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ISBN : 978-1-5090-1708-9
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2016 International Seminar on Intelligent Technology and Its Application
(ISITIA)
Proceeding
Lombok, Indonesia28-30 July 2016
IEEE Catalog Number: ISBN:
CFP16TIA-USB 978-1-5090-1708-9
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Proceedings
2016 International Seminar on Intelligent Technology and Its Application
(ISITIA)
Copyright ©2016 by IEEE. All rights reserved.
Copyright and Reprint Permission
Abstracting is permitted with credit to the source. Libraries are permitted to photocopy beyond the limit of U.S. copyright law for private use of patrons those articles in this volume that carry a code at the bottom of the first page, provided the per-copy fee indicated in the code is paid through Copyright Clearance Center, 222 Rosewood Drive, Danvers, MA 01923.
For copying, reprint or republication permission, email to IEEE Copyrights Manager at [email protected].
IEEE Catalog Number: ISBN:
CFP16TIA-USB 978-1-5090-1708-9
Additional copies of this proceeding may be ordered to: Department of Electrical Engineering Institut Teknologi Sepuluh Nopember Gd. B, C & AJ, Kampus ITS Sukolilo Surabaya, Indonesia 60111
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MESSAGE FROM THE GENERAL CHAIR
On behalf of the committee, it is our pleasure to welcome you to the International Seminar on Intelligent Technology and Its Applications (ISITIA), which is sponsored by IEEE Indonesia section. Which takes place on 28 to 30 July 2016 in Lombok, Indonesia. This year the sending of paper other than Indonesia from Japan, Pakistan, USA, Saudi Arabia, Austria, P.R.China, Taiwan, Australia, Vietnam with a total of 246 paper submitter with a ratio of 56.9%.
ISITIA has started 17 years ago, each year continues to increase both in the number of papers submitted and quality, by taking the topic "Recent Trends in Intelligent Computational Technologies for Sustainable Energy". Committee expects this conference to be a means for mutual sharing and build collaboration among researchers with support of the industry in the field of intelligent computing for sustainable energy.
The Committee believes all the paper that has been presented and has been recorded in this proceeding would be useful as a research development as well as a reference map for the development of science continue to be developed.
While performing the conference we invite to enjoy the beauty of the Lombok island, with a wide range of destinations on the Lombok island we are sure you will go to the Lombok island again with your family in the future.
Enjoy the conference with full beauty of the Lombok island.
Surabaya, July 20, 2016 General Chair,
Dr. Margo Pujiantara
2016 International Seminar on Intelligent Technology and Its Application
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2016 International Seminar on Intelligent Technology and Its Application
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MESSAGE FROM THE HEAD OF THE ELECTRICAL ENGINEERING DEPARTMENT
The habit of researching and delivering the results in scientific publications, and presented in a scientific conference is the actual characteristics of the academic community in the university environment.
Electrical Engineering Department of Institut Teknologi Sepuluh Nopember continuously make breakthroughs to improve the ability of how to conduct research, write and present their research results at a scientific forum.
International Seminar on Intelligent Technology and Its Applications ISITIA 2016 is one of the activities organized by the Electrical Engineering Department to build international communication forum for researchers as well as an opportunity to create a collaboration between researchers and industry.
The Committee also bring in professors as keynote speakers from world-class universities in the United States, Japan, and Indonesia as well as from modern industry to further expand the experiences and access for researchers.
We extend our greatest appreciation and gratitude for all the support from the university, either from abroad or from Indonesia who had sent his professors, the industry, the sponsors, especially IEEE Indonesia section and of course the committee who have supported the activities of this international seminar.
Surabaya, July 20, 2016 Head of the Electrical Engineering Department,
Dr. Ardyono Priyadi
2016 International Seminar on Intelligent Technology and Its Application
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2016 International Seminar on Intelligent Technology and Its Application
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ISITIA 2016 Organizers
General Chair
Margo Pujiantara, ITS, Indonesia
Technical Program Chair
Ardyono Priyadi, ITS, Indonesia
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Technical Program Co-Chair
Rony Seto Wibowo, ITS, Indonesia
Technical Program Committee
Suwadi, ITS, Indonesia
Tri Arief Sardjono, ITS, Indonesia
I Ketut Eddy Purnama , ITS, Indonesia
Trihastuti Agustinah , ITS, Indonesia
I Made Yulistya Negara , ITS, Indonesia
Wirawan , ITS, Indonesia
Ronny Mardiyanto, ITS IndonesiaAchmad Arifin , ITS, Indonesia
Muhammad Rivai , ITS, Indonesia
Surya Sumpeno , ITS, Indonesia
Achmad Affandi , ITS, Indonesia
Titiek Suryani , ITS, Indonesia
Endroyono , ITS, Indonesia
Eko Setijadi , ITS, Indonesia
Deependra Kumar Jha , GD Goenka University, India Eghbal
Mehdi , University of Queensland, Australia
Elsaid Esayed El-Araby , Qassim Univesity, Saudi Arabia
Lukmanul Hakim , Universitas Lampung, Indonesia
Sudi Maryanto Al Sasongko , Universitas Mataram, Indonesia
2016 International Seminar on Intelligent Technology and Its Application
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Advisory Committee
Kohei Arai ,Saga University, Japan
Takeshi fukusako , Kumamoto University, Japan
Tsuyoshi Usagawa , Kumamoto University, Japan
Ghais El Zein , IETR, France
Sebastien Pillement , Polytechnic de Nantes, France
Adel A. Elbaset , Minia University, Egypt
Soegijardjo Soegijoko , ITB, Indonesia
Gamantyo Hendrantoro , ITS, Indonesia
Mochamad Ashari , ITS, Indonesia
Yoshifumi Zoka , Hiroshima University, Japan
Mia Uchi , Kumamoto University, Japan
Toshifumi Ise , Osaka University, Japan
Adi Soepriyanto , ITS, Indonesia
Imam Robandi , ITS, Indonesia
Ontoseno Penangsang , ITS, Indonesia
Muhammad Nuh , ITS, Indonesia
Yanuarsah Harun , ITB, Indoensia
Rudi Setiyabudi , UI, Indonesia
Sasongko , UGM, Indonesia
Lamine Mili , Virginia Polytechnic Institute, USA
A.M.I. Taalab , Menoufia University, Egypt
Junji Kubokawa , Hiroshima Institute of Technology, Japan
Yutaka Sasaki , Hiroshima University
2016 International Seminar on Intelligent Technology and Its Application
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CONFERENCE PROGRAM
Date Time Activity Venue Wednesday, July 27,
2016 10:00 AM – 04:00 PM Pickup Keynote Speaker and Special Guest
Lombok Airport-Sentosa Hotel Senggigi
02:00 PM – 06:00 PM Keynote Speaker Hotel Check-in Sentosa Hotel-Lombok
Thursday, July 28, 2016
07:00 AM – 08:30 AM Registration Sentosa Hotel-Lombok 08:30 AM – 08:40 AM Opening Ceremony Sentosa Hotel-Lombok 08:40 AM – 08:55 AM Speech-1 General Chair Sentosa Hotel-Lombok
08:55 AM – 09:05 AM Speech-2 Rector ITS Officially Open the Conference
Sentosa Hotel-Lombok
09:05 AM – 09:20 AM Speech-3 IEEE Indonesia Section Sentosa Hotel-Lombok
09:20 AM – 09:45 AM Welcome Performance Dance “Gendang Belek” Sentosa Hotel-Lombok
09:45 AM – 10:15 AM Coffee Break Restaurant Sentosa
10:15 AM – 11:15 AM
Panel Session -1 Speech-4 Keynote Speaker : Prof. Yorino Speech-5 Keynote Speaker : Prof. T. Ise
Sentosa Hotel-Lombok
11:15 AM – 12:15 PM
Panel Session -2 Speech-6 Keynote Speaker : Prof. Hery Speech-7 Keynote Speaker : Prof. Taufik
Sentosa Hotel-Lombok
12:15 PM – 12:35 PM Speech-8 Industry Sentosa Hotel-Lombok 12:35 PM – 02:00 PM Lunch Break/Praying Restaurant Sentosa 02:00 PM – 04:00 PM Parallel Session -1 Sentosa Hotel-Lombok 04:00 PM – 04:15 PM Coffee Break Café Sentosa 04:15 PM – 06:00 PM Parallel Session -2 Sentosa Hotel-Lombok 07:30 PM – 09:00 PM Gala Dinner Restaurant Sentosa
Friday, July 29, 2016
08:00 AM – 10:00 AM Parallel Session -3 Sentosa Hotel-Lombok 10:00 AM – 10:15 AM Coffee Break Restaurant Sentosa 10:15 AM – 11:30 AM Parallel Session -4 Sentosa Hotel-Lombok
11:30 AM – 02:00 PM Lunch Break/Praying Restaurant Sentosa/Mosque
02:00 PM – 05:00 PM Workshop -1 Workshop -2 Room A Room B
Saturday, July 30,2016 08:00 AM – 05:00 PM One day Tour Lombok Island
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Date : 28 - Jul - 16 Location : Bima 1
GROUP A: SIGNAL PROCESSING & MACHINE INTELLIGENCE
PAPER ID TOPICS AUTHORS TIME
1570241075 Real Time Handwriting Recognition for Mathematic Expressions using Hidden Markov Model Yuliana M.P., et all 13.45-14.00
1570272194 Alcoholism Classification based on EEG Data using Independent Component Analysis (ICA), Wavelet De-noising and Probabilistic Neural Network (PNN)
Nurindah Rachman, et all 14.00-14.15
1570274955 Electroencephalography Signal Classification Using Fast Fourier Transform Hindarto 14.15-14.30
1570276824 Development of FPGA-based Three-Lead Electrocardiography Munawar A Riyadi, et all 14.30-14.45
1570275159 Experimental study of sound source localization using angular spectrum approach in the presence of artificial wind
Anindita, et all 14.45-15.00
1570284620 Classification of Human State Emotion from Physiological Signal Pattern using Pulse Sensor Based on Learning Vector Quantization
Akhmad Marzuki, et all 15.00-15.15
1570275616 Combining Conventional and Artificial Intelligence DGA Interpretation Methods Using Optimized Weighting Factor
Trianto, et all 15.15-15.30
1570275626 Nipple Detection to Identify Negative Content on Digital Images Hanung, et all 15.30-15.45
Coffee Break 15.45-16.00
1570275825 An Adaptive Learning Approach for EEG-Based Computer Aided Diagnosis of Epilepsy Sutrisno Ibrahim, et all 16.00-16.15
1570279150 A Performance Evaluation of Load Frequency Controller using Discrete Model Predictive Controller Adelhard Beni R., et all 16.15-16.30
1570276212 Real Time Face Recognition Engine Using Compact Features for Electronics Key I Gede Pasek Suta Wijaya 16.30-16.45
1570276399 Fundamental Frequency Evaluation of Infant Crying Nadhifa Maulida 16.45-17.00
1570278330 Gait with a Combination of Swing Arm Feature Extraction for Gender Identification using Kinect Skeleton
Mochamad Bachtiar 17.00-17.15
1570275020 Identification of Phonocardiogram Signal Based on STFT and Marquart Lavenberg Backpropagation Irmalia Faradisa, et all 17.15-17.30
1570279070 Optimization Technique Based Adaptive Overcurrent Protection in Radial System with DG Using Genetic Algorithm
Dimas Anggriawan, et all 17.30-17.45
1570279127 Embedded Fuzzy Logic Controller for Functional Electrical Stimulation Aidatunisadina B., et all 17.45-18.00
Location : Bima 2 GROUP B: INFORMATION TECHNOLOGY
PAPER ID TOPICS AUTHORS TIME
1570279909 Performance Analysis of The SAGE Algorithm: Changing The Update Procedure Musayyanah, et all 13.45-14.00
1570269968 Designing and Implementing Cluedo Card Game Samuel Lukas, et all 14.00-14.15
1570272986 Gospel Lyrics and Background Images Retrieval System Based on Reflection Topics James Wijaya, et all 14.15-14.30
Session Program
Rivaldy SeptyasuryaHighlight
Rivaldy SeptyasuryaHighlight
Rivaldy SeptyasuryaHighlight
Rivaldy SeptyasuryaHighlight
Rivaldy SeptyasuryaHighlight
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1570277277 Modeling Software Effort Estimation Using Hybrid PSO-ANFIS Suharjito 14.30-14.45
1570275921 Semi-Automatic Border Detection of Cardiac Cavity in Echocardiography Video Eva Rochmawati, et all 14.45-15.00
1570276406 Smart Mobile Attendance System Using Voice Recognition and Fingerprint on Smartphone Benfano Soewito, et all 15.00-15.15
1570276462 Implementing Parallel Processing at Graph Coloring to Build Software for Course Timetabling EdmondFebrinicko Armay 15.15-15.30
1570275361 Clustering Object on Surveillance Radar Display by Combining ADBSCAN Algorithm and Marked Boundary Object
T. Miftahushudur, et all 15.30-15.45
Coffee Break 15.45-16.00
1570276488 Quotations Identification From Indonesian Online News Using Rule-based Method Yusuf Syaifudin, et all 16.00-16.15
1570276670 Cassandra and SQL Database Comparison for Near Real-Time Twitter Data Warehouse Muhammad Murazza, et all 16.15-16.30
1570276753 Video Object Extraction Using Feature Matching Based on Nonlocal Matting Meidya Koeshardianto 16.30-16.45
1570276894 Empirical Relation between Speech Signals and Heart Rate Fergyanto E G., et all 16.45-17.00
1570276897 Detecting Online Child Grooming Conversation Sevenpri Candra, et all 17.00-17.15
1570276900 Relation between Emotional State and Speech Signal: the Case of Indonesia Language Sevenpri Candra, et all 17.15-17.30
1570277016 Implementation of Classification Technique in Web Usage Mining of Banking Company Suharjito 17.30-17.45
1570284371 Digital Signing Using National Identity as a Mobile ID Emir Mauludi Husni 17.45-18.00
Location : Nakula GROUP C: COMMUNICATION TECHNOLOGY
PAPER ID TOPICS AUTHORS TIME
1570275820 Design and Realization MultiLayer Parasitic for Gain Enhancement of Microstrip Patch Antenna Arief Santiko 13.45-14.00
1570275356 Combine Non Simultaneous Conjugate Match and Simultaneous Conjugate Match Techniques for X-Band LNA Design
Yana Taryana, et all 14.00-14.15
1570275373 Outage Probability Analysis in Bidirectional Wireless Communication using Full Duplex MIMO System Immanuel, et all 14.15-14.30
1570275706 Performance of Narrowband Hairpin Bandpass Filter Square Resonator with Folded Coupled Line Fajri Darwis, et all 14.30-14.45
1570276512 Development of Semantic Sensor Web For Monitoring Environment Conditions M. Udin H. Al Rasyid, et all 14.45-15.00
1570275814 Design of A Dual Band Power Divider using Meander Line Technique Frequency 4928 MHz and 9856 MHz for Radar Application
Arief Santiko 15.00-15.15
1570275823 Passenger Authentication and Payment System Using RFID Based On-Board Unit for Surabaya Mass Rapid Transportation
Dedy Wahyu, et all 15.15-15.30
1570284536 Planning And Evaluation Of Data Network Performance For Telecommunication Systems Of Mass Rapid Transport (MRT) In Surabaya
Maxima Saktiono, et all 15.30-15.45
Coffee Break 15.45-16.00
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1570277803 Feeding position for determination of horizontal polarization on the Marine radar antenna Folin Oktafiani, et all 16.00-16.15
1570278314 Application PTS Technique for PAPR Reduction in MIMO OFDM Using WARP Septriandi W.Y., et all 16.15-16.30
1570278716 Performance of The Routing Protocols AODV, DSDV and OLSR in Health Monitoring Using NS3 Alamsyah 16.30-16.45
1570284604 Performance Evaluation Gauss-Markov Mobility Model in Vehicular Ad-Hoc Network with Spearman Correlation Coefficient
Robbi Manurung, et all 16.45-17.00
1570280539 13% Bandwidth Tapered Slot Vivaldi Antenna Design for Weather Radar Application only Yahya Syukri A., et all 17.00-17.15
1570284653 A Preliminary Result on Development of Analog Broadband Tapped Delay Line for L-Band Applications
PrasetiyonoH. M., et all 17.15-17.30
1570281593 Implementation and Performance Analysis of Routing BATMAN On VoIP Applications in the campus area
Mohamad Hariyadi, et all 17.30-17.45
1570281596 Capability Analysis of Call Services on VoIP Server Based Embedded System Edi Prihartono, et all 17.45-18.00
Location : Sadewa GROUP D: ELECTRONICS, COMMUNICATION, and IT.
