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Journal : TELKOMNIKA (Telecommunication Computing Electronics and Control)

Bayesian Segmentation in Signal with Multiplicative Noise Using Reversible Jump MCMC Suparman Suparman; Michel Doisy
TELKOMNIKA (Telecommunication Computing Electronics and Control) Vol 16, No 2: April 2018
Publisher : Universitas Ahmad Dahlan

Show Abstract | Download Original | Original Source | Check in Google Scholar | DOI: 10.12928/telkomnika.v16i2.7510

Abstract

This paper proposes the important issues in signal segmentation. The signal is disturbed by multiplicative noise where the number of segments is unknown. A Bayesian approach is proposed to estimate the parameter. The parameter includes the number of segments, the location of the segment, and the amplitude. The posterior distribution for the parameter does not have a simple equation so that the Bayes estimator is not easily determined. Reversible Jump Markov chain Monte Carlo (MCMC) method is adopted to overcome the problem. The Reversible Jump MCMC method creates a Markov chain whose distribution is close to the posterior distribution. The performance of the algorithm is shown by simulation data. The result of this simulation shows that the algorithm works well. As an application, the algorithm is used to segment a Synthetic Aperture Radar (SAR) signal. The advantage of this method is that the number of segments, the position of the segment change, and the amplitude are estimated simultaneously.
Co-Authors Agus Purnama Ahmad Rizal Saqibul Fiqri Ami Ramadayanti Andri Pranolo Anggit Prabowo Annisa Eka Haryati Annisa Sulistyaningsih Apriliani Fitriya Damayanti Arif Darmawan Asroni Asroni Azzahrotul Jannah Bidayatun Nafi’ah Bunga Putri Syafina Cahya Damarjati Caraka Kresna Chairil Hikayat Chong Su Li Dahlia Janan Desi Kusuma Wardani Desi Rubiyanti Desty Emi Markahamah Devi Bima Arditama Diah Pramusinta Dinda Genius Anggun Maretha Diyah Istriani Dwi Lestari Eko Budi Isnanto Ellya Rakhmawati Endang Mulyani Epa Wira Darmawan Eti Rahayuningsih Eva Yuniarti Utami Fathurrahman, Muhammad Fernanda Amalia Putri Fifi Ninawati Habibi Habibi Hafidina Nur Fi Rahman Haristha Rachmawati Hujjatul Muslimah Ika Putri Astriyana Sari Imam Muhajir Setiawan Iryana Setyaningrum Isnaepi Isnaepi Kahar, Muhammad Syahrul Kirana Dwi Priharini Laila Rahmawati Lina Anggraeni Lusiana Pratiwi Marfilinda Atma Sari Subekti Michel Doisy Mohd Saifullah Rusiman Muhammad Ali Muhammad Muliya Al-amien Nita Novianti Nunung Azizah Nur Hasanah Nurlita Widoarti Okta Wibowo Pupus Winandari Putri Wulandari Queen Veronica Frieda Laurencia Rinda Hidayanti Riska Zunanto Rizky Fadillah Rofikoh Khasanah Sagita Dyah Putranti Salamatun Asakdiyah Salsabila, Unik Hanifah Sarwo Eddy Wibowo Seldy Derudinansyah Sindi Kurniawati Siregar, Ummu Habibah Siska Audhina Kusumaningtyas Slamet Riyadi Suci Annisa Sugiyarto Surono Surasmanto Surasmanto Suswandari Syaiful Rochmat Tri Dessy Damayanti Vica Windhi Seputri Wahyu Andriyani Yoga Dwi Kurniawan Yolan Nur Vitasari Yuliani Damayanti Zaini Fauzi Zunan Setiawan