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Contributions of artificial intelligence for circular economy transition leading toward sustainability: an explorative study in agriculture and food industries of Pakistan

Author

Listed:
  • Zain Anwar Ali

    (Jiaying University
    Sir Syed University of Engineering and Technology)

  • Mahreen Zain

    (Nanjing University of Aeronautics and Astronautics)

  • M. Salman Pathan

    (Maynooth University)

  • Peter Mooney

    (Maynooth University)

Abstract

Circular economy (CE) regenerates nature by introducing circularity in economic systems. It tackles various global challenges of sustainability, specifically in the agriculture and food sectors. Digital technologies support its implementations; especially, artificial intelligence (AI) is acquiring momentum. In this regard through algorithms, remote sensors, drones etc must be incorporated to achieve the desired target. The current studies provide bounded investigations of AI-driven CE exclusively in Pakistan. The main purpose of this paper is to elaborate on AI support in the implementation of CE practices and to explore the current waste situation in Pakistan and the implementations of CE and AI-driven CE practices in it. Inductive research is conducted in two stages. On the one hand, the theory is developed to evaluate the CE concept and AI techniques to strengthen its practices. On the other hand, a framework is proposed for multi-purpose case studies in the agriculture and food industries of Pakistan to integrate capabilities of CE and CE driven by AI. The outcomes of this research reveal that the true value of AI lies in the transition of CE and recommends that Pakistan must take some crucial measures to boost these practices to achieve sustainable development goals. Some limitations and future research proposals are also provided. The study helps researchers, companies and institues to participate positively towards the Circular Economy goal achievement by imlementing the AI.

Suggested Citation

  • Zain Anwar Ali & Mahreen Zain & M. Salman Pathan & Peter Mooney, 2024. "Contributions of artificial intelligence for circular economy transition leading toward sustainability: an explorative study in agriculture and food industries of Pakistan," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 26(8), pages 19131-19175, August.
    • Handle: RePEc:spr:endesu:v:26:y:2024:i:8:d:10.1007_s10668-023-03458-9
    DOI: 10.1007/s10668-023-03458-9
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    References listed on IDEAS

