Semantic Reflection and Digital Twins: A Comprehensive Overview

Eduard Kamburjan; Andrea Pferscher; Rudolf Schlatte; Riccardo Sieve; Silvia Lizeth Tapia Tarifa; Einar Broch Johnsen

doi:10.1007/978-3-031-73887-6_11

Semantic Reflection and Digital Twins: A Comprehensive Overview

Eduard Kamburjan
, Andrea Pferscher
, Rudolf Schlatte
, Riccardo Sieve
, Silvia Lizeth Tapia Tarifa
, Einar Broch Johnsen

University of Oslo

Research output: Conference Article in Proceeding or Book/Report chapter › Book chapter › Research › peer-review

Abstract

Semantic reflection combines reflection in programming languages with semantic technologies for knowledge representation. It enables a program to represent and query its own runtime state as a knowledge graph. The knowledge graphs reflecting program states can be combined with domain knowledge which allows queries about a program to be made in terms of a given domain vocabulary, as well as with external graph data. Both extensions of the knowledge graph reflecting the runtime state are useful for digital twins. In this paper, we discuss the basic concepts of semantic reflection, its applications for digital twins, and its connections to formal methods.

Original language	English
Title of host publication	The Combined Power of Research, Education, and Dissemination
Editors	Mike Hinchey, Bernhard Steffen
Number of pages	17
Publisher	Springer Nature Switzerland
Publication date	22 Oct 2024
Pages	129–145
ISBN (Electronic)	978‑3‑031‑73887‑6
DOIs	https://doi.org/10.1007/978-3-031-73887-6_11
Publication status	Published - 22 Oct 2024
Externally published	Yes
Event	Workshop on Language Models for Low-Resource Languages - Abu Dhabi National Exhibition Centre, Abu Dhabi, United Arab Emirates Duration: 19 Jan 2025 → 20 Jan 2025 Conference number: 1 http://www.wikicfp.com/cfp/servlet/event.showcfp?eventid=181589 https://loreslm.github.io/program?utm

Workshop

Workshop	Workshop on Language Models for Low-Resource Languages
Number	1
Location	Abu Dhabi National Exhibition Centre
Country/Territory	United Arab Emirates
City	Abu Dhabi
Period	19/01/2025 → 20/01/2025
Internet address	http://www.wikicfp.com/cfp/servlet/event.showcfp?eventid=181589 https://loreslm.github.io/program?utm

Series	Lecture Notes in Computer Science
Volume	15240

Access to Document

10.1007/978-3-031-73887-6_11

Cite this

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title = "Semantic Reflection and Digital Twins: A Comprehensive Overview",

abstract = "Semantic reflection combines reflection in programming languages with semantic technologies for knowledge representation. It enables a program to represent and query its own runtime state as a knowledge graph. The knowledge graphs reflecting program states can be combined with domain knowledge which allows queries about a program to be made in terms of a given domain vocabulary, as well as with external graph data. Both extensions of the knowledge graph reflecting the runtime state are useful for digital twins. In this paper, we discuss the basic concepts of semantic reflection, its applications for digital twins, and its connections to formal methods.",

author = "Eduard Kamburjan and Andrea Pferscher and Rudolf Schlatte and Riccardo Sieve and Tarifa, \{Silvia Lizeth Tapia\} and Johnsen, \{Einar Broch\}",

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language = "English",

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publisher = "Springer Nature Switzerland",

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editor = "Mike Hinchey and Bernhard Steffen",

booktitle = "The Combined Power of Research, Education, and Dissemination",

note = "Workshop on Language Models for Low-Resource Languages, LoResLM ; Conference date: 19-01-2025 Through 20-01-2025",

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Kamburjan, E, Pferscher, A, Schlatte, R, Sieve, R, Tarifa, SLT & Johnsen, EB 2024, Semantic Reflection and Digital Twins: A Comprehensive Overview. in M Hinchey & B Steffen (eds), The Combined Power of Research, Education, and Dissemination. Springer Nature Switzerland, Lecture Notes in Computer Science, vol. 15240, pp. 129–145, Workshop on Language Models for Low-Resource Languages, Abu Dhabi, United Arab Emirates, 19/01/2025. https://doi.org/10.1007/978-3-031-73887-6_11

Semantic Reflection and Digital Twins: A Comprehensive Overview. / Kamburjan, Eduard; Pferscher, Andrea; Schlatte, Rudolf et al.
The Combined Power of Research, Education, and Dissemination. ed. / Mike Hinchey; Bernhard Steffen. Springer Nature Switzerland, 2024. p. 129–145 (Lecture Notes in Computer Science, Vol. 15240).

Research output: Conference Article in Proceeding or Book/Report chapter › Book chapter › Research › peer-review

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AU - Kamburjan, Eduard

AU - Pferscher, Andrea

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AU - Sieve, Riccardo

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AU - Johnsen, Einar Broch

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AB - Semantic reflection combines reflection in programming languages with semantic technologies for knowledge representation. It enables a program to represent and query its own runtime state as a knowledge graph. The knowledge graphs reflecting program states can be combined with domain knowledge which allows queries about a program to be made in terms of a given domain vocabulary, as well as with external graph data. Both extensions of the knowledge graph reflecting the runtime state are useful for digital twins. In this paper, we discuss the basic concepts of semantic reflection, its applications for digital twins, and its connections to formal methods.

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ER -

Semantic Reflection and Digital Twins: A Comprehensive Overview

Abstract

Workshop

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Cite this