
The proposed system architecture achieves grid stability through three key components: (i) precise endpoint control via AI Agents with lightweight forecasting models integrated into existing hardware systems, (ii) flexible distributed control through an efficient incentive mechanism, named Proof of Prediction, based on a blockchain-based automated trading process, and (iii) macro-level coordination via global regulation roles. [pdf]

The research findings indicate that: 1) Uncertainty in the external environment significantly delays investment in charging stations, highlighting the importance of policies to ensure relative stability in the investment environment; 2) The waiting time for charging station investment is determined not only by external environmental uncertainty but also by initial returns, suggesting that ensuring a minimum return for charging stations is an effective way to incentivize investment; 3) Whether energy storage investment is advantageous depends on the additional investment amount and the marginal contribution per unit of electricity. [pdf]
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