Optimal Control of Probabilistic Logic Networks and Its Application to Real-Time Pricing of Electricity
In analysis and control of large-scale complex systems, a discrete model plays an important role. In this paper, a probabilistic logic network (PLN) is considered as a discrete model. A PLN is a mathematical model where multivalued logic functions are randomly switched. For a PLN with two kinds of c...
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Series: | Mathematical Problems in Engineering |
Online Access: | http://dx.doi.org/10.1155/2015/952310 |
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doaj-8153b1de129f43b19424f5795a77b1862020-11-24T21:40:22ZengHindawi LimitedMathematical Problems in Engineering1024-123X1563-51472015-01-01201510.1155/2015/952310952310Optimal Control of Probabilistic Logic Networks and Its Application to Real-Time Pricing of ElectricityKoichi Kobayashi0Kunihiko Hiraishi1Graduate School of Information Science and Technology, Hokkaido University, Sapporo 060-0814, JapanSchool of Information Science, Japan Advanced Institute of Science and Technology, Ishikawa 923-1292, JapanIn analysis and control of large-scale complex systems, a discrete model plays an important role. In this paper, a probabilistic logic network (PLN) is considered as a discrete model. A PLN is a mathematical model where multivalued logic functions are randomly switched. For a PLN with two kinds of control inputs, the optimal control problem is formulated, and an approximate solution method for this problem is proposed. In the proposed method, using a matrix-based representation for a PLN, this problem is approximated by a mixed integer linear programming problem. In application, real-time pricing of electricity is studied. In real-time pricing, electricity conservation is achieved by setting a high electricity price. A numerical example is presented to show the effectiveness of the proposed method.http://dx.doi.org/10.1155/2015/952310 |
collection |
DOAJ |
language |
English |
format |
Article |
sources |
DOAJ |
author |
Koichi Kobayashi Kunihiko Hiraishi |
spellingShingle |
Koichi Kobayashi Kunihiko Hiraishi Optimal Control of Probabilistic Logic Networks and Its Application to Real-Time Pricing of Electricity Mathematical Problems in Engineering |
author_facet |
Koichi Kobayashi Kunihiko Hiraishi |
author_sort |
Koichi Kobayashi |
title |
Optimal Control of Probabilistic Logic Networks and Its Application to Real-Time Pricing of Electricity |
title_short |
Optimal Control of Probabilistic Logic Networks and Its Application to Real-Time Pricing of Electricity |
title_full |
Optimal Control of Probabilistic Logic Networks and Its Application to Real-Time Pricing of Electricity |
title_fullStr |
Optimal Control of Probabilistic Logic Networks and Its Application to Real-Time Pricing of Electricity |
title_full_unstemmed |
Optimal Control of Probabilistic Logic Networks and Its Application to Real-Time Pricing of Electricity |
title_sort |
optimal control of probabilistic logic networks and its application to real-time pricing of electricity |
publisher |
Hindawi Limited |
series |
Mathematical Problems in Engineering |
issn |
1024-123X 1563-5147 |
publishDate |
2015-01-01 |
description |
In analysis and control of large-scale complex systems, a discrete model plays an important role. In this paper, a probabilistic logic network (PLN) is considered as a discrete model. A PLN is a mathematical model where multivalued logic functions are randomly switched. For a PLN with two kinds of control inputs, the optimal control problem is formulated, and an approximate solution method for this problem is proposed. In the proposed method, using a matrix-based representation for a PLN, this problem is approximated by a mixed integer linear programming problem. In application, real-time pricing of electricity is studied. In real-time pricing, electricity conservation is achieved by setting a high electricity price. A numerical example is presented to show the effectiveness of the proposed method. |
url |
http://dx.doi.org/10.1155/2015/952310 |
work_keys_str_mv |
AT koichikobayashi optimalcontrolofprobabilisticlogicnetworksanditsapplicationtorealtimepricingofelectricity AT kunihikohiraishi optimalcontrolofprobabilisticlogicnetworksanditsapplicationtorealtimepricingofelectricity |
_version_ |
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