PAPER ID TOPICS AUTHORS TIME
1570275635 A New Control Design of Maximum Power Point Tracking for Wind Turbine Connected to Low Voltage Grid
Feby Agung, et all 13.45-14.00
1570279077 Vibration Analysis for the Classification of Damage Motor PT Petrokimia Gresik Using Fast Fourier Transform and Neural Network
R. Wahyudi, et all 14.00-14.15
1570280386 Implementation 2048 bit RSA and AES with Digital Signature for the Secure Electronic Health Record Application
Mohamad Sadikin 14.15-14.30
1570280561 A Sensor Based on Recognition Activities using Smartphone Marthen Beily, et all 14.30-14.45
1570280655 Correlation of Geomagnetic Signal for Earthquake Studies in Indonesian, Australian and Pacific Regions Bulkis Kanata, et all 14.45-15.00
1570282471 Non-Dispersive Infrared (NDIR) Sensor Design and Its Application on Alcohol Detection Fajar Budiman, et all 15.00-15.15
1570284574 Spectrum Sensing for Low SNR Environment Using Maximum-Minimum Eigenvalue (MME) Detection Chaeriah Bin Ali W., et all 15.15-15.30
1570284559 A Handy and Accurate Device to Measure Smallest Diameter of Log to Reduce Measurement Errors Fajar Budiman, et all 15.30-15.45
Coffee Break 15.45-16.00
1570282401 The Impact Analysis and Mitigation of DDoS Attack on Local Government Electronic Procurement Service (LPSE)
Salman Akbar, et all 16.00-16.15
1570276891 HILS of Auto TakeOff System for High Speed UAV using Booster Rocket Herma Yudhi Irwanto 16.15-16.30
1570284376 Applied Internet of Things (IoT): Car monitoring System Using IBM BlueMix Emir Mauludi Husni 16.30-16.45
1570274349 Four Port Diversity Patch Antennas For MIMO WLAN Application
Ken Paramayudha, et all
16.45-17.00
1570284640 Performance Notification in a Reservation-based Parking System Pujianto Yugopuspito 17.00-17.15
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1570280517 A Wearable Device for Fall Detection Elderly People Using Tri Dimensional Accelerometer Arief Kurniawan, et all 17.15-17.30
1570279061 Web Scraping for Automated Water Quality Monitoring System: A case study of PDAM Surabaya Rizqi Putri Budiarti, et all 17.30-17.45
1570278986 Design and Development of A Portable Low-Cost COTS-based Water Quality Monitoring System Sritrusta S., et all 17.45-18.00
Location : Bima 3 GROUP E: POWER SYSTEM
PAPER ID TOPICS AUTHORS TIME
1570246434 Stator fault Identification analysis in Induction motor using Multinomial Logistic Regression Wara Pramesti, et all 13.45-14.00
1570250340 Optimize Of Electrical Energy With Solar Power Plant Design Retno Aita Diantari, et all 14.00-14.15
1570260351 Analysis And Simulation Of Power System Stability 500 KV Java Bali Using Methods Of Runge Kutta Lower Order And Higher Order
Isworo Pujotomo 14.15-14.30
1570262367 Design of Parabolic Solar Concentrator to Improve the Optical Efficiency for Thermal Engine Generator Using Dual Reflector Gregorian Method
Asepta Surya Wardhana, et all 14.30-14.45
1570271529 Overview of SMES Units Application on Smart Grid Systems A. M. Shiddiq Yunus 14.45-15.00
1570272805 Electrical Equivalent Circuit Based Modeling and Analysis of Brushless Direct Current (BLDC) Motor Mohamad Ridwan, et all 15.00-15.15
1570274159 FPGA-based Smart System Architectural Design for Characterizing and Controlling Wind Turbine in Electrical Power Generation
Bambang Siswoyo 15.15-15.30
1570274604 Simultaneously Placement and Sizing of Multiple DGs and Shunt Capacitor Banks in Unbalanced Distribution Systems Considering Harmonics
Umar Madjid, et all 15.30-15.45
Coffee Break 15.45-16.00
1570276156 Converting Solar Energy to Electricity Energy using Diffractive and Selective Crystal Photonics Bernard Tumbelaka 16.00-16.15
1570276255 A Method for Evaluating Robust Power System Security against Uncertainties Naoto Yorino, et all 16.15-16.30
1570280443 Implementation of PID Controller For Hold Altitude Control in Underwater Remotely Operated Vehicle Ali Zainal Abidin, et all 16.30-16.45
1570276474 The Impact of Harmonic Filter Locations on Distortion Suppression Agus Ulinuha 16.45-17.00
1570276541 PV Farm Placement and Sizing Using GA for Area Development Plan of Distribution Network Riny Sulistyowati 17.00-17.15
1570279030 Comparative Analysis of Electric Field Distribution on Glass and Ceramic Isolator Using Finite Element Method
Daniar Fahmi, et all 17.15-17.30
1570279034 Study On Damping Reactor Installation to Address Ferroresonance On Incoming 20 kV GIS I Gusti Satriyadi, et all 17.30-17.45
1570279080 A Study on Reducing Inrush Current in Kenjeran 150 KV Substation Power Transformer by Installing VCT-ICL
I Made Yulistya Negara, et all 17.45-18.00
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Date : 29 - Jul - 16 Location : Pandawa
GROUP A: SIGNAL PROCESSING & MACHINE INTELLIGENCE
PAPER ID TOPICS AUTHORS TIME
1570280158 Fuzzy Controller based AI for Dynamic Difficulty Adjustment for Defense of the Ancient 2 (DotA2) Nino Prasetyo H. P., et all 08.00-08.15
1570280416 Adaptive Overcurrent Relays Coordination Based on Multiple Sequence Alignment Algorithm (MSA) Denny Irawan, et all 08.15-08.30
1570282550 Comparing on Sparse Heart Sound Recovery Algorithms I Dyah Irawati 08.30-08.45
1570283969 Morphological Characterization of Nailfold Capillaries Vita Nurdinawati, et all 08.45-09.00
1570279171 System Identification of a Vacuum Distiller using ANFIS with an ARMAX Structure Muhammad Aziz M., et all 09.00-09.15
1570284563 Javanese Vowels Sound Classification with Convolutional Neural Network Chandra Dewa 09.15-09.30
1570275795 An Anonymous Authentication System in Wireless Networks Using Verifier-Local Revocation Group Signature Scheme
Amang Sudarsono, et all 09.30-09.45
1570284638 Three-Directional of the 1D-Diagonal Fisherface Modeling based Feature Extraction Arif Muntasa, et all 09.45-10.00
Coffee Break 10.00-10.15
1570284650 Recognition of Attention State EEG-Based Using Wavelet and Support Vector Machine Esmeralda C. J., et all 10.15-10.30
1570285005 Classification of EMG during Walking using Principal Component Analysis and Learning Vector Quantization for Biometric study
Darma Putra, et all 10.30-10.45
1570264959 Semi-Supervised Learning Approach for Indonesian Named Entity Recognition (NER) Using Co-Training Algorithm
Bayu Aryoyudanta,et all
10.45-11.00
1570269371 Batik Lasem Images Classification Using Voting Feature Intervals 5 and Statistical Features Selection Approach
Teny Handhayani 11.00-11.15
1570276932 A Study of Comparison of Feature Extraction Methods for Handwriting Recognition Fergyanto E G., et all 11.15-11.30
1570280682 Measurement Of Drop Size Distribution Rain in Mataram Utilize Disdrometer Acoustic For Floods Prediction
Made Sutha Yadnya 11.30-11.45
Location : Yudistira 3 GROUP B: INFORMATION TECHNOLOGY
PAPER ID TOPICS AUTHORS TIME
1570268941 System Design, Implementation and Analysis Video Cache on Internet Service Provider Andrianus Eko, et all 08.00-08.15
1570279131 Development of Autonomous Mobile Robot for Taking Suspicious Object with Estimation of Object Weight Ability
Ronny Mardiyanto 08.15-08.30
1570279280 Implementation of Page Rank Algorithm in Hadoop MapReduce Framework Adhitya Bhawiyuga 08.30-08.45
1570279091 Design Key Exchange Protocol SOFU-11 Sofu Risqi 08.45-09.00
1570279174 The Extended Kalman Filter Algorithm for Improving Neural Network Performance in Voice Recognition Classification
Zaqiatud Darojah, et all 09.00-09.15
Rivaldy SeptyasuryaHighlight
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1570262268 Serial Rectifier Antenna to Increase Its Output Power Rudy Yuwono, et all 09.15-09.30
1570280377 The Enhancement of LOK-Viewer Based Interfaces: Application for Geomagnetic Data Signal Processing using Differentiation Method
Giri Wiriasto, et all 09.30-09.45
1570282372 Application-Specific High-Level Location Service Teduh Dirgahayu 09.45-10.00 Coffee Break 10.00-10.15
1570282509 Double-Directional Outdoor MIMO Channel Measurement at 2.4 GHz Using SDR MartiandaAnggraeni, et all 10.15-10.30
1570282368 Optimal Tuning of PSS Parameters for Damping Improvement in SMIB Model Using Random Drift PSO and Network Reduction with Losses Concept
Okto Fenno, et all 10.30-10.45
1570276279 Simultaneous Optimization of Tuning PID Cascade Control System Using Duelist Algorithms Totok R. Biyanto, et all 10.45-11.00
1570277263 Mobile Robot Motion Planning by Point to Point Based on Modified Ant Colony Optimization and Voronoi Diagram
Nukman Habib, et all 11.00-11.15
1570277891 Desain of Fresh Fruit and Vegetable Powder Production Process Controll by Maintaining Outlet Air Temperature of Spray Drying Chamber
Andriani Parastiwi, et all 11.15-11.30
1570284590 Comparisons of Cuk, SEPIC, and Zeta Converter Performance for Harmonics Mitigation and PFC in BLDC Speed Control
Heri Suryoatmojo, et all
