Simulating resource-bounded intelligence for wireless sensor networks

S. Shen, Gregory M. P. O'Hare, M. O'Grady, Guangqing Wang
{"title":"Simulating resource-bounded intelligence for wireless sensor networks","authors":"S. Shen, Gregory M. P. O'Hare, M. O'Grady, Guangqing Wang","doi":"10.3233/KES-140290","DOIUrl":null,"url":null,"abstract":"Many embedded devices are characterized by their resource-boundedness. Wireless Sensor Networks (WSNs) are a topical case in point, with energy being the dominant constraint. The issue of the intelligent utilization of energy in sensor nodes is of crucial importance as well as being a formidable software engineering challenge in its own right. Evaluation of an arbitrary intelligence mechanism is difficult as it involves various environmental uncertainties thereby making its effectiveness difficult to assess. Within this paper, Sensorworld is harnessed as a platform for the evaluation and comparison of resource-bounded intelligence. A suite of simulations on effectiveness, utility and energy consumption within the context of dynamism and reasoning strategy are presented. These demonstrate that the validation and comparison of different reasoning strategies is a viable and attainable objective within computationally resource-constrained scenarios.","PeriodicalId":210048,"journal":{"name":"Int. J. Knowl. Based Intell. Eng. Syst.","volume":null,"pages":null},"PeriodicalIF":0.0000,"publicationDate":"2014-04-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"1","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Int. J. Knowl. Based Intell. Eng. Syst.","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.3233/KES-140290","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 1

Abstract

Many embedded devices are characterized by their resource-boundedness. Wireless Sensor Networks (WSNs) are a topical case in point, with energy being the dominant constraint. The issue of the intelligent utilization of energy in sensor nodes is of crucial importance as well as being a formidable software engineering challenge in its own right. Evaluation of an arbitrary intelligence mechanism is difficult as it involves various environmental uncertainties thereby making its effectiveness difficult to assess. Within this paper, Sensorworld is harnessed as a platform for the evaluation and comparison of resource-bounded intelligence. A suite of simulations on effectiveness, utility and energy consumption within the context of dynamism and reasoning strategy are presented. These demonstrate that the validation and comparison of different reasoning strategies is a viable and attainable objective within computationally resource-constrained scenarios.
查看原文
分享 分享
微信好友 朋友圈 QQ好友 复制链接
本刊更多论文
无线传感器网络资源边界智能模拟
许多嵌入式设备的特点是资源有界性。无线传感器网络(WSNs)就是一个很好的例子,能量是主要的限制因素。传感器节点中能量的智能利用问题是一个至关重要的问题,同时也是一个巨大的软件工程挑战。评估任意智能机制是困难的,因为它涉及各种环境的不确定性,从而使其有效性难以评估。在本文中,Sensorworld被用作评估和比较资源有限智能的平台。在动态性和推理策略的背景下,提出了一套关于有效性、效用和能耗的仿真。这表明,在计算资源受限的情况下,验证和比较不同的推理策略是可行的和可实现的目标。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
求助全文
约1分钟内获得全文 去求助
来源期刊
自引率
0.00%
发文量
0
期刊最新文献
DICO: Dingo coot optimization-based ZF net for pansharpening Hybrid modified weighted water cycle algorithm and Deep Analytic Network for forecasting and trend detection of forex market indices Autonomous gesture recognition using multi-layer LSTM networks and laban movement analysis KinRob: An ontology based robot for solving kinematic problems Machine learning approach for corona virus disease extrapolation: A case study
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
已复制链接
已复制链接
快去分享给好友吧!
我知道了
×
扫码分享
扫码分享
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1