LLM-based Control Code Generation using Image Recognition

被引:0
|
作者
Koziolek, Heiko [1 ]
Koziolek, Anne [2 ]
机构
[1] ABB Res, Ladenburg, Germany
[2] Karlsruhe Inst Technol, Karlsruhe, Germany
关键词
Large language models; code generation; P&IDs; IEC; 61131-3; image recognition; industrial case study; industrial automation; PLC; DCS; ChatGPT; GPT4; MODELS;
D O I
10.1145/3643795.3648385
中图分类号
TP18 [人工智能理论];
学科分类号
081104 ; 0812 ; 0835 ; 1405 ;
摘要
LLM-based code generation could save significant manual efforts in industrial automation, where control engineers manually produce control logic for sophisticated production processes. Previous attempts in control logic code generation lacked methods to interpret schematic drawings from process engineers. Recent LLMs now combine image recognition, trained domain knowledge, and coding skills. We propose a novel LLM-based code generation method that generates IEC 61131-3 Structure Text control logic source code from Piping-and-Instrumentation Diagrams (P&IDs) using image recognition. We have evaluated the method in three case study with industrial P&IDs and provide first evidence on the feasibility of such a code generation besides experiences on image recognition glitches.
引用
收藏
页码:38 / 45
页数:8
相关论文
共 50 条
  • [31] LLM-based framework for bearing fault diagnosis
    Tao, Laifa
    Liu, Haifei
    Ning, Guoao
    Cao, Wenyan
    Huang, Bohao
    Lu, Chen
    MECHANICAL SYSTEMS AND SIGNAL PROCESSING, 2025, 224
  • [32] Interactive ChatBot for PDF Content Conversation Using an LLM Language Model LLM-Based PDF ChatBot
    Tin, Ting Tin
    Xuan, Seow Yu
    Ee, Wong Man
    Tiung, Lee Kuok
    Aitizaz, Ali
    INTERNATIONAL JOURNAL OF ADVANCED COMPUTER SCIENCE AND APPLICATIONS, 2024, 15 (09) : 1033 - 1039
  • [33] LLM-Based Extraction of Contradictions from Patents
    Trapp, Stefan
    Warschat, Joachim
    WORLD CONFERENCE OF AI-POWERED INNOVATION AND INVENTIVE DESIGN, PT I, TFC 2024, 2025, 735 : 3 - 19
  • [34] MyLearningTalk: An LLM-Based Intelligent Tutoring System
    Piro, Ludovica
    Bianchi, Tommaso
    Alessandrelli, Luca
    Chizzola, Andrea
    Casiraghi, Daniela
    Sancassani, Susanna
    Gatti, Nicola
    WEB ENGINEERING, ICWE 2024, 2024, 14629 : 428 - 431
  • [35] LLM-Based Student Plan Generation for Adaptive Scaffolding in Game-Based Learning Environments
    Goslen, Alex
    Kim, Yeo Jin
    Rowe, Jonathan
    Lester, James
    INTERNATIONAL JOURNAL OF ARTIFICIAL INTELLIGENCE IN EDUCATION, 2024,
  • [36] ShieldGPT: An LLM-based Framework for DDoS Mitigation
    Wang, Tongze
    Xie, Xiaohui
    Zhang, Lei
    Wang, Chuyi
    Zhang, Liang
    Cui, Yong
    PROCEEDINGS OF THE 8TH ASIA-PACIFIC WORKSHOP ON NETWORKING, APNET 2024, 2024, : 108 - 114
  • [37] LLM-based classifiers for discovering mental disorders
    Nowacki, Arkadiusz
    Sitek, Wojciech
    Rybinski, Henryk
    JOURNAL OF INTELLIGENT INFORMATION SYSTEMS, 2025,
  • [38] ECG: Augmenting Embedded Operating System Fuzzing via LLM-Based Corpus Generation
    Zhang, Qiang
    Shen, Yuheng
    Liu, Jianzhong
    Xu, Yiru
    Shi, Heyuan
    Jiang, Yu
    Chang, Wanli
    IEEE TRANSACTIONS ON COMPUTER-AIDED DESIGN OF INTEGRATED CIRCUITS AND SYSTEMS, 2024, 43 (11) : 4238 - 4249
  • [39] Using Cipherbot: An Exploratory Analysis of Student Interaction with an LLM-Based Educational Chatbot
    Salminen, Joni
    Jung, Soon-gyo
    Medina, Johanne
    Aldous, Kholoud
    Azem, Jinan
    Akhtar, Waleed
    Jansen, Bernard J.
    PROCEEDINGS OF THE ELEVENTH ACM CONFERENCE ON LEARNING@SCALE, L@S 2024, 2024, : 279 - 283
  • [40] GUARDIAN: A Runtime Framework for LLM-Based UI Exploration
    Ran, Dezhi
    Wang, Hao
    Song, Zihe
    Wu, Mengzhou
    Cao, Yuan
    Zhang, Ying
    Yang, Wei
    Xie, Tao
    PROCEEDINGS OF THE 33RD ACM SIGSOFT INTERNATIONAL SYMPOSIUM ON SOFTWARE TESTING AND ANALYSIS, ISSTA 2024, 2024, : 958 - 970