    as
    1. Tamer Y. A. Fahmy & Yehia Fahmy & Fardous Mobarak & Mohamed El-Sakhawy & Ragab E. Abou-Zeid, 2020. "Biomass pyrolysis: past, present, and future," Environment, Development and Sustainability: A Multidisciplinary Approach to the Theory and Practice of Sustainable Development, Springer, vol. 22(1), pages 17-32, January.
    2. Divya Tiwari & Jill Miscandlon & Ashutosh Tiwari & Geraint W. Jewell, 2021. "A Review of Circular Economy Research for Electric Motors and the Role of Industry 4.0 Technologies," Sustainability, MDPI, vol. 13(17), pages 1-19, August.
    3. Khayyam, Hamid & Naebe, Minoo & Milani, Abbas S. & Fakhrhoseini, Seyed Mousa & Date, Abhijit & Shabani, Bahman & Atkiss, Steve & Ramakrishna, Seeram & Fox, Bronwyn & Jazar, Reza N., 2021. "Improving energy efficiency of carbon fiber manufacturing through waste heat recovery: A circular economy approach with machine learning," Energy, Elsevier, vol. 225(C).
    4. Federica Scaffidi, 2022. "Regional Implications of the Circular Economy and Food Greentech Companies," Sustainability, MDPI, vol. 14(15), pages 1-19, July.
    5. Jessica Rossi & Augusto Bianchini & Patricia Guarnieri, 2020. "Circular Economy Model Enhanced by Intelligent Assets from Industry 4.0: The Proposition of an Innovative Tool to Analyze Case Studies," Sustainability, MDPI, vol. 12(17), pages 1-22, September.
    6. Ramesh Subramoniam & Erik Sundin & Suresh Subramoniam & Donald Huisingh, 2021. "Riding the Digital Product Life Cycle Waves towards a Circular Economy," Sustainability, MDPI, vol. 13(16), pages 1-23, August.
    7. Tiago Hennemann Hilario da Silva & Simone Sehnem, 2022. "The circular economy and Industry 4.0: synergies and challenges," Revista de Gestão, Emerald Group Publishing Limited, vol. 29(3), pages 300-313, May.
    8. Di Vaio, Assunta & Palladino, Rosa & Hassan, Rohail & Escobar, Octavio, 2020. "Artificial intelligence and business models in the sustainable development goals perspective: A systematic literature review," Journal of Business Research, Elsevier, vol. 121(C), pages 283-314.
    9. Sergio Luis Nañez Alonso & Ricardo Francisco Reier Forradellas & Oriol Pi Morell & Javier Jorge-Vazquez, 2021. "Digitalization, Circular Economy and Environmental Sustainability: The Application of Artificial Intelligence in the Efficient Self-Management of Waste," Sustainability, MDPI, vol. 13(4), pages 1-19, February.
    10. Simona Fortunati & Donato Morea & Enrico Maria Mosconi, 2020. "Circular economy and corporate social responsibility in the agricultural system: Cases study of the Italian agri-food industry," Agricultural Economics, Czech Academy of Agricultural Sciences, vol. 66(11), pages 489-498.
    11. Ana Carolina Bertassini & Aldo Roberto Ometto & Semih Severengiz & Mateus Cecilio Gerolamo, 2021. "Circular economy and sustainability: The role of organizational behaviour in the transition journey," Business Strategy and the Environment, Wiley Blackwell, vol. 30(7), pages 3160-3193, November.
    12. Henning Wilts & Beatriz Riesco Garcia & Rebeca Guerra Garlito & Laura Saralegui Gómez & Elisabet González Prieto, 2021. "Artificial Intelligence in the Sorting of Municipal Waste as an Enabler of the Circular Economy," Resources, MDPI, vol. 10(4), pages 1-9, March.
    13. Syed Abdul Rehman Khan & Pablo Ponce & George Thomas & Zhang Yu & Mohammad Saad Al-Ahmadi & Muhammad Tanveer, 2021. "Digital Technologies, Circular Economy Practices and Environmental Policies in the Era of COVID-19," Sustainability, MDPI, vol. 13(22), pages 1-14, November.
    14. T. C. Edwin Cheng & Sachin S. Kamble & Amine Belhadi & Nelson Oly Ndubisi & Kee-hung Lai & Manoj Govind Kharat, 2022. "Linkages between big data analytics, circular economy, sustainable supply chain flexibility, and sustainable performance in manufacturing firms," International Journal of Production Research, Taylor & Francis Journals, vol. 60(22), pages 6908-6922, November.
    15. Andrea Cecchin & Roberta Salomone & Pauline Deutz & Andrea Raggi & Laura Cutaia, 2021. "What Is in a Name? The Rising Star of the Circular Economy as a Resource-Related Concept for Sustainable Development," Circular Economy and Sustainability, Springer, vol. 1(1), pages 83-97, June.
    16. Tonni Agustiono Kurniawan & Xue Liang & Elizabeth O’Callaghan & Huihwang Goh & Mohd Hafiz Dzarfan Othman & Ram Avtar & Tutuk Djoko Kusworo, 2022. "Transformation of Solid Waste Management in China: Moving towards Sustainability through Digitalization-Based Circular Economy," Sustainability, MDPI, vol. 14(4), pages 1-15, February.
    17. Gianmarco Bressanelli & Federico Adrodegari & Marco Perona & Nicola Saccani, 2018. "Exploring How Usage-Focused Business Models Enable Circular Economy through Digital Technologies," Sustainability, MDPI, vol. 10(3), pages 1-21, February.
    18. Mateusz Płoszaj-Mazurek & Elżbieta Ryńska & Magdalena Grochulska-Salak, 2020. "Methods to Optimize Carbon Footprint of Buildings in Regenerative Architectural Design with the Use of Machine Learning, Convolutional Neural Network, and Parametric Design," Energies, MDPI, vol. 13(20), pages 1-19, October.
    19. Gaspare D’Amico & Roberta Arbolino & Lei Shi & Tan Yigitcanlar & Giuseppe Ioppolo, 2021. "Digital Technologies for Urban Metabolism Efficiency: Lessons from Urban Agenda Partnership on Circular Economy," Sustainability, MDPI, vol. 13(11), pages 1-23, May.
    20. Ashkan Pakseresht & Sina Ahmadi Kaliji & Vilma Xhakollari, 2022. "How Blockchain Facilitates the Transition toward Circular Economy in the Food Chain?," Sustainability, MDPI, vol. 14(18), pages 1-22, September.
    21. Cristina Ciliberto & Katarzyna Szopik‐Depczyńska & Małgorzata Tarczyńska‐Łuniewska & Alessandro Ruggieri & Giuseppe Ioppolo, 2021. "Enabling the Circular Economy transition: a sustainable lean manufacturing recipe for Industry 4.0," Business Strategy and the Environment, Wiley Blackwell, vol. 30(7), pages 3255-3272, November.
    22. Ewa Mazur-Wierzbicka, 2021. "Towards Circular Economy—A Comparative Analysis of the Countries of the European Union," Resources, MDPI, vol. 10(5), pages 1-25, May.
    23. Yamoah, Fred A. & Sivarajah, Uthayasankar & Mahroof, Kamran & Peña, Iker González, 2022. "Demystifying corporate inertia towards transition to circular economy: A management frame of reference," International Journal of Production Economics, Elsevier, vol. 244(C).
    24. Uzair, Muhammad & Sohail, Syed Sarosh & Shaikh, Nasir Uddin & Shan, Ali, 2020. "Agricultural residue as an alternate energy source: A case study of Punjab province, Pakistan," Renewable Energy, Elsevier, vol. 162(C), pages 2066-2074.
    25. Magdalena Rusch & Josef‐Peter Schöggl & Rupert J. Baumgartner, 2023. "Application of digital technologies for sustainable product management in a circular economy: A review," Business Strategy and the Environment, Wiley Blackwell, vol. 32(3), pages 1159-1174, March.
    26. Nagendra Kumar Sharma & Kannan Govindan & Kuei Kuei Lai & Wen Kuo Chen & Vimal Kumar, 2021. "The transition from linear economy to circular economy for sustainability among SMEs: A study on prospects, impediments, and prerequisites," Business Strategy and the Environment, Wiley Blackwell, vol. 30(4), pages 1803-1822, May.
    27. Carlos Andrés Tavera Romero & Diego F. Castro & Jesús Hamilton Ortiz & Osamah Ibrahim Khalaf & Miguel A. Vargas, 2021. "Synergy between Circular Economy and Industry 4.0: A Literature Review," Sustainability, MDPI, vol. 13(8), pages 1-18, April.
    28. Vondra, Marek & Touš, Michal & Teng, Sin Yong, 2019. "Digestate Evaporation Treatment in Biogas Plants: A Techno-economic Assessment by Monte Carlo, Neural Networks and Decision Trees," MPRA Paper 95770, University Library of Munich, Germany.
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