{"title":"Implementing circular economy principles in micro heat sink development: A techno-economic-sustainability analysis","authors":"Mohammad Harris, Hongwei Wu","doi":"10.1016/j.jclepro.2025.146731","DOIUrl":null,"url":null,"abstract":"<div><div>Sustainable manufacturing solutions are urgently needed with rising environmental pressures and cost volatility. This paper investigates sustainable product development strategies for micro heat sinks by integrating circular economy principles, emerging technologies, and green manufacturing practices. Analysing a UK–China cross-case hybrid production model, the study compares strategies in terms of energy efficiency, cost savings, and environmental impact. The hybrid approach balances economic, ecological, and resource consumption goals by producing simpler components in-house while outsourcing complex parts. Results show a 19 % reduction in carbon emissions, 29 % energy savings, and 43 % cost reduction. Sustainable design, green manufacturing, and end-of-life management further contribute to environmental benefits. Machine learning models validated the cost-saving outcomes, achieving R<sup>2</sup> values exceeding 0.98. Finally, the study proposes a Sustainable Hybrid Intelligence Framework (SHIF) to demonstrate the feasibility of hybrid manufacturing as a sustainable solution for future micro heat sink production.</div></div>","PeriodicalId":349,"journal":{"name":"Journal of Cleaner Production","volume":"527 ","pages":"Article 146731"},"PeriodicalIF":10.0000,"publicationDate":"2025-09-29","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":null,"platform":"Semanticscholar","paperid":null,"PeriodicalName":"Journal of Cleaner Production","FirstCategoryId":"93","ListUrlMain":"https://www.sciencedirect.com/science/article/pii/S0959652625020815","RegionNum":1,"RegionCategory":"环境科学与生态学","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"Q1","JCRName":"ENGINEERING, ENVIRONMENTAL","Score":null,"Total":0}
引用次数: 0
Abstract
Sustainable manufacturing solutions are urgently needed with rising environmental pressures and cost volatility. This paper investigates sustainable product development strategies for micro heat sinks by integrating circular economy principles, emerging technologies, and green manufacturing practices. Analysing a UK–China cross-case hybrid production model, the study compares strategies in terms of energy efficiency, cost savings, and environmental impact. The hybrid approach balances economic, ecological, and resource consumption goals by producing simpler components in-house while outsourcing complex parts. Results show a 19 % reduction in carbon emissions, 29 % energy savings, and 43 % cost reduction. Sustainable design, green manufacturing, and end-of-life management further contribute to environmental benefits. Machine learning models validated the cost-saving outcomes, achieving R2 values exceeding 0.98. Finally, the study proposes a Sustainable Hybrid Intelligence Framework (SHIF) to demonstrate the feasibility of hybrid manufacturing as a sustainable solution for future micro heat sink production.
期刊介绍:
The Journal of Cleaner Production is an international, transdisciplinary journal that addresses and discusses theoretical and practical Cleaner Production, Environmental, and Sustainability issues. It aims to help societies become more sustainable by focusing on the concept of 'Cleaner Production', which aims at preventing waste production and increasing efficiencies in energy, water, resources, and human capital use. The journal serves as a platform for corporations, governments, education institutions, regions, and societies to engage in discussions and research related to Cleaner Production, environmental, and sustainability practices.