11.30-11.45
1570278413 Development of Robotic Hand Integrated with SimMechanics 3D Animation Rifky Ismail, et all 11.45-12.00
Location : Yudistira 1 GROUP E: POWER SYSTEM
PAPER ID TOPICS AUTHORS TIME
1570284556 Development of Arc Fault Interrupter Laboratory Testing for Low Voltage DC Electricity Cassidy Aarstad, et all 08.00-08.15
1570279096 Recurrence Perturb and Observe Algorithm for MPPT Optimization under Shaded Condition Quota Alief Sias, et all 08.15-08.30
1570284643 Maximum Power Point Tracking of Photovoltaic Systems Using Simple Interval Type-2 Fuzzy Logic Controller based on Hill Climbing Algorithm
Dwi Ana Ratna Wati 08.30-08.45
1570279172 Improvement of Power Quality Monitoring Based on Modified S-Transform Anissa Pujiantara, et all 08.45-09.00
1570280521 Wind farm Site Selection Base On Fuzzy Analytic Hierarchy Process Method; Case Study Area Nganjuk Teuku Multazam, et all 09.00-09.15
1570280611 Modified Firefly Algorithm for Maximum Power Point Tracking of a Small Stand Alone Wind Power System
Irwan Mahmudi, et all 09.15-09.30
1570281780 Implementation of Hybrid Bonded Permanent Magnet on Permanent Magnet Generator for Renewable Energy Power Plants
Novrita Idayanti 09.30-09.45
1570282457 Life-Cycle Cost Analysis of Laboratory Scale Micro-grid Operation in Power System Simulation Laboratory Using HOMER Simulation
Jatrifa Gandhi, et all 09.45-10.00
Coffee Break 10.00-10.15
1570282483 Operation Optimization Stand-Alone Microgrid using Firefly Algorithm Considering Lifetime Characteristics of Battery
Aprilely Fitriana, et all 10.15-10.30
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1570282525 Unit Commitment with Non-Smooth Generation Cost Function Using Binary Particle Swarm Optimization
Rony Seto Wibowo 10.30-10.45
1570284398 Optimal Location, Size and Type of DGs To Reduce Power Losses and Voltage Deviation Considering THD in Radial Unbalanced Distribution Systems
Umar Madjid, et all 10.45-11.00
1570277913 Optimum control strategy of grid connected PMSG wind turbine based on energy storage system Ratna Ika Putri, et all 11.00-11.15
1570284642 Modelling Non-Standard Over Current Relay Characteristic Curves Using Combined Lagrange Polynomial Interpolation and Curve Fitting
Dimas Anggriawan, et all 11.15-11.30
1570285260 Economic Dispatch of Multi Microgrid Systems with Renewable Energy Sources Using Particle Swarm Optimization
Firdaus Firdaus, et all 11.30-11.45
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Table of Contents
Title Page
Copyright
Message from The General Chair
Message from The Head of The Electrical Engineering Department
2016 ISITIA Organizers
Table of Contents
Invited Speaker
Invited Speaker #1
Robust Micro-EMS for Flexible Microgrid
Naoto Yorino
Invited Speaker #2
Intelligence System in Residential DC Electricity
Taufik
Invited Speaker #3
Renewable Computing
Mauridhi Hery Purnomo
Invited Speaker #4
Superconducting Magnet Energy Storage
Toshifumi Ise
Signal Processing and Machine Intelligence
PAPER ID: 1570241075
Real Time Handwriting Recognition for Mathematic Expressions using
Hidden Markov Model
Yuliana Melita Pranoto, Endang Setyati, Edwin Pramana, Yosi Kristian,
Renato Budiman
PAPER ID: 1570264959
Semi-Supervised Learning Approach for Indonesian Named Entity
Recognition (NER) Using Co-Training Algorithm
Bayu Aryoyudanta, Teguh Bharata Adji, Indriana Hidayah
PAPER ID: 1570269371
Batik Lasem Images Classification Using Voting Feature Intervals 5 and
Statistical Features Selection Approach
Teny Handhayani
1
7
13
2016 International Seminar on Intelligent Technology and Its Application
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PAPER ID: 1570272194
Alcoholism Classification based on EEG Data using Independent
Component Analysis (ICA), Wavelet De-noising and Probabilistic Neural
Network (PNN)
Nurindah Tiffani Rachman, Handayani Tjandrasa, Chastine Fatichah
PAPER ID: 1570274955
ElectrodeEncephaloGraph Signal Classification Using BackPropagation
Neural Network
Hindarto, Sumarno
PAPER ID: 1570275020
Identification of Phonocardiogram Signal Based on STFT and Marquart
Lavenberg Backpropagation
Irmalia Suryani Faradisa, Dimas Okky Anggriawan, Tri Arief Sardjono, Mauridhi Heri Purnomo
PAPER ID: 1570275159
Experimental study of sound source localization using angular spectrum
approach in the presence of artificial wind
Anindita Adikaputri Vinaya
PAPER ID: 1570275616
Combining Conventional and Artificial Intelligence DGA Interpretation
Methods Using Optimized Weighting Factor
Trianto, Suwarno, Yuan Li, Guan-Jun Zhang
PAPER ID: 1570275626
Nipple Detection to Identify Negative Content on Digital Images
Hanung Adi Nugroho, Denny Hardiyanto, Teguh Bharata Adji
PAPER ID: 1570275795
An Anonymous Authentication System in Wireless Networks Using
Verifier-Local Revocation Group Signature Scheme
Amang Sudarsono, M. Udin Harun Al Rasyid
PAPER ID: 1570275825
An Adaptive Learning Approach for EEG-Based Computer Aided
Diagnosis of Epilepsy
Sutrisno Ibrahim, Khalil AlSharabi, Ridha Djemal, Abdullah
Alsuwailem
PAPER ID: 1570276399
Fundamental Frequency Evaluation of Infant Crying
Nadhifa Maulida, Wilujeng F. Alfiah, Desty A. Pawestri, Heru Susanto,
M. Q. Zaman, Dhany Arifianto
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PAPER ID: 1570276824
Development of FPGA-based Three-Lead Electrocardiography
Munawar A Riyadi, Irvan Aditya Iskandar, Aminuddin Rizal
PAPER ID: 1570276932
A Study of Comparison of Feature Extraction Methods for Handwriting
Recognition
Fergyanto E. Gunawan, Intan A. Hapsari, Benfano Soewito, Sevenpri
Candra
PAPER ID: 1570278330
Gait with a Combination of Swing Arm Feature Extraction for Gender
Identification using Kinect Skeleton
Mochamad Mobed Bachtiar, Fani Firdausi Nuzula, Sigit Wasista
PAPER ID: 1570279070
Optimization Technique Based Adaptive Overcurrent Protection in Radial
System with DG Using Genetic Algorithm
Margo Pujiantara, Isa Hafidz, Arif Setiawan, Ardyono Priyadi,
Mauridhi Hery purnomo, Dimas Okky Anggriawan, Anang Tjahjono
PAPER ID: 1570279127
Embedded Fuzzy Logic Controller for Functional Electrical Stimulation
System
A. L. Basith, A. Arifin, F. Arrofiqi, T. Watanabe, M. Nuh
PAPER ID: 1570280158
Fuzzy Controller based AI for Dynamic Difficulty Adjustment for Defense
of the Ancient 2 (DotA2)
Nino Prasetyo Hamal Pratama, Eko Mulyanto Yuniarno, Supeno Mardi
Susiki Nugroho
PAPER ID: 1570280416
Adaptive Overcurrent Relays Coordination Based on Multiple Sequence
Alignment Algorithm (MSA)
Denny Irawan, Anang Tjahjono, Margo Pujiantara, Mauridhi Hery
Purnomo
PAPER ID: 1570280682
Measurement Of Drop Size Distribution Rain in Mataram Utilize
Disdrometer Acoustic For Floods Prediction
Yadnya MS, Sudiartha IW
PAPER ID: 1570282550
Comparing on Sparse Heart Sound Recovery Algorithms
Indrarini Dyah Irawati, Ervin Masita Dewi
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PAPER ID: 1570283969
Morphological Characterization of Nailfold Capillaries
Richard Karel Willem Mengko, Hasballah Zakaria, Vita Nurdinawati
PAPER ID: 1570284563
Javanese Vowels Sound Classification with Convolutional Neural Network
Chandra Kusuma Dewa
PAPER ID: 1570284620
Classification of Human State Emotion from Physiological Signal Pattern
using Pulse Sensor Based on Learning Vector Quantization
Akhmad Marzuki, Lantana Dioren Rumpa, Adhi Dharma Wibawa,
Mauridhi Hery Purnomo
PAPER ID: 1570284638
Three-Directional of the 1D-Diagonal Fisherface Modeling based Feature
Extraction
Arif Muntasa, Indah Agustien Siradjuddin, Rima Tri Wahyuningrum
PAPER ID: 1570284650
EEG-Based Recognition of Attention State Using Wavelet and Support
Vector Machine
Esmeralda C. Djamal, Dewi P Pangestu, Dea A. Dewi
PAPER ID: 1570285005
Classification of EMG during Walking using Principal Component Analysis
and Learning Vector Quantization for Biometrics study
Darma Setiawan Putra, Adhi Dharma Wibawa, Mauridhi Hery Purnomo
PAPER ID: 1570276212
Real Time Face Recognition Engine Using Compact Features for
Electronics Key
I Gede Pasek Suta Wijaya, Ario Yudo Husodo, and Andy Hidayat Jatmika
Information Technology
PAPER ID: 1570268941
System Design, Implementation and Analysis Video Cache on Internet
Service Provider
Andrianus Franky O. E., Doan Perdana, Ridha Muldina Negara, Danu
Dwi Sanjoyo, Gustommy Bisono
PAPER ID: 1570272986
Gospel Lyrics and Background Images Retrieval System Based on
Reflection Topics
James Wijaya, Hartarto Junaedi
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PAPER ID: 1570275921
Semi-Automatic Border Detection of Cardiac Cavity in Echocardiography
Video
Eva Dwi R., Riyanto Sigit, Setiawardhana
PAPER ID: 1570276406
Smart Mobile Attendance System Using Voice Recognition and Fingerprint
on Smartphone
Benfano Soewito, Ford Lumban Gaol, Echo Simanjuntak, Fergyanto E.
