Group 1 - The State Intellectual Property Office of China shows that Henan Jiaotong Zhongyuan Expressway Zhengluo Construction Co., Ltd. and Henan Songshan Laboratory Industrial Research Institute Co., Ltd. have applied for a patent titled "A System and Method for Predicting Electric Vehicle Highway Charging Demand Using a Combined Physical Model and Neural Network" with publication number CN121257819A, filed on September 2025 [1] - The patent describes a system that includes vehicle terminals, cloud servers, third-party API interfaces, user behavior monitoring modules, and user driving mode setting modules, which work together to predict energy consumption accurately by combining physical models and neural networks [1] - The system's prediction model calculates basic energy consumption using a physical model and corrects for nonlinear factors such as environmental temperature, wind speed, and user driving habits through a neural network, ultimately determining charging demand based on battery levels and predicted energy consumption [1] Group 2 - Henan Jiaotong Zhongyuan Expressway Zhengluo Construction Co., Ltd. was established in 2020 in Zhengzhou, primarily engaged in public facility management, with a registered capital of 10 million RMB [2] - The company has participated in 161 bidding projects and holds 11 patents, along with 23 administrative licenses [2] - Henan Songshan Laboratory Industrial Research Institute Co., Ltd. was founded in 2023 in Zhengzhou, focusing on technology promotion and application services, with a registered capital of 1 million RMB [2] - The institute has invested in 3 companies, participated in 4 bidding projects, and holds 1 administrative license [2]
河南交投中原高速郑洛建设申请联合物理神经网络预测电动汽车高速补能需求专利,能准确预测能耗