Mapping Methodologies and Research Gaps in Remanufacturing Policy: A Bibliometric Insight Toward Circular Sustainability
1Department of Industrial and Systems Engineering, Institut Teknologi Sepuluh Nopember, Indonesia
2Department of Industrial Engineering, Universitas Ahmad Dahlan, Indonesia
3Department of Informatics, Institut Teknologi Sepuluh Nopember, Indonesia
*Author to whom correspondence should be addressed:
E-mail: tatbita.suhariyanto@ie.uad.ac.id (TTS)
E-mail: tatbita.suhariyanto@ie.uad.ac.id (TTS)
Received: May 28, 2025 | Revised: July 14, 2025 | Accepted: December 22, 2025 | Published: March 2026
Abstract
This study presents a bibliometric analysis of remanufacturing policy research, focusing on key methodologies, thematic clusters, and trends that shape the field. The research explores policy frameworks supporting circular economy principles, resource efficiency, and environmental sustainability. By mapping research methodologies such as Life Cycle Assessment (LCA), simulation modeling, and optimization models, this study highlights their applications in remanufacturing policies and decision-making. The findings indicate that while reverse logistics, closed-loop supply chains, and sustainability policies are central themes, emerging areas like carbon emissions, pricing models, and game theory remain underexplored. The study identifies gaps in policy-focused research, emphasizing the need for interdisciplinary approaches integrating economic, regulatory, and technological dimensions. Recommendations for future research include enhancing policy-driven modeling, incorporating agent-based modeling and simulation (ABMS) and system dynamics (SD), and expanding the role of decision support systems. These insights contribute to advancing sustainable remanufacturing policies aligned with circular sustainability goals.
Keywords
circular sustainability; closed-loop supply chain; decision support systems; environmental policy; optimization modeling; remanufacturing policy; reverse logistics
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References
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- 2) What are the commonly used research methodologies in remanufacturing policy research, and how are they linked to specific policy focus areas and decision-making tools?
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- 4) What trends and gaps exist in remanufacturing policy research methodologies, and how can these be addressed to align with sustainability and policy goals?
- 5) Data Collection and Verification
- 6) Screen, Refine, and Verify the Dataset
- 7) Running and Summarizing the Co-Occurrence Analysis
- 8) Analyze and Interpret the Results
- 9) Report and Disseminate Findings
- 10) Results and Discussion
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- 12) Cluster 1: Sustainability and Circular Economy
- 13) Cluster 2: Optimization and Control Policies
- 14) Cluster 3: Reverse Logistics and Inventory Control
- 15) Cluster 4: Environmental Policy and Decision Support
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- 17) Cluster 6: Supply Chain Management and System Dynamics (SD)
- 18) Cluster 7: Pricing and Game Theory
- 19) Cluster 8: Carbon Emissions and Core Acquisition
- 20) Cluster 9: Carbon Cap-and-Trade and Collection
- 21) Cluster 10: Preventive Maintenance and Sensor-Embedded Products
- 22) Distribution of methodologies across clusters
- 23) Thematic Clusters and Keyword Analysis
- 24) Network Visualization: Core Research Themes and Their Connections
- 25) Overlay Visualization: Evolution of Research Trends Over Time
- 26) Density Visualization: Areas of High and Low Research Concentration
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- 129) P. Saraswat, and R. Agrawal, "Artificial intelligence as key enabler for sustainable maintenance in the manufacturing industry: scope & challenges," Evergreen, 10 (4) 2490-2497 (2023) doi:10.5109/7162012
- 130) S.M. S, V. Jain, G. Kalyan Kumar, and Z.Z. Khan, "Using Artificial Intelligence (AI) and Internet of Things (IoT) for Improving Network Security by Hybrid Cryptography Approach," 2023
- 131) A. Suzianti, S.M. Peranginangin, and S.N. Fathia, "Strategic Design to Increase Consumer Purchase Intentions for Sustainable Fashion Products Using Theory of Planned Behavior," 2024
- 132) M. Shariful Islam, K.M. Ariful Kabir, M. Shariful Islam, and B. Baran Saha, "The Perception of Consumers Towards Microalgae as an Alternative Food Resource in Bangladesh: A Contingent Valuation Approach," 2023
- 133) A. Yudhistira, T. Ardiansah, S. Maryana, Y. Yadin, and R. Oktaviani, "Development of Multi-Attribute Utility Theory Methods in Dynamic Decision Models Using Change-Data Driven," 2024
Other Papers in This Issue
- Seismic Microzonation in Padaherang Subdistrict Using Microtremor Analysis for Disaster Risk Mitigation
T. Setiadi et al. (2026) - Conceptual Models of Hybrid CO2-EOR Storage in East Kalimantan Based on Source-Sink Matching for Improving Oil Recovery and Pursuing Net Zero Emission
Sugihardjo et al. (2026) - A System Dynamics Approach to Evaluating Biomass-Coal Co-Firing in Indonesia: An Integrated Technical, Economic, Environmental and Social Framework
R. Jati et al. (2026) - Comparative Performance of High-End and Economical Stethoscopes in Automated Auscultation
N. Pratiwi et al. (2026) - IoT-Based CNC Coolant Quality Detection using Photodiode and Gas Sensors with Incremental Learning Algorithms
A. Zuhri et al. (2026) - Mode Shift Analysis from Private Car to Public Transport in Reducing Car Use and Improving Traffic Performance for Sustainable Transportation
A. Utami, A. Nurhidayat (2026) - Indonesia’s CO2 Storage Resources Maturity to Support Low-Emission Energy Systems
Usman et al. (2026) - A Spearman-Based Assessment of Oceanographic Parameters Influences on Biofouling Mitigation through Averrhoa bilimbi Leaf Extract
W. Sakinah et al. (2026) - Impact of NH₃ Injection Location on NOx Emissions and Temperature Distribution in LPG-Based Cofiring Systems
Cahyadi et al. (2026)









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