Gunawan
PAPER ID: 1570276462
Implementing Parallel Processing at Graph Coloring to Build Software for
Course Timetabling
Edmond Febrinicko Armay, Ewi Ismaredah, Eki Saputra, Heni
Rachmawati
PAPER ID: 1570276488
Quotations Identification From Indonesian Online News Using Rule-based
Method
Yusuf Syaifudin, Arif Nurwidyantoro
PAPER ID: 1570276670
Cassandra and SQL Database Comparison for Near Real-Time Twitter
Data Warehouse
Muhammad Murazza, Arif Nurwidyantoro
PAPER ID: 1570276753
Video Object Extraction Using Feature Matching Based on Nonlocal
Matting
Meidya Koeshardianto, Eko Mulyanto Yuniarno, Mochamad Hariadi
PAPER ID: 1570276894
Empirical Relation between Speech Signals and Heart Rate
Fergyanto E. Gunawan, Mellisa Pratiwi, Sevenpri Candra, Benfano
Soewito
PAPER ID: 1570277016
Implementation of Classification Technique in Web Usage Mining of
Banking Company
Suharjito, Diana, Herianto
PAPER ID: 1570277277
Modeling Software Effort Estimation Using Hybrid PSO-ANFIS
Suharjito, Saka Nanda, Benfano Soewito
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PAPER ID: 1570279174
The Extended Kalman Filter Algorithm for Improving Neural Network
Performance in Voice Recognition Classification
Zaqiatud Darojah, Endah Suryawati Ningrum
PAPER ID: 1570279280
Implementation of Page Rank Algorithm in Hadoop MapReduce
Framework
Adhitya Bhawiyuga, Annisa Puspa Kirana
PAPER ID: 1570279909
Performance Analysis of The SAGE Algorithm: Changing The Update
Procedure
Musayanah, P. Handayani, G. Hendrantoro, P. Hari Mukti
PAPER ID: 1570280377
Enhancement of LOK-Viewer Based Interfaces Application for
Geomagnetic Data Signal Processing using Differentiation Method
Giri Wahyu Wiriasto, Susilawati Riski, Bulkis Kanata, Teti Zubaidah
PAPER ID: 1570282372
Application-Specific High-Level Location Service
Teduh Dirgahayu
PAPER ID: 1570282509
Double-Directional Outdoor MIMO Channel Measurement at 2.4 GHz
Using SDR
Martianda Erste Anggraeni, P. Handayani, G. Hendrantoro
PAPER ID: 1570284371
Digital Signing Using National Identity as a Mobile ID
Emir Husni
PAPER ID: 1570269968
Designing and Implementing Cluedo Card Game
Edo Setiawan, Samuel Lukas, Arnold Aribowo
PAPER ID: 1570275361
Clustering Object on Surveillance Radar Display by Combining ADBSCAN
Algorithm and Marked Boundary Object
Tajul Miftahushudur, Arief Nur Rahman, Arie Setiawan, Vicky Zilvan
PAPER ID: 1570279091
Design Key Exchange Protocol SOFU-11
Sofu Risqi, Susila Windarta
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Communication Technology
PAPER ID: 1570275356
Combine Non Simultaneous Conjugate Match and Simultaneous Conjugate
Match Techniques for Xband LNA Design
Y. Taryana, Y. Sulaeman, D. Permana
PAPER ID: 1570275373
Outage Probability Analysis in Bidirectional Wireless Communication
using Full-Duplex MIMO System
Immanuel Chandra Hasonangan Doloksaribu, Ajib Setyo Arifin
PAPER ID: 1570275706
Performance of Narrowband Hairpin Bandpass Filter Square Resonator
with Folded Coupled Line
Fajri Darwis, Arie Setiawan, Pamungkas Daud
PAPER ID: 1570275814
Design of A Dual Band Power Divider using Meander Line Technique
Frequency 4928 MHz and 9856 MHz for Radar Application
Arief Budi Santiko, Fajri Darwis
PAPER ID: 1570275820
Design and Realization Multi Layer Parasitic for Gain Enhancement of
Microstrip Patch Antenna
Arief Budi Santiko, Ken Paramayudha, Yuyu Wahyu, Sumartono, Heroe
Wijanto
PAPER ID: 1570275823
Passenger Authentication and Payment System Using RFID Based On-
Board Unit for Surabaya Mass Rapid Transportation
Dedy Wahyu Herdiyanto, Endroyono, and Istas Pratomo
PAPER ID: 1570277803
Feeding Position for Determination of Horizontal Polarization on the
Marine Radar Antenna
F. Oktafiani, Y.P. Saputera, Y. Wahyu
PAPER ID: 1570278314
Application PTS Technique for PAPR Reduction in MIMO OFDM Using
WARP
Septriandi Wira Yoga, Titiek Suryani, Suwadi
PAPER ID: 1570278716
Performance of The Routing Protocols AODV, DSDV and OLSR in Health
Monitoring Using NS3
Alamsyah, Mauridhi Hery Purnomo, I Ketut Edy Purnama, Eko Setijadi
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PAPER ID: 1570280539
Enhancement Performance Tapered Slot Vivaldi Antenna for Weather
Radar Application
Yahya Syukri Amrullah, Ken Paramayudha, Yuyu Wahyu
PAPER ID: 1570281593
Implementation and Performance Analysis of Routing BATMAN On VoIP
Applications in the Campus Area
Mohamad Hariyadi, Istas Pratomo, Achmad Affandi
PAPER ID: 1570281596
Capability Analysis of Call Services on VoIP Server Based Embedded
System
Edi Prihartono, Achmad Affandi, Istas Pratomo
PAPER ID: 1570284536
Planning And Evaluation Of Data Network Performance For
Telecommunication Systems Of Mass Rapid Transport (MRT) In Surabaya
Maxima Ari Saktiono, Endroyono, Istas Pratomo
PAPER ID: 1570284604
Performance Evaluation Gauss-Markov Mobility Model in Vehicular Ad-
Hoc Network with Spearman Correlation Coefficient
Robbi C. Manurung, Doan Perdana, RendyMunadi
PAPER ID: 1570284653
A Preliminary Result on Development of Analog Broadband Tapped Delay
Line for L-Band Applications
P.H. Mukti, H. Schreiber, A. Gruber, M.E. Gadringer, W. Bösch
Electronics, Communication, and IT
PAPER ID: 1570274349
Four Port Diversity Patch Antennas For MIMO WLAN Application
Ken Paramayudha, Yuyu Wahyu, Yana Taryana, Angga Budiawan
Adipurnama, Heroe Wijanto
PAPER ID: 1570275635
A New Control Design of Maximum Power Point Tracking By Fuzzy Logic
Controller for Wind Turbine Connected to Low Voltage Grid
Feby Agung Pamuji, Hajime Miyauchi
PAPER ID: 1570276891
HILS of Auto Take Off System for High Speed UAV using Booster Rocket
Herma Yudhi Irwanto
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PAPER ID: 1570279077
Vibration Analysis for the Classification of Damage Motor PT Petrokimia
Gresik Using Fast Fourier Transform and Neural Network
Arif Musthofa, Dimas Anton Asfani, I Made Yulistya Negara, Daniar
Fahmi, Nirma Priatama
PAPER ID: 1570280386
Implementation of RSA 2048-bit and AES 256-bit with Digital Signature
for Secure Electronic Health Record Application
Mohamad Ali Sadikin, Rini Wisnu Wardhani
PAPER ID: 1570280561
A Sensor Based on Recognition Activities using Smartphone
Marthen Dangu Elu Beily, Maria D Badjowawo, Daud Obed Bekak,
Sumartini Dana
PAPER ID: 1570280655
Correlation of Geomagnetic Signal for Earthquake Studies in Indonesian,
Australian and Pacific Regions
Bulkis Kanata, Teti Zubaidah, Giri Wahyu Wiriasto, Paniran
PAPER ID: 1570282401
The Impact Analysis and Mitigation of DDoS Attack on Local Government
Electronic Procurement Service (LPSE)
Salman Akbar, Endroyono, Adhi Dharma Wibawa
PAPER ID: 1570282471
Non-Dispersive Infrared (NDIR) Sensor Design and Its Application on
Alcohol Detection
Fajar Budiman, Muhammad Rivai, Faraha Pambayun J.P
PAPER ID: 1570284376
Applied Internet of Things (IoT): Car monitoring System Using IBM
BlueMix
Emir Husni, Galuh Boy Hertantyo, Daniel Wahyu Wicaksono, Faisal
Candrasyah Hasibuan, Andri Ulus Rahayu, Muhamad Agus Triawan
PAPER ID: 1570284559
A Handy and Accurate Device to Measure Smallest Diameter of Log to
Reduce Measurement Errors
Fajar Budiman, Ronny Mardiyanto, Tasripan, Rifyal Rachmat
PAPER ID: 1570284640
Performance Notification in a Reservation-based Parking System
Pujianto Yugopuspito, Ryant A. Herwansyah, Dion Krisnadi, Sutrisno
Cahya, Frans Panduwinata
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PAPER ID: 1570284574
Spectrum Sensing for Low SNR Environment Using Maximum-Minimum
Eigenvalue (MME) Detection
Chaeriah Bin Ali Wael, Nasrullah Armi, Budiman P.A. Rohman
Power System
PAPER ID: 1570246434
Stator fault Identification analysis in Induction motor using Multinomial
Logistic Regression
Wara Pramesti, Ika Damayanti, Dimas Anton Asfani
PAPER ID: 1570250340
Calculation Of Electrical Energy With Solar Power Plant Design
Retno Aita Diantari, Isworo Pujotomo
PAPER ID: 1570260351
Analysis and Simulation of Power System Stability 500 KV Java Bali
Using Methods of Runge Kutta Lower Order and Higher Order Isworo Pujotomo, Iwa G., Ridwan G., Uno B.S.
