Adaptive analytical approach to lean and green operations

JOURNAL OF CLEANER PRODUCTION

卷:235

Article

Leong, Wei Dong¹  Teng, Sin Yong^2,3  How, Bing Shen⁴  Ngan, Sue Lin¹  Lam, Hon Loong¹  Tan, Chee Pin^5,6  Ponnambalam, S. G.⁷ 

[1] Univ Nottingham, Dept Chem & Environm Engn, Malaysia Campus, Selangor, Malaysia

[2] Brno Univ Technol, Inst Proc Engn, Tech 2896-2, Brno 61669, Czech Republic

[3] NETME Ctr, Tech 2896-2, Brno 61669, Czech Republic

[4] Swinburne Univ Technol, Sarawak Campus,Jalan Simpang Tiga, Kuching 93350, Sarawak, Malaysia

[5] Monash Univ Malaysia, Sch Engn, Jalan Lagoon Selatan, Sunway 47500, Selangor, Malaysia

[6] Monash Univ Malaysia, Adv Engn Platform, Jalan Lagoon Selatan, Sunway 47500, Selangor, Malaysia

[7] Univ Malaysia Pahang, Fac Mech & Mfg Engn, Pekan 26600, Pahang Darul Ma, Malaysia

关键词: Lean & green manufacturing;    Lean and green index;    Back-propagation;    Machine learning;    Process optimisation;   

DOI  :  10.1016/j.jclepro.2019.06.143

来源: Elsevier

【 摘 要 】

Recent problems faced by industrial players commonly relates to global warming and depletion of resources. This situation highlights the importance of improvement solutions for industrial operations and environmental performances. Based on interviews and literature studies, manpower, machine, material, money and environment are known as the foundation resources to fulfil the facility's operation. The most critical and common challenge that is being faced by the industrialists is to perform continuous improvement effectively. The needs to develop a systematic framework to assist and guide the industrialist to achieve lean and green is growing rapidly. In this paper, a novel development of an adaptive analytic model for lean and green operation and processing is presented. The development of lean and green index will act as a benchmarking tool for the industrialist. This work uses the analytic hierarchy process to obtain experts opinion in determining the priority of the lean and green components and indicators. The application of backpropagation optimisation method will further enhance the lean and green model in guiding the industrialist for continuous improvement. An actual industry case study (combine heat and power plant) will be presented with the proposed lean and green model. The model is expected to enhance processing plant performance in a systematic lean and green manner. (C) 2019 Published by Elsevier Ltd.

【 授权许可】

Free