随着全球可持续发展理念的深入推进，供应链管理逐渐从传统的成本效率导向转向兼顾环境、社会和经济效益的综合管理模式。本研究以可持续发展驱动下的供应链管理创新为主题，从理论与实践两个层面探讨绿色供应链管理（GSCM）、数字化转型与智能供应链以及循环经济模式等创新路径。通过分析技术驱动、政策推动和国际合作对供应链管理的影响，本文提出可持续供应链的优化策略及未来发展趋势。研究发现，绿色技术、智能化工具与协作平台在供应链的设计与优化中具有关键作用，企业需要通过持续创新和跨界合作，构建更高效、更环保的供应链系统，以应对未来的环境和社会挑战。

With the deepening global concept of sustainable development, supply chain management has gradually shifted from a traditional cost-efficiency orientation to a comprehensive management model that balances environmental, social, and economic benefits. Focusing on innovation in supply chain management driven by sustainability, this study explores innovative approaches such as Green Supply Chain Management (GSCM), digital transformation and intelligent supply chains, and circular economy models from both theoretical and practical perspectives. By analyzing the impact of technology-driven advancements, policy support, and international cooperation on supply chain management, this paper proposes optimization strategies and future development trends for sustainable supply chains. The research reveals that green technologies, intelligent tools, and collaboration platforms will play a crucial role in the design and optimization of supply chains. To address future environmental and social challenges, enterprises must build more efficient and environmentally friendly supply chain systems through continuous innovation and cross-sector collaboration.