PAPER ID: 1570262268
Serial Rectifier Antenna to Increase Its Output Power
Rudy Yuwono, M A Hamdany, Dwi FK, Nurotul Auliya, Aisah
PAPER ID: 1570262367
Design of Parabolic Solar Concentrator to Improve the Optical Efficiency
for Thermal Engine Generator Using Dual Reflector Gregorian Method
Asepta Surya Wardhana, Heri Suryoatmojo, Mochamad Ashari
PAPER ID: 1570271529
Overview of SMES Units Application on Smart Grid Systems
A. M. Shiddiq Yunus, Makmur Sainih
PAPER ID: 1570272805
Electrical Equivalent Circuit Based Modeling and Analysis of Brushless
Direct Current (BLDC) Motor
Mohamad Ridwan, Muhammad Nur Yuniarto, Soedibyo
PAPER ID: 1570274159
FPGA-based Smart System Architectural Design for Characterizing and
Controlling Wind Turbine in Electrical Power Generation
Bambang Siswoyo
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PAPER ID: 1570274604
Simultaneously Placement and Sizing of Multiple DGs and Shunt Capacitor
Banks in Unbalanced Distribution Systems Using Real Coded GA
Umar, Firdaus, Ontoseno Penangsang
PAPER ID: 1570276156
Converting Solar Energy to Electricity Energy using Diffractive and
Selective Crystalline Photonics
Bernard Y. Tumbelaka, Darmawan Hidayat, Mohammad Taufik, Dessy
Novita, Nendi Suhendi
PAPER ID: 1570276255
A Method for Evaluating Robust Power System Security against
Uncertainties
Naoto Yorino, Muhammad Abdillah, Yutaka Sasaki, Yoshifumi Zoka
PAPER ID: 1570276474
The Impact of Harmonic Filter Locations on Distortion Suppression
Agus Ulinuha
PAPER ID: 1570276541
PV Farm Placement and Sizing Using GA for Area Development Plan of
Distribution Network
Riny Sulistyowati, Dedet Candra Riawan, Mochamad Ashari
PAPER ID: 1570279030
Comparative Analysis of Electric Field Distribution on Glass and Ceramic
Insulator Using Finite Element Method
Daniar Fahmi, Lucky Andika Novario, I Made Yulistya Negara, R.
