Combinatorial double auction-based allocation of retrieval tasks in Internet of Things

Task allocation mechanism was greatly important to the success of the search service in Internet of Things (IoT).On basis of analyzing the real time characteristics of the IoT data,and the dynamic characteristics of the users,a combinatorial double auction-based retrieval tasks allocation model was...

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Main Authors: Zhi-kai XU, Hong-li ZHANG, Xiang-zhan YU, Zhi-gang ZHOU
Format: Article
Language:zho
Published: Editorial Department of Journal on Communications 2015-12-01
Series:Tongxin xuebao
Subjects:
Online Access:http://www.joconline.com.cn/zh/article/doi/10.11959/j.issn.1000-436x.2015314/
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author Zhi-kai XU
Hong-li ZHANG
Xiang-zhan YU
Zhi-gang ZHOU
author_facet Zhi-kai XU
Hong-li ZHANG
Xiang-zhan YU
Zhi-gang ZHOU
author_sort Zhi-kai XU
collection DOAJ
description Task allocation mechanism was greatly important to the success of the search service in Internet of Things (IoT).On basis of analyzing the real time characteristics of the IoT data,and the dynamic characteristics of the users,a combinatorial double auction-based retrieval tasks allocation model was introduced,which described the relationships between the workers,the requesters and the system from the perspective of supply and demand.Firstly,a novel metric to evaluate the value of the users’ queries was introduced and a greedy heuristic algorithm to determine the winning requesters and workers was proposed.Then,a critical payment scheme was proposed,which guaranteed that submitted bids of the users reflect their real value.Finally,both the rigid theoretical analysis and simulation result show that the proposed mechanism achieves truthfulness,individual rationality and the efficiency of the service provider is improved.
format Article
id doaj-art-c395a50b5d594526a65eca973c1745c8
institution Kabale University
issn 1000-436X
language zho
publishDate 2015-12-01
publisher Editorial Department of Journal on Communications
record_format Article
series Tongxin xuebao
spelling doaj-art-c395a50b5d594526a65eca973c1745c82025-01-14T06:54:03ZzhoEditorial Department of Journal on CommunicationsTongxin xuebao1000-436X2015-12-0136475659696912Combinatorial double auction-based allocation of retrieval tasks in Internet of ThingsZhi-kai XUHong-li ZHANGXiang-zhan YUZhi-gang ZHOUTask allocation mechanism was greatly important to the success of the search service in Internet of Things (IoT).On basis of analyzing the real time characteristics of the IoT data,and the dynamic characteristics of the users,a combinatorial double auction-based retrieval tasks allocation model was introduced,which described the relationships between the workers,the requesters and the system from the perspective of supply and demand.Firstly,a novel metric to evaluate the value of the users’ queries was introduced and a greedy heuristic algorithm to determine the winning requesters and workers was proposed.Then,a critical payment scheme was proposed,which guaranteed that submitted bids of the users reflect their real value.Finally,both the rigid theoretical analysis and simulation result show that the proposed mechanism achieves truthfulness,individual rationality and the efficiency of the service provider is improved.http://www.joconline.com.cn/zh/article/doi/10.11959/j.issn.1000-436x.2015314/Internet of thingsinformation retrievalincentive mechanismspatial crowdsourcing
spellingShingle Zhi-kai XU
Hong-li ZHANG
Xiang-zhan YU
Zhi-gang ZHOU
Combinatorial double auction-based allocation of retrieval tasks in Internet of Things
Tongxin xuebao
Internet of things
information retrieval
incentive mechanism
spatial crowdsourcing
title Combinatorial double auction-based allocation of retrieval tasks in Internet of Things
title_full Combinatorial double auction-based allocation of retrieval tasks in Internet of Things
title_fullStr Combinatorial double auction-based allocation of retrieval tasks in Internet of Things
title_full_unstemmed Combinatorial double auction-based allocation of retrieval tasks in Internet of Things
title_short Combinatorial double auction-based allocation of retrieval tasks in Internet of Things
title_sort combinatorial double auction based allocation of retrieval tasks in internet of things
topic Internet of things
information retrieval
incentive mechanism
spatial crowdsourcing
url http://www.joconline.com.cn/zh/article/doi/10.11959/j.issn.1000-436x.2015314/
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AT honglizhang combinatorialdoubleauctionbasedallocationofretrievaltasksininternetofthings
AT xiangzhanyu combinatorialdoubleauctionbasedallocationofretrievaltasksininternetofthings
AT zhigangzhou combinatorialdoubleauctionbasedallocationofretrievaltasksininternetofthings