja masing-masing

The students are expected to understand: � Statistical characterisation of wideband communication

channel: wireless & wired � Multicarrier communication techniques and their

performance � Multiuser detection techniques in CDMA and MC-CDMA

and their performance


� Model kanal frekuensi selektif � Konsep dasar sistem komunikasi multi-carrier � Kapasitas kanal frekuensi selektif � Konsep sistem multi-carrier dengan waterfilling � Ortogonalisasi kanal � Konsep OFDM � Konsep vector coding � Kinerja OFDM pada kanal AWGN � Kinerja OFDM pada kanal frekuensi selektif � Efek dispersi kanal pada OFDM � Teknik estimasi kanal untuk OFDM � Interferensi antar-subcarrier (ICI) � ICI cancellation � Efek kesalahan frekuensi dan waktu pada OFDM

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� Teknik sinkronisasi frekuensi dan waktu � Konsep MC-CDMA � Kinerja MC-CDMA � Pengantar MIMO-OFDM � Tinjauan teknologi xDSL � Tinjauan teknologi sistem seluler 3G (MC-CDMA) � Teknologi WiFi, WiMAX, dan DVB-T/H � Frequency selective channel � Principles of multicarrier communication system � Frequency selective channel capacity � Concept of multicarrier system with waterfilling � Channel orthogonalization � OFDM concepts � Vector coding concepts � OFDM performance in AWGN channel � Performance of OFDM in frequency selective channel � Channel dispersion effects on OFDM � Channel estimation techniques for OFDM � Interchannel interference (ICI) and cancellation � Frequency and time error effects on OFDM � Frequency and time synchronisation techniques � MC-CDMA concepts � MC-CDMA performance � Introduction to MIMO-OFDM � xDSL technology � 3G cellular tecnology (MC-CDMA) � WiFi, WiMAX and DVB-T/H


� LieLiang Yang, Multicarrier Communications, Wiley, 2009.


� K. Fazel & S. Kaiser, Multi-Carrier and Spread Spectrum Systems: From OFDM and MC-CDMA to LTE and WiMAX, 2nd ed., Wiley, 2008.

� Ahmad R.S. Bahai, Burton R. Saltzberg, Mustafa Ergen, Multi-Carrier Digital Communications: Theory and Applications of OFDM, 2nd ed., Springer, 2004.

� Artikel-artikel dari jurnal ilmiah: IEEE Trans. on Communications IEEE Trans. on Wireless Communications

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IEEE Trans. on Signal Processing IEEE J. on Selected Areas in Communications


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TE - 092334: Sistem Komunikasi dan Jaringan Kooperatif

TE - 092334: Cooperative Communication System and Network

Sks /Credits: 2 MK Pilihan /Addittional Optional Courses


Mempelajari teknik-teknik modulasi, pengkodean dan pengolahan sinyal untuk komunikasi dan jaringan yang kooperatif dengan memanfaatkan relay.

To study modulation, coding and signal processing techniques for cooperative communication and networking using relay.



� Permasalahan dalam komunikasi dan jaringan kooperatif, serta batasan dari sudut pandang teori informasi

� Teknik-teknik pengkodean dan modulasi untuk komunikasi kooperatif dengan berbagai konfigurasi

� Teknik-teknik akses jamak secara kooperatif pada suatu jaringan.

The students are expected to understand: � Problems in cooperative communications and

networking, as well as limits from information theoretical point of view

� Coding and modulation scheme for cooperative communications for various configuration

� Cooperative multiple acess techniques in networking


� Keragaman dan pengkodean ruang-waktu � Keragaman dan pengkodean ruang-waktu-frekuensi � Kanal dan protokol relay � Batas teori informasi untuk kooperasi � Komunikasi kooperatif dengan relay tunggal � Komunikasi kooperatif simpul jamak � Pengkodean ruang-waktu dan ruang–frekuensi

terdistribusi

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� Pemilhan relay � Akses jamak secara kognitif dengan kooperasi � Akses jamak kooperatif yang sadar akan content � Routing kooperatif yang terdistribusi � Pengkodean sumber kanal secara kooperatif �� Space-time diversity and coding � Space-time-frequency diversity and coding � Relay channels and protocols � Information theoretical limits of cooperation � Cooperative communications with single relay � Multi-node cooperative communications � Distributed space-time and space-frequency coding � Relay selection � Cognitive multiple access via cooperation � Content-aware cooperative multiple access � Distributed cooperative routing � Source-channel coding with cooperation


� K.J. Ray Liu, Ahmed K. Sadek, Weifeng Su & Andres Kwasinski, Cooperative Communications and Networking, Cambridge University Press, 2009.


� Artikel-artikel dari jurnal ilmiah: IEEE Trans. on Communications IEEE Trans. on Wireless Communications IEEE Trans. on Information Theory IEEE J. on Selected Areas in Communications


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TE - 092335: Game Theory dan Jaringan Nirkabel TE - 092335: Game Theory and Wireless Networks Sks /Credits: 2 MK Pilihan /Addittional Optional Courses


Mempelajari prinsip-prinsip game theory dan penerapannya pada jaringan nirkabel, yang berkaitan dengan alokasi sumber daya yang merata dan efisien, serta peningkatan unjuk kerja.

To study principles of game theory and its applications in wireless networks, especially for efficiency and fairness in resources allocation, as well as performance improvement.


