Presentation | 2016-11-18 State Estimation Based on Bayes' Theorem for Sound Environment System with Quantized Observation Akira Ikuta, Hisako Orimoto, Gerard Gallagher, |
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PDF Download Page | PDF download Page Link |
Abstract(in Japanese) | (See Japanese page) |
Abstract(in English) | In this study, a modified particle filter considering non-Gaussian properties of noises is proposed in a form applicable to real situation in sound environment system where the observation data are contaminated by the external noise (i.e., background noise) of arbitrary probability distribution and measured in a quantized level form. More specifically, a nonlinear observation model with the quantized observation in decibel scale is first paid considered by introducing the additive property of power state variables in sound environment system. Next, a particle filter of an extension type is derived in a form suitable for the quantized observation data and the signal processing considering higher order correlation information between the specific signal and observation. Furthermore, the effectiveness of the proposed theory is confirmed by applying it to the observed data measured in real sound environment. |
Keyword(in Japanese) | (See Japanese page) |
Keyword(in English) | Quantized Observation / Sound Environment / Nonlinear System / Non-Gaussian Distribution / Particle Filter |
Paper # | EA2016-66,EMM2016-72 |
Date of Issue | 2016-11-10 (EA, EMM) |
Conference Information | |
Committee | EA / EMM |
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Conference Date | 2016/11/17(2days) |
Place (in Japanese) | (See Japanese page) |
Place (in English) | Compal Hall (Oita) |
Topics (in Japanese) | (See Japanese page) |
Topics (in English) | Multimedia Fusion, Content Processing, Multimedia Retrieval, Digital Watermarking, and Related Topics |
Chair | Mitsunori Mizumachi(Kyushu Inst. of Tech.) / Akinori Ito(Tohoku Univ.) |
Vice Chair | Yoichi Haneda(Univ. of Electro-Comm.) / Suehiro Shimauchi(NTT) / Masaki Kawamura(Yamaguchi Univ.) / Hirohisa Hioki(Kyoto Univ.) |
Secretary | Yoichi Haneda(KDDI R&D Labs.) / Suehiro Shimauchi(Akita Pref. Univ.) / Masaki Kawamura(Nagasaki Univ.) / Hirohisa Hioki(Osaka Pref. Univ.) |
Assistant | Shigeto Takeoka(Shizuoka Inst. of Science and Tech.) / TREVINO Jorge(Tohoku Univ.) / Rui Shogenji(Shizuoka Univ.) / Masaaki Fujiyoshi(Tokyo Metropolitan Univ.) |
Paper Information | |
Registration To | Technical Committee on Engineering Acoustics / Technical Committee on Enriched MultiMedia |
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Language | JPN |
Title (in Japanese) | (See Japanese page) |
Sub Title (in Japanese) | (See Japanese page) |
Title (in English) | State Estimation Based on Bayes' Theorem for Sound Environment System with Quantized Observation |
Sub Title (in English) | Introduction of Particle Filter |
Keyword(1) | Quantized Observation |
Keyword(2) | Sound Environment |
Keyword(3) | Nonlinear System |
Keyword(4) | Non-Gaussian Distribution |
Keyword(5) | Particle Filter |
1st Author's Name | Akira Ikuta |
1st Author's Affiliation | Prefectural Univeristy of Hiroshima(Prefectural Univ. Hiroshima) |
2nd Author's Name | Hisako Orimoto |
2nd Author's Affiliation | Prefectural Univeristy of Hiroshima(Prefectural Univ. Hiroshima) |
3rd Author's Name | Gerard Gallagher |
3rd Author's Affiliation | Prefectural Univeristy of Hiroshima(Prefectural Univ. Hiroshima) |
Date | 2016-11-18 |
Paper # | EA2016-66,EMM2016-72 |
Volume (vol) | vol.116 |
Number (no) | EA-302,EMM-303 |
Page | pp.pp.107-112(EA), pp.107-112(EMM), |
#Pages | 6 |
Date of Issue | 2016-11-10 (EA, EMM) |