Wahyudi
PAPER ID: 1570279034
Study On Damping Reactor Installation to Address Ferroresonance on
Incoming 20 kV GIS
IGN Satriyadi, I Made Yulistya Negara, Daniar Fahmi, Dimas Anton
Asfani, Satria S. Simamora
PAPER ID: 1570279080
A Study on Reducing Inrush Current in Kenjeran 150 KV Substation
Power Transformer by Installing VCT-ICL
Made Yulistya Negara, Dimas Anton Asfani, Daniar Fahmi, Arif
Musthofa, Rudy Prasetyo
PAPER ID: 1570279096
Recurrence Perturb and Observe Algorithm for MPPT Optimization under
Shaded Condition
Quota Alief Sias, Imam Robandi
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PAPER ID: 1570279172
Improvement of Power Quality Monitoring Based on Modified S-
Transform
Anissa Eka Marini Pujiantara, Ardyono Priyadi, Margo Pujiantara,
Ontoseno Penangsang, Dimas Okky Anggriawan, Anang Tjahjono
PAPER ID: 1570280521
Wind farm Site Selection Base On Fuzzy Analytic Hierarchy Process
Method; Case Study Area Nganjuk
Teuku Multazam, Ratna Ika Putri, Margo Pujiantara, Ardyono Priyadi,
Mauridhi Hery P
PAPER ID: 1570280611
Modified Firefly Algorithm for Maximum Power Point Tracking of a Small
Stand Alone Wind Power System
Irwan Mahmudi, Ratna Ika Putri, Margo Pujiantara, Ardyono Priyadi,
Mauridhi Hery P
PAPER ID: 1570281780
The Implementation of Hybrid Bonded Permanent Magnet on Permanent
Magnet Generator for Renewable Energy Power Plants
Novrita Idayanti, Dedi, Tony Kristiantoro, Nanang Sudrajat, Ardita
Septiani, Dadang Mulyadi, Pudji Irasari
PAPER ID: 1570282457
Life-Cycle Cost Analysis of Laboratory Scale Microgrid Operation in
Power System Simulation Laboratory Using HOMER Simulation
Jatrifa Jiwa Gandhi, Suyanto, Ni Ketut Aryani, Adi Soeprajitno,
Ontoseno Penangsang
PAPER ID: 1570282483
Operation Optimization Stand-Alone Microgrid using Firefly Algorithm
Considering Lifetime Characteristics of Battery
Aprilely Ajeng Fitriana, Endah Suryawati Ningrum, , Adi Soeprajitno,
Ontoseno Penangsang
PAPER ID: 1570282525
Unit Commitment with Non-Smooth Generation Cost Function Using
Binary Particle Swarm Optimization
Rony Seto Wibowo, Fahrizal Fitra Utama, Dimas Fajar Uman Putra, Ni
Ketut Aryani
PAPER ID: 1570284398
Optimal Location, Size and Type of DGs To Reduce Power Losses and
Voltage Deviation Considering THD in Radial Unbalanced Distribution
Systems
Umar, Firdaus, M. Ashari, Ontoseno Penangsang
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PAPER ID: 1570284556
Development of Arc Fault Interrupter Laboratory Testing for Low Voltage
DC Electricity
Cassidy Aarstad, Taufik Taufik, Andrew Kean, and Maxwell Muscarella
PAPER ID: 1570284642
Modelling Non-Standard Over Current Relay Characteristic Curves Using
Combined Lagrange Polynomial Interpolation and Curve Fitting
Anang Tjahjono, Indhana Sudiharto, Suryono, Dimas Okky Anggriawan
PAPER ID: 1570285260
Economic Dispatch of Multi Microgrid Systems With Renewable Energy
Sources Using Particle Swarm Optimization
Firdaus, Umar , Ontoseno Penangsang
Control Systems
PAPER ID: 1570276279
Simultaneous Optimization of Tuning PID Cascade Control System Using
Duelist Algorithms
Totok Ruki Biyanto, Abu Hasan, Muhammad Salman Alfarisi, Hendrik
Setiawan
PAPER ID: 1570276512
Development of Semantic Sensor Web For Monitoring Environment
Conditions
M. Udin Harun Al Rasyid, Achmad Sayfudin, Arif Basofi, Amang
Sudarsono
PAPER ID: 1570277263
Mobile Robot Motion Planning by Point to Point Based on Modified Ant
Colony Optimization and Voronoi Diagram
Nukman Habib, Djoko Purwanto, Adi Soeprijanto
PAPER ID: 1570277891
Design of Spray Dryer Process Control by Maintaining Outlet Air
Temperature of Spray Dryer Chamber
Andriani Parastiwi, Ekojono
PAPER ID: 1570277913
Optimum Control Strategy of Grid Connected PMSG Wind Turbine Based
on Energy Storage System
Ratna Ika Putri, Margo Pujiantara, Ardyono Priyadi, Mauridhi Hery P.,
Taufik
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PAPER ID: 1570278413
Development of Robotic Hand Integrated with SimMechanics 3D
Animation
Rifky Ismail, Mochammad Ariyanto, Wahyu Caesarendra, Ahmad
Nurmiranto
PAPER ID: 1570278986
Design and Development of A Portable Low-Cost COTS-based Water
Quality Monitoring System
Sritrusta Sukaridhoto, Rahardhita Widyatra Sudibyo, Widi Sarinastiti,
Rizky Dharmawan, Atit Sasono, Ahmad Andika Saputra, Shiori Sasakiy
PAPER ID: 1570279061
Web Scraping for Automated Water Quality Monitoring System: A case
study of PDAM Surabaya
Rizqi Putri Nourma Budiarti, Nanang Widyatmokoy, Mochamad
Hariadiz, Mauridhi Hery Purnomo
PAPER ID: 1570279131
Development of Autonomous Mobile Robot for Taking Suspicious Object
with Estimation of Object Weight Ability
Ronny Mardiyanto, Heri Suryoatmojo, Rendy Valentino
PAPER ID: 1570279150
A Performance Evaluation of Load Frequency Controller using Discrete
Model Predictive Controller
Adelhard Beni Rehiara, Yutaka Sasaki, Naoto Yorino, Yoshifumi Zoka
PAPER ID: 1570279171
System Identification of a Vacuum Distiller using ANFIS with an ARMAX
Structure
Muhammad Aziz Muslim, Goegoes Dwi Nusantoro
PAPER ID: 1570280443
Implementation of PID Controller For Hold Altitude Control in
Underwater Remotely Operated Vehicle
Ali Zainal Abidin, Ronny Mardiyanto, Djoko Purwanto
PAPER ID: 1570280517
A Wearable Device for Fall Detection Elderly People Using Tri Dimensional
Accelerometer
Kurniawan A., Hermawan A.R., Purnama I.K.E
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PAPER ID: 1570282368
Optimal Tuning of PSS Parameters for Damping Improvement in SMIB
Model Using Random Drift PSO and Network Reduction with Losses
Concept
Adi Soeprijanto, Dimas Fajar Uman Putra, Okto Fenno, Dheny Ashari
HS, Suyanto, Rusilawati
PAPER ID: 1570284590
Comparisons of Cuk, SEPIC and Zeta Converter Performance for
Harmonics Mitigation and PFC in BLDC Speed Control
H. Suryoatmojo, N. R. Arsya, H. P. Putra, A. P. Nandiwardhana, S.
Anam, R. Mardiyanto, M. Ashari
PAPER ID: 1570284643
Maximum Power Point Tracking of Photovoltaic Systems Using Simple
Interval Type-2 Fuzzy Logic Controller based on Hill Climbing Algorithm
Dwi Ana Ratna Wati
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2016 International Seminar on Intelligent Technology and Its Application
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Keynote Speaker 1
Prof. Naoto Yorino Hiroshima University, Japan
Keynote Title: Robust Micro-EMS for Flexible Microgrid
Biography Educational Background: BS degree in Electrical Engineering from Waseda University in April 1977 MS degree in Electrical Engineering from Waseda University in April 1981 Doctor of Engineering degree in Electrical Engineering from Waseda University
in April 1984
Major Professional Backgrounds: 1983/04/01, 1984/03/31, Fuji Electric Co., Power System R&D section, Engineer 1985/04/01, 1987/03/31, Waseda University, Research Assistant 1987/04/01, 1990/05/31, Hiroshima University, Research Associate 1990/06/01, 2005/03/31, Hiroshima University, Associate Professor 1991/04/01, 1992/09/30, McGill University, Canada., Visitting Researcher 2005/04/01, Hiroshima University, Professor
Research Fields: Engineering, Electrical and electronic engineering, Power engineering / Power conversion / Electric machinery
2016 International Seminar on Intelligent Technology and Its Application
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2016 International Seminar on Intelligent Technology and Its Application
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Keynote Speaker 2
Prof. Taufik California Polytechnic State University, USA
Keynote Title: Intelligence System in Residential DC Electricity
Biography Educational Background: BS degree in Electrical Engineering with minor in Computer Science from
Northern Arizona University, May 1993 MS degree in Electrical Engineering and Computer Science from University of
Illinois at Chicago, May 1995 Doctor of Engineering degree in Electrical Engineering from Cleveland State
University, May 1999
Professional Affiliations: Senior Member, Institute of Electrical and Electronics Engineers (IEEE) Member, American Society of Engineering Education (ASEE)
Academic Experience: June 2009 – present, Professor of Electrical Engineering, Cal Poly State University,
California, USA September 2011 – present, Director of Electric Power Institute, Cal Poly State
University, California, USA August 2004 – June 2009, Associate Professor of Electrical Engineering, Cal Poly
State University, California, USA August 1999 – July 2004, Assistant Professor of Electrical Engineering, Cal Poly
State University, California, USA
Research Fields: Power Electronics, Power Systems and Protection, Smart Grid, Renewable Energy, Power Quality
2016 International Seminar on Intelligent Technology and Its Application
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2016 International Seminar on Intelligent Technology and Its Application
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Keynote Speaker 3
Prof. Mauridhi Hery Purnomo Institut Teknologi Sepuluh Nopember, Indonesia
Keynote Title: Renewable Computing
Biography Educational Background: 1978 – 1984, Ir, Teknik Elektro ITS 1988 – 1989, JICA Training, NNCT, Japan 1993 – 1995, M.Eng OCU Japan 1995 – 1998, PhD OCU Japan
