앙상블 인공지능 모델을 활용한 안전관리 자율운영 플랫폼 설계Safety Autonomous Platform Design with Ensemble AI Models
- Other Titles
- Safety Autonomous Platform Design with Ensemble AI Models
- Authors
- 이동엽; 임대식; 우수정; 문영호; 김민정; 이준원
- Issue Date
- Feb-2024
- Publisher
- 한국항행학회
- Keywords
- Autonomous platform; Ensemble AI; Safety management; Power industry; Safety rule.
- Citation
- 한국항행학회논문지, v.28, no.1, pp 159 - 162
- Pages
- 4
- Journal Title
- 한국항행학회논문지
- Volume
- 28
- Number
- 1
- Start Page
- 159
- End Page
- 162
- URI
- https://scholarworks.bwise.kr/ssu/handle/2018.sw.ssu/49306
- DOI
- 10.12673/jant.2024.28.1.159
- ISSN
- 1226-9026
- Abstract
- This paper proposes a novel safety autonomous platform (SAP) architecture that can automatically and precisely manage on-site safety through ensemble artificial intelligence models generated from video information, worker’s biometric information, and the safety rule to estimate the risk index. We practically designed the proposed SAP architecture by the Hadoop ecosystem with Kafka/NiFi, Spark/Hive, Hue, ELK (Elasticsearch, Logstash, Kibana), Ansible, etc., and confirmed that it worked well with safety mobility gateways for providing various safety applications.
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