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Towards self-healing in the internet of things by log analytics and process mining
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- Singh, Prasannjeet (author)
- Linnéuniversitetet,Institutionen för datavetenskap och medieteknik (DM),Linnaeus University, Sweden
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- Flammini, Francesco, Senior Lecturer, 1978- (author)
- Mälardalens högskola,Linnéuniversitetet,Institutionen för datavetenskap och medieteknik (DM),Mälardalen university, Sweden,ERES;DISA-SIG,Innovation och produktrealisering,Linnaeus University, Sweden
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- Caporuscio, Mauro, 1975- (author)
- Linnéuniversitetet,Institutionen för datavetenskap och medieteknik (DM),ERES;DISA-SIG,Linnaeus University, Sweden
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- (creator_code:org_t)
- Singapore : Research Publishing Services, 2020
- 2020
- English.
- In: Proceedings of the 30th European Safety and Reliability Conference and the 15th Probabilistic Safety Assessment and Management Conference. - Singapore : Research Publishing Services. - 9789811485930 ; , s. 4644-4651
- Conference paper (peer-reviewed)
Abstract
Subject headings
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- The Internet of Things (IoT) will be used in increasingly complex and critical applications where heterogeneous devices will work together in connected systems. In this paper we address methods for log-analytics and process mining in order to support automatic problem detection and diagnosis in IoT. We introduce the idea of generating consistent event logs over various IoT devices in a particular format, and later a roadmap for it to be used in process mining. The paper also provides information about various statistics on process mining and its future prospects. Those methods are essential to provide a foundation for the future generation IoT systems that will be capable of self-healing. © ESREL2020-PSAM15 Organizers.Published by Research Publishing, Singapore.
Subject headings
- NATURVETENSKAP -- Data- och informationsvetenskap -- Datavetenskap (hsv//swe)
- NATURAL SCIENCES -- Computer and Information Sciences -- Computer Sciences (hsv//eng)
- TEKNIK OCH TEKNOLOGIER -- Elektroteknik och elektronik -- Datorsystem (hsv//swe)
- ENGINEERING AND TECHNOLOGY -- Electrical Engineering, Electronic Engineering, Information Engineering -- Computer Systems (hsv//eng)
Keyword
- Diagnostics
- Event correlation
- Internet of Things
- Prognostics
- Self-healing
- Self-repair
- Threat detection
- Data mining
- Safety engineering
- Self-healing materials
- Connected systems
- Critical applications
- Future generations
- Future prospects
- Heterogeneous devices
- Internet of thing (IOT)
- Problem detection
- Process mining
- Computer Science
- Datavetenskap
Publication and Content Type
- ref (subject category)
- kon (subject category)
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