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Retrieval Augmented Generated for Earth Fault Simulation

  • Faculty of Electrical Technology
  • Institut Teknologi Sepuluh Nopember
  • Department of Electrical Engineering

Research output: Chapter in Book/Report/Conference proceeding › Conference contribution › peer-review

1 Citation (Scopus)

Abstract

Ship electrical troubleshooting remains a challenging process and requires a lot of practice. A simulated learning media has been developed to train students to solve electrical problems. To achieve optimal outcomes, students require training guidance, but the availability of mentor-discussion guidance is constrained by time and resources. It is proposed the use of a chatbot for effective consultation by incorporating a Retrieval-Augmented Generation (RAG) approach. This technique enables the chatbot to pull information from a predefined set of documents or a knowledge base when answering questions. The test results indicated that the model achieved a reach of Faithfulness of 93,095 %, Answer Relevance of 98,299%, and Answer Correctness of 77,093 %. This greatly improves the quality and depth of the answers, offering trainees a richer learning experience.

Original languageEnglish
Title of host publicationProceedings of the International Conference on Computer Engineering, Network and Intelligent Multimedia, CENIM 2024
PublisherInstitute of Electrical and Electronics Engineers Inc.
ISBN (Electronic)9798350368802
DOIs
Publication statusPublished - 2024
Event2024 International Conference on Computer Engineering, Network and Intelligent Multimedia, CENIM 2024 - Hybrid, Surabaya, Indonesia
Duration: 19 Nov 2024 → 20 Nov 2024

Publication series

NameProceedings of the International Conference on Computer Engineering, Network and Intelligent Multimedia, CENIM 2024

Conference

Conference2024 International Conference on Computer Engineering, Network and Intelligent Multimedia, CENIM 2024
Country/TerritoryIndonesia
CityHybrid, Surabaya
Period19/11/24 → 20/11/24

Keywords

  • Chatbot
  • Earth Fault Simulation
  • Retrieval-Augmented Generation

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