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Noise Enhanced Signal Detection of Variable Detectors under Certain Constraints

In this paper, a noise enhanced binary hypothesis-testing problem was studied for a variable detector under certain constraints in which the detection probability can be increased and the false-alarm probability can be decreased simultaneously. According to the constraints, three alternative cases a...

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Detalles Bibliográficos
Autores principales: Yang, Ting, Liu, Shujun, Liu, Wenguo, Guo, Jishun, Wang, Pin
Formato: Online Artículo Texto
Lenguaje:English
Publicado: MDPI 2018
Materias:
Acceso en línea:https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7512988/
https://www.ncbi.nlm.nih.gov/pubmed/33265560
http://dx.doi.org/10.3390/e20060470
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author Yang, Ting
Liu, Shujun
Liu, Wenguo
Guo, Jishun
Wang, Pin
author_facet Yang, Ting
Liu, Shujun
Liu, Wenguo
Guo, Jishun
Wang, Pin
author_sort Yang, Ting
collection PubMed
description In this paper, a noise enhanced binary hypothesis-testing problem was studied for a variable detector under certain constraints in which the detection probability can be increased and the false-alarm probability can be decreased simultaneously. According to the constraints, three alternative cases are proposed, the first two cases concerned minimization of the false-alarm probability and maximization of the detection probability without deterioration of one by the other, respectively, and the third case was achieved by a randomization of two optimal noise enhanced solutions obtained in the first two limit cases. Furthermore, the noise enhanced solutions that satisfy the three cases were determined whether randomization between different detectors was allowed or not. In addition, the practicality of the third case was proven from the perspective of Bayes risk. Finally, numerous examples and conclusions are presented.
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spelling pubmed-75129882020-11-09 Noise Enhanced Signal Detection of Variable Detectors under Certain Constraints Yang, Ting Liu, Shujun Liu, Wenguo Guo, Jishun Wang, Pin Entropy (Basel) Article In this paper, a noise enhanced binary hypothesis-testing problem was studied for a variable detector under certain constraints in which the detection probability can be increased and the false-alarm probability can be decreased simultaneously. According to the constraints, three alternative cases are proposed, the first two cases concerned minimization of the false-alarm probability and maximization of the detection probability without deterioration of one by the other, respectively, and the third case was achieved by a randomization of two optimal noise enhanced solutions obtained in the first two limit cases. Furthermore, the noise enhanced solutions that satisfy the three cases were determined whether randomization between different detectors was allowed or not. In addition, the practicality of the third case was proven from the perspective of Bayes risk. Finally, numerous examples and conclusions are presented. MDPI 2018-06-17 /pmc/articles/PMC7512988/ /pubmed/33265560 http://dx.doi.org/10.3390/e20060470 Text en © 2018 by the authors. Licensee MDPI, Basel, Switzerland. This article is an open access article distributed under the terms and conditions of the Creative Commons Attribution (CC BY) license (http://creativecommons.org/licenses/by/4.0/).
spellingShingle Article
Yang, Ting
Liu, Shujun
Liu, Wenguo
Guo, Jishun
Wang, Pin
Noise Enhanced Signal Detection of Variable Detectors under Certain Constraints
title Noise Enhanced Signal Detection of Variable Detectors under Certain Constraints
title_full Noise Enhanced Signal Detection of Variable Detectors under Certain Constraints
title_fullStr Noise Enhanced Signal Detection of Variable Detectors under Certain Constraints
title_full_unstemmed Noise Enhanced Signal Detection of Variable Detectors under Certain Constraints
title_short Noise Enhanced Signal Detection of Variable Detectors under Certain Constraints
title_sort noise enhanced signal detection of variable detectors under certain constraints
topic Article
url https://www.ncbi.nlm.nih.gov/pmc/articles/PMC7512988/
https://www.ncbi.nlm.nih.gov/pubmed/33265560
http://dx.doi.org/10.3390/e20060470
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