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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Main Authors: Koichi Kobayashi, Kunihiko Hiraishi
Format: Article
Language:English
Published: Hindawi Limited 2015-01-01
Series:Mathematical Problems in Engineering
Online Access:http://dx.doi.org/10.1155/2015/952310
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spelling 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
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