%0 Conference Proceedings
%T Image-Driven Decision Making with Application to Control Gas Burners
%+ Wroclaw University of Science and Technology
%A Rafajłowicz, Ewaryst
%A Rafajłowicz, Wojciech
%Z Part 5: Industrial Management and Other Applications
%< avec comité de lecture
%( Lecture Notes in Computer Science
%B 16th IFIP International Conference on Computer Information Systems and Industrial Management (CISIM)
%C Bialystok, Poland
%Y Khalid Saeed
%Y Władysław Homenda
%Y Rituparna Chaki
%I Springer International Publishing
%3 Computer Information Systems and Industrial Management
%V LNCS-10244
%P 436-446
%8 2017-06-16
%D 2017
%R 10.1007/978-3-319-59105-6_37
%K Camera in the loop
%K Image-based control
%K Gas burner
%Z Computer Science [cs]
%Z Humanities and Social Sciences/Library and information sciencesConference papers
%X Our aim is to propose a model-free approach to decision making that is based on the direct use of images. More, precisely, a content of each image is used – without further processing – in order to cluster them by the K-medoids method. Then, decisions are attached to each cluster by an expert. When a new image is acquired, it is firstly classified to one of the clusters and the corresponding decision is made. The approach is conceptually rather simple, but its success in on-line applications depends on the way of organizing learning and decision phases. We illustrate the approach by the example of a decision-making system for industrial gas burners.
%G English
%Z TC 8
%2 https://inria.hal.science/hal-01656234/document
%2 https://inria.hal.science/hal-01656234/file/448933_1_En_37_Chapter.pdf
%L hal-01656234
%U https://inria.hal.science/hal-01656234
%~ SHS
%~ IFIP-LNCS
%~ IFIP
%~ IFIP-TC
%~ IFIP-TC8
%~ IFIP-CISIM
%~ IFIP-LNCS-10244