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A review of applications of machine learning in quantum dots research. [PDF]

open access: yesDiscov Nano
Malashin I   +5 more
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Integrated sensor array optimization with statistical evaluation

Sensors and Actuators B: Chemical, 2010
In a sensor array system, sensor selection is to select optimum sensor elements which as a whole can maximize the separability of sensor array responses to different analytes. The purpose is to improve the quality of input to a classifier, thereby, improve correct classification rate. This paper introduces an integrated approach of cluster analysis (CA)
Zhe Xu, Xiajing Shi, Susan Lu
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A sensor array optimization method for electronic noses with sub-arrays

Sensors and Actuators B: Chemical, 2009
Sensor array configuration needs to be optimized in developing an application-specific instrument of electronic noses. Currently, sensor array optimization is commonly done by feature selection techniques. These methods could solve how to optimize a sensor array. However, they could not figure out what are the unique functions that each sensor plays in
Shunping Zhang   +5 more
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Multi-objective optimization of sensor array using genetic algorithm

Sensors and Actuators B: Chemical, 2011
Abstract A multi-objective optimization method using genetic algorithm was proposed for sensor array optimization. Based on information theory, selectivity and diversity were used as the criteria for constructing two objective functions. A statistic measurement of resolving power, general resolution factor, and visual inspection were used to evaluate
Zhe Xu, Susan Lu
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Optimal partially adaptive sensor array processing

IEEE Antennas and Propagation Society International Symposium. 1995 Digest, 2002
The problem addressed in this paper is minimum variance adaptive sensor array processing subject to limitations on the dimension of the adaptive processor. Advances in technology have made it possible for space-segment and airborne platforms to support arrays composed of many elements for communications and radar systems.
J.S. Goldstein, D.B. Williams
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Optimal Sensor Array Configuration in Remote Image Formation

IEEE Transactions on Image Processing, 2008
Determination of optimal sensor configuration is an important issue in many remote imaging modalities, such as tomographic and interferometric imaging. In this paper, a statistical optimality criterion is defined and a search is performed over the space of candidate sensor locations to determine the configuration that optimizes the criterion over all ...
Behzad, Sharif, Farzad, Kamalabadi
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