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Sustainable Perspectives for Smart Emission Control and Energy Security in Supply Chains: Evidence From Simulation and Game Theory
Journal article   Peer reviewed

Sustainable Perspectives for Smart Emission Control and Energy Security in Supply Chains: Evidence From Simulation and Game Theory

Jafar Hussain, Benjamin Lev, Zhenyu Qiu, Li Zhou, Haijun Wang and Eldayag Mustafayev
Sustainable development (Bradford, West Yorkshire, England), Forthcoming
24 Feb 2026

Abstract

Development Studies Green & Sustainable Science & Technology Regional & Urban Planning Science & Technology Science & Technology - Other Topics Public Administration Social Sciences
Addressing CO2 through artificial intelligence enabled technologies is an emerging priority in sustainable supply chains. This study investigates the joint adoption of Smart Emission Control Systems (SECS) and Energy Security (ES) within a tri-tier supply chain of 300 firms. We develop an integrated framework combining game theory, simulation-based optimization, reinforcement learning, and decision modeling to capture adaptive learning and profit-driven behavior. Four adoption scenarios are evaluated. Results show that ES alone provides minor efficiency gains, while SECS alone significantly reduces carbon costs and improves profitability across all tiers. The combined adoption of SECS and ES yields the strongest environmental and financial performance. Profits are reported separately for manufacturers, agents, and retailers, reflecting their distinct positions within the supply chain. Overall, coordinated adoption produces the highest gains and demonstrates that emission-reduction technologies and efficiency improvements are most effective when implemented together. The framework illustrates how multi-tier, simultaneous adoption decisions can be supported and highlights the need for policy tools-such as subsidies and carbon pricing-to enhance the economic viability of sustainable practices.

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