Academic Experience: 2008 - , Head of Power System Identifications, Measurements, and Instrumentation
Laboratory (LIPIST), Electrical Engineering, ITS, Indonesia 2007 – 2011, Director Asisstant I of PPS, ITS, Indonesia 2004 – 2008, Head of PPS, Electrical Engineering, ITS, Indonesia 2003 – present, Profesor of FTI, ITS, Indonesia 1999 – 2003, Secretary of PPS, Electrical Engineering, ITS, Indonesia
Research Fields: Data Mining, Artificial Intelligent, Soft Computing, Pattern Recognition, Machine Learning, Power System Control, Computational Intelligence
2016 International Seminar on Intelligent Technology and Its Application
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2016 International Seminar on Intelligent Technology and Its Application
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Keynote Speaker 4
Prof. Toshifumi Ise Osaka University, Japan
Keynote Title: Virtual Synchronous Generator Control and Applications for Stabilization of Microgrids
Biography Educational Background: B.Eng. Chulalongkorn University, Thailand, May 1995 M.S. Rensselaer Polytechnic Institute, Department of Electric Power Engineering,
USA, May 1998 Ph.D. Osaka University, Department of Electrical Engineering, Japan, March 2006
Work Experience: 2006 – present, Assistant Manager of Testing Department, CES Solar Cells Testing
Center, King Mongkut’s University of Technology Thonburi, Thailand 2001 – present, Lecturer, King Mongkut’s University of Technology Thonburi,
Thailand Fall 2005, Research Assistant, Osaka University, Japan Spring 2004, Research Assistant, Osaka University collaborated with CHUBU
Electric Power Co., Inc, Japan Spring 1998, Teaching Assistant for Dynamic Systems Course, Rensselaer
Polytechnic Institute, USA Fall 1997, Teaching Assistant for Embedded Control Laboratory, Rensselaer
Polytechnic Institute, USA 1995 – 1996, Electrical Engineer, Switchyard Design Section, SRI U-THONG, Co.
Ltd, Thailand
Research Fields: High Power Electronics Applications for Power Quality Improvement Power Electronics Applications for Renewable Energy
2016 International Seminar on Intelligent Technology and Its Application
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2016 International Seminar on Intelligent Technology and Its Application
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Three-Directional of the 1D-Diagonal Fisherface Modeling based Feature Extraction
Arif Muntasa Informatics Department
University of Trunojoyo Madura Bangkalan, Indonesia
Indah Agustien Siradjuddin, Rima Tri Wahyuningrum Informatics Department
University of Trunojoyo Madura Bangkalan, Indonesia
Abstract— Three directional of the 1D diagonal fisherface for feature extraction is proposed in this research for the face recognition system. Three directional of the diagonal matrix is built in the proposed method, i.e. the input face image is transformed into a diagonal matrix. Therefore, another form of the input image is created for the feature extraction using the diagonal matrix of the input image. The diagonal matrix is then transformed into 1D matrix for each training set. The feature extraction used this matrix to create the projection and weight matrix using Fisher Face. Two until ten features are extracted using the proposed method. There are four distance methods are used in the experiments, i.e. Euclidian, Manhattan, Canberra, and Chebychev. The experiments of the proposed system are conducted on three databases, i.e. ORL, University of Bern, and YALE-A databases. The recognition accuracy of the proposed model for face recognition achieved up to 92% accuracy.
Keywords—Three Directional Matrix; Principal Component Analysis; Fisherface; Euclidian, Manhattan, Canberra, Chebychev.
I. INTRODUCTION Currently, face recognition is still an interesting field for
the researchers, since it can be used in many fields and many kinds of application. The most popular application of the face recognition is the security system. In the security system, only the recognized face is allowed to enter the restricted system. Many approaches are developed by the researches to achieve the higher accuracy of the face recognition system.
To build the face recognition system, there are two main stages are required, i.e. feature extraction and classification. There are four basic approaches to the feature extraction technique [1], i.e. Geometry based, Template based, Appearance, and Color based approach. In the appearance based, we will have a small number of features; therefore, it will reduce the computational time in the classification phase of the recognition system. Principal Component analysis is one of the methods for feature extraction in the appearance approach. This method project the input space into a lower dimension of the feature space [2]. However, this method is sensitive to small changes in the input face image.
Fisherface as feature extraction is used in this research since it showed lower error rates compare with PCA [3]. The disadvantage of the PCA method is that the scatter being maximized is due not only to between class scatter (useful for
the classification) but also within class scatter, and this would be unwanted information for the classification process. In the fisherface method, there is a computation of the within and between class scatter matrix. These matrices are used to maximize the distance between the class, and minimize the distance between the sample in the same class [3]. Hence, in this research we use fisherface as the feature extraction phase. Our proposed model introduce the new form of the input matrix, i.e., three directional of the input matrix. This three directional input matrix is used to obtain the projection and weight matrices using fisherface method.
II. THREE DIRECTIONAL 1D FISHERFACEThree main stages are required in our proposed model as
seen in Figure 1. First, create three directional input image matrices. The input image is transformed into diagonal matrix three times. This transformation is depicted in Figure 2. The transformed input image matrix is used as an input matrix of the Fisherface feature extraction.
The first phase of fisherface feature extraction is training phase. The training phase yields a projection and a weight matrix. The projection matrix is used to extract the features of the input matrix in the testing phase. Meanwhile, weight matrix is an extracted feature of the training matrices, and therefore we can compute the distance between the features from input matrix and the weight matrix to classify the input image.
In the fisherface feature extraction, a set of eigenvectors are calculated first using Principal Component Analysis (PCA, see diagram of the proposed model in Figure 1) [2] [3] [4], i.e.
1. Transform each data in the training set (three directionalmatrix) into column vectors. Therefore each column of thematrix represents each data of the training set. Supposethere are M data in the training set, and let face space is
MΓΓΓΓ ,,, ,321 , and then compute the average of each column in the face space ( Ψ ).
2. Create the average face vectors by computing the differencebetween the face space vector and the average vector asseen in (1)
Ψ−Γ= iiφ . (1)
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2016 International Seminar on Intelligent Technology and Its Application
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3. Compute the covariance matrix using the average facevectors as seen in (2)
φφ TA = . (2)
Fig. 1. Three Directional of 1D Fisherface Feature Extraction
Fig. 2. Three Directional matrix of input image
4. Compute the eigen value λ and eigen vector v5. Sort the eigen vector based on the eigen value, and compute
the projection matrix using (3) and (4).
vV .' φ= (3)
''
VVWPCA =
(4)
In the fisherface feature extraction method, we compute between-class and within-class scatter matrix. These scatter matrices are computed to make the distance between classes are at maximum. Meanwhile, the distance between training data in the same class are at minimum [3].
The stages in the Fisherface feature extraction are:
1. Compute within class scatter matrix (Sw) and betweenclass scatter matrix (SB), and project the two matricesusing PCA projection matrix as seen in (5) and (6)
PCAT
PCASwWWSww = (5)
PCABT
PCABB WSWS = (6) 2. Compute the Eigenvalue and Eigenvector, and sort the
eigenvector based on the eigenvalue. 3. Calculate the projection matrix of Fisherface, and
transform the input matrix into weight matrix based on the projection matrix.
To recognize the input image, the calculation of the distance between extracted features of the input image and extracted features in the training dataset is required. Four distance methods are compared in the recognition phase of the proposed model, i.e. Euclidian, Manhattan, Canberra, and Chebychev distances [5] [6] [7].
Euclidian distance measures the two points (x and y) using straight line as seen in (7)
( ) = −=n
i iiyxdist
12 (7)
where n is the number of features.