Mahasiswa mampu:

� Memahami prinsip-prinsip game theory, serta parameter-parameter penting terkait, misal: kesetimbangan Nash, efisiensi Pareto, dll.

� Memformulasikan permasalahan pada jaringan nirkabel dalam konteks game theory.

� Menganalisa penyelesaian untuk suatu permasalahan pada jaringan nirkabel berdasarkan pada parameter-parameter sistem yang penting.

The students are expected to able to: � Understand principles of game theory, as well as

important parameters: Nash equilibrium, efisiensi Pareto efficiency.

� Formulate problems in wireless networks within the game theoretic framework.

� Analyze solutions for problems in wireless networks based on key parameters and performance.


� Pengantar game theory � Keberadaan dan sifat-sifat kesetimbangan Nash,

efisiensi Pareto � Permainan berulang, permainan Bayesian dan

kesetimbangan Bayesian � Aplikasi pada jaringan nirkabel: routing, alokasi kanal

secara dinamik, pengaturan daya, adaptasi linik, perilaku negatif pada lapis MAC, kerangka kerja untuk jaringan

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radio kognitif dan penyelesaian kooperasi pada jaringan ad hoc. Protokol yang aman untuk pengaturan perilaku pemain di jaringan

� Introduction to game theory: games in strategic form

and Nash equilibrium � Existence and properties of Nash equlibrium, Pareto

efficiency, correlated equilibrium, extensives form games � Repeated games, Bayesian games and Bayesian

equilibrium, Potential games, Learning in games: fictitious play and regret minimization

� Applications for wireless networks: routing, dynamic channel allocation, power control, link adaptation,selfish behavior in MAC layer, general game theoretic framework for cognitive radio networks and game theoretic solutions for cooperation in ad hoc networks. Secure protocols for behavior enforcement.


� Allen B. MacKenzie & Luiz A. DaSilva, Game Theory for Wireless Engineers, Morgan Claypool, 2006.

� Levente Buttyan & Jean-Pierre Hubaux, Security and Cooperation in Wireless Networks, Cambridge University Press, 2007.


� Martin J. Osborne, An Introduction to Game Theory, Oxford University Press, 2003.

� Lars Berlemann & Stefan Mangold, Cognitive Radio and Dynamic Spectrum Access, Wiley, 2009.

� Artikel-artikel dari jurnal ilmiah: IEEE Trans. on Wireless Communications IEEE Trans. on Communications IEEE J. on Selected Areas in Communications


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TE – 092336: Keamanan Informasi dan Multimedia TE – 092336: Information and Multimedia Security Sks /Credits: 2 MK Pilihan /Addittional Optional Courses


Mempelajari konsep-konsep keamanan dan teknik-teknik yang digunakan untuk pengolahan, komunikasi dan distribusi informasi dan sinyal multimedia. To study security concepts and techniques required to implement security for processing, transmission, and distribution of information and multimedia signals.


Mahasiswa mampu: � Memahami konsep-konsep keamanan dari sudut

pandang teori informasi dan komputasi pada data dan sinyal multimedia

� Memahami teknik-teknik kriptografi kunci rahasia dan publik

� Memahami teknik-teknik steganografi dan watermarking digital untuk sinyal-sinyal multimedia

� Memahami teknik-teknik biometrika untuk keamanan � Mengimplementasikan teknik-teknik yang dibahas serta

menganalisa unjuk kerja terkait The students are expected to: �� Understand security concepts from computation and

information theoretic points of view, for data and multimedia signals

� Understand cryptography techniques: secret key & public key

� Understand steganographic and digital watermarking techniques for multimedia signals

� Understand biometric techniques for security � How to implement discussed techniques and to analyze

its performance


� Pengantar keamanan sistem komputer dan kriptografi � Konsep keamanan dari sudut pandang komputasi dan

teori informasi � Karakteristik sinyal-sinyal multimedia: suara, citra dan

video

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� Kriptografi dengan kunci rahasia � Hash dan ringkasan pesan � Kriptografi dengan kunci publik � Distribusi dan manajemen kunci, sertifikasi sendiri � Otentikasi � Kontrol akses dan desain sistem yang aman � Kriptografi dan keamanan sistem � Teknik-teknik biometrika: sidik jari, suara, wajah, postur

& cara berjalan, dll � Teknik-teknik steganografi dan digital watermarking � Aplikasi � Computer security overview � Computational and information theoretic security � Introduction to cryptography � Secret key cryptography � Hashes and message digests � Public key cryptography � Key distribution, management, self-certification � Authentication � Access control and secure system design � Cryptography and system security � Biometric techniques: fingerprint, voice, face, gait, etc. � Steganography and digital watermarking techniques � Applications


� Charlie Kaufman, Radia Perlman and Mike Speciner, Network Security: Private Communication in a Public World, 2nd Ed., Prentice Hall, 2002.

� Ingemar Cox, Matthew Miller, Jeffrey Bloom, Jessica Fridrich & Ton Kalker, Digital Watermarking and Steganography, 2nd ed., Morgan Kaufmann, 2007.


� Borko Furht, Edin Muharemagic, Daniel Socek, Multimedia Encryption and Watermarking, Springer, 2005.

� William Stallings, Network Security Essentials: Applications and Standards, Prentice-Hall, 2000.

� Artikel-artikel pada jurnal ilmiah: IEEE Trans. on Information Forensics and Security IEEE Trans. on Multimedia IEEE Trans. on Image Processing

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