Research on Distributed New Energy Data Integration and Error Proofing Technology Integrating Blockchain Technology and SBERT-CNN

To address the low intelligent error - prevention level in new energy systems, this paper studies intelligent error prevention technology based on blockchain. First, an improved TransR transformation model is proposed for data quantification, supporting vulnerability detection. Then, an integrated blockchain and SBERT - BiGRU intelligent error prevention technology is introduced to extract new energy error prevention information features. A blockchain - based error prevention mechanism with a certification storage system is designed, creating an intelligent error - prevention system featuring “networked command issuance, intelligent invoicing, mobile operations, online business, and credible operations”. Finally, by testing the model's performance on trusted authentication, error - prevention chain storage, and consensus efficiency, the results show that the proposed substation intelligent error - prevention technology has advantages in enhancing trusted authentication and error - prevention efficiency.