Clean Energy Science and Technology | Youth Science and Technology Forum: No. 11

On the evening of May 23, 2025 (19:00-20:30, Beijing Time), the 11th Youth Science and Technology Forum on Clean Energy Science and Technology was successfully convened in a virtual format.

Hosted by Associate Researcher Lin Xiaojie (Zhejiang University), this forum convened domain experts to advance digital solutions for energy systems. Key contributions included:

Research Presentations:

Prof. Yuren Mao (Researcher, School of Software, Zhejiang University) introduced Exogenous Knowledge Empowerment in Large Models: RAG, Agent, and Process Reward Models (PRM)

Assoc. Prof. Rui Jing (School of Energy, Xiamen University) proposed a Multi-Source Data Fusion Platform for Urban Building Energy

Core Technical Discussions:

Large Models & Knowledge Engineering

Domain-specific optimization of knowledge-enhanced architectures (RAG/Agent/PRM)

Mitigation of knowledge hallucinations and endpoint coordinate migration

Data Governance & Security

Federated learning frameworks for cross-source data integration

Privacy-preserving modeling for sensitive information

Computational Synergy

Lightweight model design with cloud-edge-device collaborative inference

Game theory-based credibility verification for generative data

Industrial Validation Cases:

Huawei’s vertical field model implementations

Xiamen Fuzhou Smart City energy management platform

Consensus Outcomes:

Feasibility of domain-adapted model construction for energy knowledge graphs

Operational frameworks for engineering deployment in energy digitalization

The forum highlighted AI’s pivotal role in the energy revolution, providing innovative pathways for digital transformation under the “Dual Carbon” goals. It demonstrated how breakthroughs in AI are reshaping energy systems—from overcoming prediction bottlenecks to building digital-physical urban energy models—and called for interdisciplinary collaboration to translate the "emergent intelligence" of large models into tangible energy innovation for global sustainability.