“认识你自己”——智能技术系统中的计算自我反思

Sven Tomforde, J. Hähner, S. Mammen, Christian Gruhl, B. Sick, K. Geihs
{"title":"“认识你自己”——智能技术系统中的计算自我反思","authors":"Sven Tomforde, J. Hähner, S. Mammen, Christian Gruhl, B. Sick, K. Geihs","doi":"10.1109/SASOW.2014.25","DOIUrl":null,"url":null,"abstract":"In many application domains, developers aim at building technical systems that can cope with the complexity of the world they are surrounded with, including other technical systems. Due to this complexity, system designers cannot explicitly foresee every possible situation \"their\" system will be confronted with at runtime. This resulted in solutions capable of self-adaptation at runtime. Future intelligent technical systems will have to go far beyond such a reactive solution - the general question is: How can systems themselves define new goals and new classes of goals in order to increase their own performance at runtime and without the need of human control or supervision? This paper introduces a definition of \"computational self-reflection\", proposes an architectural concept, and discusses the potential benefit by means of three exemplary application scenarios. Finally, building blocks to achieve self-reflection are discussed and a basic research agenda is drafted.","PeriodicalId":6458,"journal":{"name":"2014 IEEE Eighth International Conference on Self-Adaptive and Self-Organizing Systems Workshops","volume":"50 1","pages":"150-159"},"PeriodicalIF":0.0000,"publicationDate":"2014-09-08","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"24","resultStr":"{\"title\":\"\\\"Know Thyself\\\" - Computational Self-Reflection in Intelligent Technical Systems\",\"authors\":\"Sven Tomforde, J. Hähner, S. Mammen, Christian Gruhl, B. Sick, K. Geihs\",\"doi\":\"10.1109/SASOW.2014.25\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"In many application domains, developers aim at building technical systems that can cope with the complexity of the world they are surrounded with, including other technical systems. Due to this complexity, system designers cannot explicitly foresee every possible situation \\\"their\\\" system will be confronted with at runtime. This resulted in solutions capable of self-adaptation at runtime. Future intelligent technical systems will have to go far beyond such a reactive solution - the general question is: How can systems themselves define new goals and new classes of goals in order to increase their own performance at runtime and without the need of human control or supervision? This paper introduces a definition of \\\"computational self-reflection\\\", proposes an architectural concept, and discusses the potential benefit by means of three exemplary application scenarios. Finally, building blocks to achieve self-reflection are discussed and a basic research agenda is drafted.\",\"PeriodicalId\":6458,\"journal\":{\"name\":\"2014 IEEE Eighth International Conference on Self-Adaptive and Self-Organizing Systems Workshops\",\"volume\":\"50 1\",\"pages\":\"150-159\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2014-09-08\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"24\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"2014 IEEE Eighth International Conference on Self-Adaptive and Self-Organizing Systems Workshops\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/SASOW.2014.25\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"2014 IEEE Eighth International Conference on Self-Adaptive and Self-Organizing Systems Workshops","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/SASOW.2014.25","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 24

摘要

在许多应用领域中,开发人员的目标是构建能够处理周围环境复杂性的技术系统,包括其他技术系统。由于这种复杂性,系统设计者不能明确地预见“他们的”系统在运行时将面临的每一种可能的情况。这就产生了能够在运行时自适应的解决方案。未来的智能技术系统将远远超出这种被动的解决方案——一般的问题是:系统自己如何定义新的目标和新的目标类别,以便在运行时提高自己的性能,而不需要人类的控制或监督?本文介绍了“计算自反射”的定义,提出了一个架构概念,并通过三个示例应用场景讨论了潜在的好处。最后,讨论了实现自我反思的基本要素,并起草了基本研究议程。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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
"Know Thyself" - Computational Self-Reflection in Intelligent Technical Systems
In many application domains, developers aim at building technical systems that can cope with the complexity of the world they are surrounded with, including other technical systems. Due to this complexity, system designers cannot explicitly foresee every possible situation "their" system will be confronted with at runtime. This resulted in solutions capable of self-adaptation at runtime. Future intelligent technical systems will have to go far beyond such a reactive solution - the general question is: How can systems themselves define new goals and new classes of goals in order to increase their own performance at runtime and without the need of human control or supervision? This paper introduces a definition of "computational self-reflection", proposes an architectural concept, and discusses the potential benefit by means of three exemplary application scenarios. Finally, building blocks to achieve self-reflection are discussed and a basic research agenda is drafted.
求助全文
通过发布文献求助,成功后即可免费获取论文全文。 去求助
来源期刊
自引率
0.00%
发文量
0
期刊最新文献
Prosumers as Aggregators in the DEZENT Context of Regenerative Power Production A Hybrid Cross-Entropy Cognitive-Based Algorithm for Resource Allocation in Cloud Environments Artificial Immune System Driven Evolution in Swarm Chemistry Towards an Agent-Based Simulation Model for Schema Matching A Graph Analysis Approach to Detect Attacks in Multi-agent Systems at Runtime
×
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