paper-with-me

Papers

A Formal Model for Artificial Intelligence Applications in Automation Systems

2024-07-03 · Marvin Schieseck, Philip Topalis, Lasse Reinpold, Felix Gehlhoff, Alexander Fay

The integration of Artificial Intelligence (AI) into automation systems has the potential to enhance efficiency and to address currently unsolved existing technical challenges. However, the industry-wide adoption of AI is hindered by the lack of standardized documentation for the complex compositions of automation systems, AI software, production hardware, and their interdependencies. This paper proposes a formal model using standards and ontologies to provide clear and structured documentation of AI applications in automation systems. The proposed information model for artificial intelligence in automation systems (AIAS) utilizes ontology design patterns to map and link various aspects of automation systems and AI software. Validated through a practical example, the model demonstrates its effectiveness in improving documentation practices and aiding the sustainable implementation of AI in industrial settings.

📄 PDF Abstract BibTeX arXiv:2407.03183

Code (1)

schiesem/aias-information-model 공식 구현

Methods 이 논문이 사용한 방법론

Ontology 설명 없음

Similar Papers 제목 키워드 기반

A Graphical Modeling Language for Artificial Intelligence Applications in Automation Systems

2023-06-20 · Marvin Schieseck, Philip Topalis, Alexander Fay

Artificial Intelligence (AI) applications in automation systems are usually distributed systems whose development and integration involve several experts. Each expert uses its own domain-specific modeling language and to…

System Safety and Artificial Intelligence

2022-02-18 · Roel I. J. Dobbe

This chapter formulates seven lessons for preventing harm in artificial intelligence (AI) systems based on insights from the field of system safety for software-based automation in safety-critical domains. New applicatio…

Decision MakingManagement

Foundations and Architectures of Artificial Intelligence for Motor Insurance

2026-03-19 · Teerapong Panboonyuen arxiv

This handbook presents a systematic treatment of the foundations and architectures of artificial intelligence for motor insurance, grounded in large-scale real-world deployment. It formalizes a vertically integrated AI p…

Representation LearningMultimodal Reasoning

Use of Artificial Intelligence Techniques / Applications in Cyber Defense

2019-05-24 · Ensar Şeker

Nowadays, considering the speed of the processes and the amount of data used in cyber defense, it cannot be expected to have an effective defense by using only human power without the help of automation systems. However,…

Introduction to the Artificial Intelligence that can be applied to the Network Automation Journey

2022-04-02 · Gilbert Moisio, Alexandre Gonzalvez, Noam Zeitoun

The computer network world is changing and the NetDevOps approach has brought the dynamics of applications and systems into the field of communication infrastructure. Businesses are changing and businesses are faced with…

Diversity