AI-Based Multi-Objective Optimization Algorithm for Intelligent School Lunch Menu Planning System

Po I. Shen, De Syuan Huang, Jeen Shing Wang, Ya Ting C. Yang

Research output: Chapter in Book/Report/Conference proceedingConference contribution

Abstract

This study developed an AI-based intelligent menu planning system that integrates big data analytics and nutritional expertise to automate the generation of school lunch menus that meet nutritional standards. The system's algorithm consists of four key processes: (1) data preprocessing, (2) menu reshuffling, (3) menu extraction, and (4) menu optimization. Historical menus are reorganized and selected through multi-criteria decision analysis (MCDA), and further optimized using an optimization-based recommendation model (OMRM) and multi-objective optimization to ensure appropriate portions of the six major food groups. A field study involving 10 schools demonstrated that the system significantly aids nutritionists and lunch administrators in generating balanced menus while reducing planning time by an average of 20 minutes. Additionally, it was confirmed that the menus generated by the system were more nutritionally balanced compared to those created manually by experienced dietitians, particularly in achieving the correct portion sizes for the six major food groups.

Original languageEnglish
Title of host publicationProceedings - 2024 12th International Symposium on Computing and Networking Workshops, CANDARW 2024
PublisherInstitute of Electrical and Electronics Engineers Inc.
Pages406-408
Number of pages3
ISBN (Electronic)9798331505349
DOIs
Publication statusPublished - 2024
Event12th International Symposium on Computing and Networking Workshops, CANDARW 2024 - Naha, Japan
Duration: 2024 Nov 262024 Nov 29

Publication series

NameProceedings - 2024 12th International Symposium on Computing and Networking Workshops, CANDARW 2024

Conference

Conference12th International Symposium on Computing and Networking Workshops, CANDARW 2024
Country/TerritoryJapan
CityNaha
Period24-11-2624-11-29

All Science Journal Classification (ASJC) codes

  • Computer Science Applications
  • Computer Vision and Pattern Recognition
  • Computer Networks and Communications
  • Information Systems and Management
  • Control and Optimization
  • Artificial Intelligence

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