Data-Driven Decision-Making method for Functional Upgrade Remanufacturing of used products based on Multi-Life Customization Scenarios

Bin, Wu; Jiang, Zhigang; Zhu, Shuo; Zhang, Hua; Wang, Yan; Zhang, Yuping

doi:10.1016/j.jclepro.2021.130238

Cited by 9 publications

(4 citation statements)

References 50 publications

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“…Commercial software and hardware components often have a shorter lifespan than the expected lifespan of the entire system (Bowlds et al, 2018;Wu et al, 2022). Rapid software evolution requires frequent updates and increases costs (Alelyani et al, 2019).…”

Section: Obsolescencementioning

confidence: 99%

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Understanding the opportunities and challenges of building automation and control systems to support facility management – an extensive literature review

van Roosmale,

Audenaert,

Meysman

2024

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Purpose This paper aims to highlight the expanding link between facility management (FM) and building automation and control systems (BACS) through a review of literature. It examines the opportunities and challenges of BACS for facility managers and proposes solutions for mitigating the risks associated with BACS implementation. Design/methodology/approach This paper reviews various research papers to explore the positive influences of BACS on FM, such as support with strategic decision-making, predictive maintenance, energy efficiency and comfort improvement. It also discusses the challenges of BACS, including obsolescence, interoperability, vendor lock-in, reliability and security risks and suggests potential solutions based on existing literature. Findings BACS offers numerous opportunities for facility managers, such as improved decision-making, energy efficiency and comfort levels in office buildings. However, there are also risks associated with BACS implementation, including obsolescence, interoperability, vendor lock-in, reliability and security risks. These risks can be mitigated through measures such as hardware and software obsolescence management plans, functional requirement lists, wireless communication protocols, advanced feedback systems and increased awareness about BACS security. Originality/value To the best of the authors’ knowledge, no prior academic research has been conducted on the expanding link between FM and BACS. Although some papers have touched upon the opportunities and challenges of BACS for FM, this paper aims to provide a comprehensive overview of these findings by consolidating existing literature.

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Section: Obsolescencementioning

confidence: 99%

“…Commercial software and hardware components often have a shorter lifespan than the expected lifespan of the entire system (Bowlds et al. , 2018; Wu et al. , 2022).…”

Section: Challenges Of Building Automation and Control Systems For Fa...mentioning

confidence: 99%

Understanding the opportunities and challenges of building automation and control systems to support facility management – an extensive literature review

van Roosmale,

Audenaert,

Meysman

2024

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“…Thus, the environmental pollution caused during the remanufacturing process is less than the pollution caused by the manufacturing of new products [79]. Therefore, it is one of the effective strategies for the sustainable consumption and production of EEE by extending e-waste's lifecycle [80,81].…”

Section: Refurbishing E-wastementioning

confidence: 99%

Challenges and Opportunities in the Management of Electronic Waste and Its Impact on Human Health and Environment

Ghulam

Abushammala

2023

Sustainability

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Electronic waste (e-waste) is the fastest-growing class of waste because of the remarkable demand for various electronic gadgets such as mobiles and laptops. Moreover, its improper disposal is life-threatening because it includes hundreds of different substances, many of which are toxic elements and pollutants that can leach to soil and surface and groundwater or be emitted into the air, causing a major negative impact on the environment and public health. As a result, studies on the sustainable management of e-waste have gained increasing attention from researchers globally in the last decade to explore practical strategies to reduce or utilize this special waste. This review aims to provide an in-depth understanding of the major aspects of e-waste, including its definition, composition, and the impact of its end-of-life disposal on human health and the environment, while also focusing on some practical sustainable solutions and strategies toward effective e-waste management. It will also discuss the production of electronics; global demand and the mining boom; and the pollution caused by mining. It will also highlight the importance of effective governmental regulations, with which electronics producers, e-waste generators, and recycling facilities should comply. The research perspectives and orientations highlighted within this review can help in providing guidelines for future research studies and in exploring opportunities for more effective management of e-waste toward a circular economy and sustainable development.

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“…With the development of information technologies, that is, Internet of Things (IoT), cyber-physical system, the data from material flow, energy flow, and waste flow of remanufacturing systems can be collected more conveniently than before, and have shown tremendous advantages in remanufacturing cost prediction, ecological performance evaluation of remanufacturing systems, remanufacturability evaluation. [42][43][44][45] It gives a novel idea for data-driven carbon footprint analysis of remanufacturing systems.…”

Section: Literature Reviewmentioning

confidence: 99%

A multisource data‐driven approach for carbon footprint analysis of remanufacturing systems

Yan,

He,

Zhang

2023

Energy Science & Engineering

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The remanufacturing industry is experiencing significant growth, resulting in a substantial increase in its carbon footprint. Unfortunately, this issue is not receiving adequate attention at present. Moreover, existing methods for analyzing carbon footprints in remanufacturing systems are inefficient and inaccurate due to the complex relationship between carbon emissions and the dynamic nature of the systems. In this paper, we propose a multisource data‐driven approach for carbon footprint analysis of remanufacturing systems. First, we examine the relationship between carbon emissions and the uncertainty surrounding end‐of‐life (EOL) product components, as well as the corresponding resource recovery strategies, such as reuse, recycle, and remanufacture. This analysis allows us to define the carbon footprint boundary of remanufacturing systems. Next, we establish a carbon footprint model for recycling strategies using recycling data. Additionally, we propose a carbon footprint model for remanufacture strategies by utilizing the back propagation neural network based on particle swarm optimization algorithm and data from the materials flow, energy flow, and waste flow of these strategies. By combining these models, we can accurately calculate the carbon footprint of remanufacturing systems. To demonstrate the effectiveness of our approach, we present a case study on the remanufacturing of an EOL automobile engine. This case study showcases how our methodology can be utilized as a valuable tool for analyzing carbon footprints and identifying strategies to reduce carbon emissions in remanufacturing systems.

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Data-Driven Decision-Making method for Functional Upgrade Remanufacturing of used products based on Multi-Life Customization Scenarios

Cited by 9 publications

References 50 publications

Understanding the opportunities and challenges of building automation and control systems to support facility management – an extensive literature review

Understanding the opportunities and challenges of building automation and control systems to support facility management – an extensive literature review

Challenges and Opportunities in the Management of Electronic Waste and Its Impact on Human Health and Environment

A multisource data‐driven approach for carbon footprint analysis of remanufacturing systems

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