Flexible job shop scheduling problem under Industry 5.0: A survey on human reintegration, environmental consideration and resilience improvement

Destouet, Candice; Tlahig, Houda; Bettayeb, Belgacem; Mazari, B.

doi:10.1016/j.jmsy.2023.01.004

Cited by 58 publications

(28 citation statements)

References 166 publications

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“…, 2022; Yuan et al. , 2022) and optimizing organizational processes (Destouet et al. , 2023; Redchuk et al.…”

Section: Research Gapsmentioning

confidence: 99%

“…That is, most studies have presented the options that the managers have if they want to avoid corporate amnesia, but they have not provided a viable tool for selecting the most appropriate option. This aspect is critical given that managers are always dealing with limited resources and unlimited needs, so they cannot test each and every solution to see if it works in their company while reconfiguring the value chains (Vereycken et al, 2022;Yuan et al, 2022) and optimizing organizational processes (Destouet et al, 2023;Redchuk et al, 2023). Against this backdrop, the current research provides a viable tool for selecting the most appropriate strategy to avoid corporate amnesia.…”

Section: Research Gapsmentioning

confidence: 99%

See 1 more Smart Citation

Preparing for Industry 5.0: a methodology for avoiding corporate amnesia

Leon,

Rodríguez-Rodríguez,

Alfaro-Saiz

2023

IMDS

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PurposeThis research sought to identify the best strategy for avoiding corporate amnesia in the context of the Industry 5.0 and an aging society.Design/methodology/approachTo achieve this goal, a multi-phase methodology based on analytic network process was proposed and tested in one of the biggest companies in the bakery industry.FindingsThe results highlight that online communities of practice and storytelling are the best way to avoid corporate amnesia. The most important factors are commitment, work satisfaction and organizational culture. Commitment and work satisfaction also enhance the use of online communities of practice, while work satisfaction and organizational culture foster the use of storytelling.Originality/valueThis article proposes a nexus between knowledge management and operations management. This research also presents a decision-making tool that can help managers determine the most appropriate strategy for avoiding corporate amnesia.

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“…, 2022; Yuan et al. , 2022) and optimizing organizational processes (Destouet et al. , 2023; Redchuk et al.…”

Section: Research Gapsmentioning

confidence: 99%

Section: Research Gapsmentioning

confidence: 99%

Preparing for Industry 5.0: a methodology for avoiding corporate amnesia

Leon,

Rodríguez-Rodríguez,

Alfaro-Saiz

2023

IMDS

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“…However, the challenges of long research cycles and expensive investment costs present formidable obstacles that are not easily surmounted 2 . Several studies have demonstrated that energy consumption can be effectively reduced through the implementation of green scheduling, which involves the consideration of traditional scheduling objectives and environmental factors 3 , 4 . In sustainable manufacturing, the energy issue is taken into account at three levels: the product level, the machine level, and the production system level 5 .…”

Section: Introductionmentioning

confidence: 99%

Learning dispatching rules via novel genetic programming with feature selection in energy-aware dynamic job-shop scheduling

2023

Sci Rep

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The incorporation of energy conservation measures into production efficiency is widely recognized as a crucial aspect of contemporary industry. This study aims to develop interpretable and high-quality dispatching rules for energy-aware dynamic job shop scheduling (EDJSS). In comparison to the traditional modeling methods, this paper proposes a novel genetic programming with online feature selection mechanism to learn dispatching rules automatically. The idea of the novel GP method is to achieve a progressive transition from exploration to exploitation by relating the level of population diversity to the stopping criteria and elapsed duration. We hypothesize that diverse and promising individuals obtained from the novel GP method can guide the feature selection to design competitive rules. The proposed approach is compared with three GP-based algorithms and 20 benchmark rules in the different job shop conditions and scheduling objectives considered energy consumption. Experiments show that the proposed approach greatly outperforms the compared methods in generating more interpretable and effective rules. Overall, the average improvement over the best-evolved rules by the other three GP-based algorithms is 12.67%, 15.38%, and 11.59% in the meakspan with energy consumption (EMS), mean weighted tardiness with energy consumption (EMWT), and mean flow time with energy consumption (EMFT) scenarios, respectively.

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“…The progression of the Industrial Revolution is evident through its various phases, transitioning from Industry 1.0's essential mechanization to the sophisticated digitization seen in Industry 4.0 (Destouet et al, 2023). Now, the global arena is advancing towards Industry 5.0.…”

Section: Introductionmentioning

confidence: 99%

“…Delving deep, this review shines a light on the recent breakthroughs in Industry 5.0, its foundational technologies, and the intertwined challenges and prospects it ushers in for manufacturing. Highlighting environmental sustainability, avant-garde process technology, and energy thriftiness as pivotal axes (Demir et al, 2019;Destouet et al, 2023), the potential for Indonesia to refine these facets through Industry 5.0's lens is significant. This discourse aims to bequeath discerning insights, enabling Indonesia to navigate this transformative era and reap its advantages.…”

Section: Introductionmentioning

confidence: 99%

Global Context of Industry 5.0 : Current Trends and Challenges in Indonesia

Rame,

Purwanto Purwanto,

Sudarno Sudarno

2023

j.ris.technol.pencegah.

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Industry 5.0, the latest advancement in production processes, emphasizes a collaborative and human-centered approach to manufacturing. This paradigm shift incorporates 3D printing, Augmented Reality (AR), Virtual Reality (VR), the Internet of Things (IoT), and Artificial Intelligence (AI) to potentially enhance environmental sustainability, process technology, and energy conservation. Although Industry 5.0 offers significant opportunities, its implementation in Indonesia faces several challenges, such as infrastructure development, human resource competency enhancement, and the establishment of supportive laws and regulations. Collaboration among government, industry, and academic institutions drives innovation and research. This review article examines the current state of Industry 5.0, the underlying technology, and the obstacles and opportunities in adopting this novel manufacturing approach. It highlights environmental impact, process technology, and energy conservation as critical areas for consideration. Indonesia can substantially improve these areas by leveraging the potential of Industry 5.0 and overcoming these challenges. The paper offers insights into Indonesia's integration of Industry 5.0 and explores the benefits this new paradigm can bring to the nation.

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Flexible job shop scheduling problem under Industry 5.0: A survey on human reintegration, environmental consideration and resilience improvement

Cited by 58 publications

References 166 publications

Preparing for Industry 5.0: a methodology for avoiding corporate amnesia

Preparing for Industry 5.0: a methodology for avoiding corporate amnesia

Learning dispatching rules via novel genetic programming with feature selection in energy-aware dynamic job-shop scheduling

Global Context of Industry 5.0 : Current Trends and Challenges in Indonesia

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