Pulse mode light sensing using four-layer semiconductor structures and their application in neural networks

Existing semiconductor photodetectors produce a steady current or voltage output in response to incident light that depends on the intensity of the light beam. In contrast, biological vision systems produce a stream of pulses with pulse rate representing the amount of incident light power. The go...

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Main Author: Siganos, Ioannis
Other Authors: Karunasiri, Gamani
Published: Monterey, California. Naval Postgraduate School 2012
Online Access:http://hdl.handle.net/10945/3775
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spelling ndltd-nps.edu-oai-calhoun.nps.edu-10945-37752014-11-27T16:04:51Z Pulse mode light sensing using four-layer semiconductor structures and their application in neural networks Siganos, Ioannis Karunasiri, Gamani Tummala, Murali Naval Postgraduate School (U.S.) Existing semiconductor photodetectors produce a steady current or voltage output in response to incident light that depends on the intensity of the light beam. In contrast, biological vision systems produce a stream of pulses with pulse rate representing the amount of incident light power. The goal of this thesis is to explore the use of a four-layer PNPN semiconductor structure as an optical detector that produces pulses instead of steady current or voltage output. The first task of this thesis is to show that the pulse interval distribution is dependent on the intensity of the incident light beam, and that the distribution of pulse intervals is described by a renewal process statistical model. The second task of this thesis is to use the unique characteristics of the pulse generating circuit along with a neural network to construct a 2D sensor array capable of recognizing visual patterns, and thus modeling, to some extent, the human visual cortex. 2012-03-14T17:39:22Z 2012-03-14T17:39:22Z 2008-12 Thesis http://hdl.handle.net/10945/3775 301560736 Approved for public release, distribution unlimited Monterey, California. Naval Postgraduate School
collection NDLTD
sources NDLTD
description Existing semiconductor photodetectors produce a steady current or voltage output in response to incident light that depends on the intensity of the light beam. In contrast, biological vision systems produce a stream of pulses with pulse rate representing the amount of incident light power. The goal of this thesis is to explore the use of a four-layer PNPN semiconductor structure as an optical detector that produces pulses instead of steady current or voltage output. The first task of this thesis is to show that the pulse interval distribution is dependent on the intensity of the incident light beam, and that the distribution of pulse intervals is described by a renewal process statistical model. The second task of this thesis is to use the unique characteristics of the pulse generating circuit along with a neural network to construct a 2D sensor array capable of recognizing visual patterns, and thus modeling, to some extent, the human visual cortex.
author2 Karunasiri, Gamani
author_facet Karunasiri, Gamani
Siganos, Ioannis
author Siganos, Ioannis
spellingShingle Siganos, Ioannis
Pulse mode light sensing using four-layer semiconductor structures and their application in neural networks
author_sort Siganos, Ioannis
title Pulse mode light sensing using four-layer semiconductor structures and their application in neural networks
title_short Pulse mode light sensing using four-layer semiconductor structures and their application in neural networks
title_full Pulse mode light sensing using four-layer semiconductor structures and their application in neural networks
title_fullStr Pulse mode light sensing using four-layer semiconductor structures and their application in neural networks
title_full_unstemmed Pulse mode light sensing using four-layer semiconductor structures and their application in neural networks
title_sort pulse mode light sensing using four-layer semiconductor structures and their application in neural networks
publisher Monterey, California. Naval Postgraduate School
publishDate 2012
url http://hdl.handle.net/10945/3775
work_keys_str_mv AT siganosioannis pulsemodelightsensingusingfourlayersemiconductorstructuresandtheirapplicationinneuralnetworks
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