A Deep Learning and Metaheuristic Optimization Framework for Predictive Maintenance Scheduling and Decision Support in Smart Industrial Systems

Kanit Yoosomboon; Pastraporn Thipayasothorn; Sirisyos Kijmongkolvanich; Songwut Egwutvongsa

doi:10.31181/dmame8120251460

Authors

Kanit Yoosomboon Department of Architectural Education and Design, King Mongkut’s Institute of Technology Ladkrabang, Thailand. https://orcid.org/0000-0001-9555-1902
Pastraporn Thipayasothorn Department of Architectural Education and Design, King Mongkut’s Institute of Technology Ladkrabang, Thailand. https://orcid.org/0000-0001-9555-1902
Sirisyos Kijmongkolvanich Faculty of Fine Arts and Architecture, Rajamangala University of Technology Lanna, Thailand. https://orcid.org/0000-0001-9555-1902
Songwut Egwutvongsa Department of Architectural Education and Design, King Mongkut’s Institute of Technology Ladkrabang, Thailand. https://orcid.org/0000-0001-9555-1902

DOI:

https://doi.org/10.31181/dmame8120251460

Keywords:

Sustainable Development, Self-Reliance, Micro-Entrepreneurs, Packaging Innovation, Decision-Making Model.

Abstract

This study aimed to construct a comprehensive framework that fosters autonomous decision-making among Thai micro-entrepreneurs located in the lower central region, with an emphasis on enhancing packaging innovation and supporting long-term sustainable development. A quantitative research approach was adopted, utilising a stratified sampling method to gather data from a total of 316 respondents. Path analysis was employed to examine the underlying dimensions that affect self-reliance in packaging innovation. The analysis identified four principal dimensions as vital for achieving sustainable packaging design: technological competence, economic independence, psychological resilience, and socio-cultural integration. The findings also indicated that technological self-reliance exerted an indirect influence on socio-cultural integration, with culturally oriented design perspectives accounting for 19.6 percent of the variance observed. The outcomes underscore the significance of community-based decision-making frameworks that empower micro-entrepreneurs. These models hold potential to inform policy interventions and shape educational content directed at sustainable practice adoption, especially within the context of developing nations aiming to reinforce community resilience. The study offers a transferable model that demonstrates how community participation can be effectively connected to innovative packaging strategies. This approach promotes both economic sustainability and the preservation of cultural identity among micro-enterprises operating within the small business sector.

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