Manhattan distance measures two points (x and y) in a grid, based on its strictly vertical or horizontal path of two points. The distance is the sum of vertical or horizontal components, as seen in (8)
=
−=n
iii yxdist
1
(8)
where n is the number of features.
Canberra distance measures two points (x and y) based on its fraction of differences of two points as seen in (9) with n is the number of features.
= +
−=
n
i ii
ii
yxyx
dist1
(9)
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Chebychev distance measures two points (x and y) with n features by finding the maximum value of the distance between the features of the two points, as seen (10)
)(max iii yxdist −= (10)
Where xi and yi are an ith feature of the x and y points.
III. RESULTS AND DISCUSSIONSThree databases were employed to evaluate the proposed
approach, i.e. the ORL, University of Bern (UOB), and YALE-A databases. There are 40 people in the ORL database, and 10 pose in each person. In the UOB database, there are 30 people, and 10 pose in each person. Meanwhile, 15 people and ten pose in each person in the YALE-A database. The example of the face images in all databases can be seen in Figure 3. For the experiment, we selected randomly four images as the training sets and the rest of images were utilized as the testing sets. The similarity measurements were conducted by using two until ten features only. There are four kinds of similarity measurements, i.e. Euclidean, Manhattan, Canberra, and Chebyshef distance.
Fig. 3. Example of dataset from ORL, UOB, and YALE-A database
The first experiment is conducted on ORL database. The recognition accuracy of the first experiment is depicted in Figure 4. For all similarity distances, more number of features makes the recognition accuracy increased. The lowest recognition accuracy is achieved when the number of features is two, i.e. 41.25% (Euclidian distance), 41.25% (Manhattan distance), 40.83% (Canberra distance), and 40% (Chebychev distance). The highest accuracy is achieved for the number of features is ten, i.e. 92.08% (Euclidian distance), 91.67 (Manhattan distance), 75.42% (Canberra distance), and 87.5% (Chebychev distance). A Number of features are important for the recognition rate, therefore in the experiment, the highest accuracy is achieved when the most number of features are extracted in this experiment. However, there is some certain threshold for the number of features. If the number of extracted features is more than the certain threshold, then the recognition rate is decreasing.
We can see also that Canberra and Chebyshev distance yield lower accuracy compare to Euclidian or Manhattan distance since both distance measurement (Canberra and Chebychev) are very sensitive. The Canberra distance is
sensitive to a small change especially when the booth computed points are nearest to zero, meanwhile the Chebychev also sensitive to outlying measurements.
Fig. 4. Face Recognition accuracy of the ORL database
Fig. 5. Face Recognition accuracy of the UOB database
Fig. 6. Face Recognition accuracy of the YALE-A database
In the second experiment, the lowest accuracy is achieved when the number of the feature is two, i.e. 36.67% (Euclidian distance), 35.56% (Manhattan distance), 27.78% (Canberra distance), and 36.67% (Chebychev distance). The highest accuracy is achieved when the number of the feature is ten, i.e. 73.89% (Euclidian distance), 72.22% (Manhattan distance), 62.78% (Canberra distance), and 68.89 % (Chebychev distance). A similar result is obtained by the third experiment, i.e. the lowest accuracy is achieved when the number of the feature is two, and the highest accuracy is achieved when the number of feature is ten.
Canberra and Chebychev in the second and third experiment also yield lower accuracy rate compare with
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Euclidian and Manhattan distance since the two distance measurement method is very sensitive to a small change of the data.
IV. CONCLUSIONThis research proposed a new model of feature extraction
for the face recognition, i.e. Three Directional of 1D Fisherface. In our proposed model, we create a diagonal matrix of the input image three times. This diagonal matrix is used as the input in the 1D Fisherface. Four distance measurement are used in the experiment, they are, Euclidian, Manhattan, Canberra, and Chebychev distance. The result of the experiment of the three databases (ORL, UOB, and YALE-A) yields Euclidian and Manhattan distance is best distance measurement method compare with Canberra and Chevychev distance since Canberra and chebychev are sensitive to the certain condition of the data. The result of the experiments also shows that the more number of extracted features makes the recognition accuracy increasing.
ACKNOWLEDGMENT This research is funded by Directorate of General Higher
Education.
REFERENCES [1] Sanjeev Dhawan and Himanshu Dogra, "Feature Extraction Techniques
for Face Recognition," International Journal of Engineering, Business and Enterprise Applications, vol. 2, no. 1, pp. 1-4, August 2012.
[2] Peter N. Belhumeur, Joao P. Hespanha, and David J Kriegman, "Eigenfaces vs. Fisherfaces: Recognition Using Class Specific Linear Projection," IEEE Transactions On Pattern Analysis And Machine Intelligence, vol. 19, no. 7, pp. 711-720, July 1997.
[3] Sushma Jaiswal, Sarita Singh Bhadauri, and Rakesh Singh Jadon, "Comparison Between Face Recognition Algorithm-Eigenfaces, Fisherfaces And Elastic Bunch Graph Matching," Journal of Global Research in Computer Science , vol. 2, no. 7, pp. 187-193, July 2011.
[4] Cheng-Yuan Zhang And Qiu-Qi Ruan, "Face Recognition Using L-Fisherfaces," Journal Of Information Science And Engineering, vol. 26, pp. 1525-1537, 2010.
[5] B.S. Charulatha, Paul Rodrigues, T Chitralekha, and Arun Rajaraman, "A Comparative study of different distance metrics that can be used in Fuzzy Clustering Algorithms," International Journal of Emerging Trends and Technology in Computer Science - Special Issue, 2013.
[6] Meenakshi Sharma and Anjali Batra, "Analysis of Distance Measures in Content Based Image Retrieval ," Global Journal of Computer Science and Technology: G Interdisciplinary , vol. 14, no. 2, 2014.
[7] Deepinder Kaur , "A Comparative Study of Various Distance Measures for Software fault prediction," International Journal of Computer Trends and Technology (IJCTT), vol. 17, no. 3, November 2014.
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Author Index
Aarstad, C. 587 Koeshardianto, M. 201 Abidin, A.Z. 669 Kurniawan A. 675 Akbar, S. 409 Mahmudi, I. 555 Alamsyah 327 Manurung, R.C. 355 Amrullah, Y.S. 333 Mardiyanto, R. 653 Anggraeni, M.E. 255 Marzuki, A. 129 Armay, E.F. 181 Maulida, N. 61 Aryoyudanta, B. 7 Mengko, R.K.W. 117 Bachtiar, M.M. 79 Miftahushudur, T. 271 Basith, A.L. 89 Mukti, P.H. 361 Beily, M.D.E. 397 Multazam, T. 549 Bhawiyuga, A. 231 Muntasa, A. 135 Biyanto, T.R. 605 Murazza, M. 195 Budiarti, R.P.N. 645 Musayanah 237 Budiman, F. 415,427 Muslim, M.A. 665 Darojah, Z. 225 Musthofa, A. 385 Darwis, F. 295 Negara, M.Y. 531 Dewa, C.K. 123 Nugroho, H.A. 43 Diantari, R.A. 447 Oktafiani, F. 315 Dirgahayu, T. 249 Pamuji, F.A. 373 Djamal, E.C. 139 Paramayudha, K. 367 Doloksaribu, I.C.H. 289 Parastiwi, A. 623 Eko, A.F.O. 157 Pramesti, W. 443 Fahmi, D. 519 Pranoto, Y. M. 1 Faradisa, I.S. 25 Pratama, N.P.H. 95 Firdaus 599 Prihartono, E. 343 Fitriana, A.A. 569 Pujiantara, A.E.M. 543 Gandhi, J.J. 565 Pujiantara, M. 83 Gunawan, F.E. 73,207 Pujotomo, I. 451 Habib. N. 617 Putra, D.S. 145 Handhayani, T. 13 Putri, R.I. 627 Hariyadi, M. 337 Rachman, N.T. 17 Herdiyanto, D.W. 309 Rasyid, M.U.H.A. 611 Hindarto 21 Rehiara, A.B. 659 Husni, E. 261,421 Ridwan, M. 475 Ibrahim, S. 55 Risqi, S. 277 Idayanti, N. 561 Riyadi, M.A. 67 Irawan, D. 101 Rochmawati, E.D. 169 Irawati, I.D. 111 Sadikin, M.A. 391 Irwanto, H.Y. 377 Saktiono, M.A. 349
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Ismail, R. 633 Santiko, A.B. 299,303 Kanata, B. 403 Satriyadi, I.G.N. 525 Setiawan, E. 267 Umar 491,581 Sias, Q.A. 537 Vinaya, A.A. 31 Siswoyo, B. 483 Wael, C.B.A. 439 Soeprijanto, A. 679 Wardhana, A.S. 461 Soewito, B. 175 Wati, D.A.R. 691 Sudarsono, A. 49 Wibowo, R.S. 575 Suharjito 211,219 Wijaya, I.G.P.S. 151 Sukaridhoto, S. 639 Wijaya, J. 163 Sulistyowati, R. 513 Wiriasto, G.W. 243 Suryoatmojo, H. 685 Yadnya M.S. 107 Syaifudin, Y. 187 Yoga, S.W. 321 Taryana, Y. 283 Yorino, N. 501 Tjahjono, A. 593 Yugopuspito, P. 433 Trianto 37 Yunus, A.M.S. 469 Tumbelaka, B.Y. 497 Yuwono, R. 455 Ulinuha, A. 507
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Cover dalam & copyrightAWALMESSAGE FROM THE GENERAL CHAIR & HEAD OF DEPARTMENTISITIA 2016 OrganizersTable of ContentsKeynote Speaker
Author Index
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