4results about How to "Valid record" patented technology

This invention relates to the fields of machine learning and edge computing technology, specifically to a blockchain-based trusted distributed hybrid expert model edge computing system. The system includes a task publisher for publishing learning tasks, which may be training or inference tasks; a blockchain network for receiving learning tasks and evaluating expert weights to obtain sparse activation expert index results; a blockchain network for receiving learning task processing results from the edge layer and achieving consensus; a gating network deployed within the blockchain network; an edge layer for downloading the corresponding expert model from the storage layer based on the sparse activation expert index results to process the learning tasks and uploading the processing results to the blockchain network; and a storage layer for storing all expert networks, each with a CID. This invention significantly improves the defense capability of the distributed MoE network against malicious edge node data tampering attacks, thereby ensuring the learning performance of the MoE system.

The invention relates to the technical field of pet medical information, and discloses a pet cloud medical record management method and system, and the method comprises the steps: collecting pet health data through a user terminal, and the pet health data comprises video and text description; uploading the video to a video processing module, automatically editing the video through the video processing module, and extracting key segments; the text description and the key segments are integrated, and a structured pet electronic medical record is generated through a medical record generation module; storing the pet electronic medical record to a cloud storage server, and storing the hash value of the pet electronic medical record to a block chain network; and according to a user instruction, safe sharing and multi-terminal synchronization of the pet electronic medical record are realized through the safety control module. According to the method, the problem that the pet cannot know the pain point of the illness state by himself / herself is solved, the behavior performance of the pet can be effectively recorded and traced, the burden of a pet owner for sorting data is relieved, and meanwhile, a more intuitive and complete diagnosis and treatment basis is provided for veterinarians.

The invention discloses porphyra haitanensis shell filament culture equipment which comprises a culture box and a culture table arranged in the culture box, the culture table is arranged through a conveying mechanism, lifting adjustment in the culture box is carried out, and the culture table can be exposed above the culture water level. A brushing mechanism for brushing shells on the breeding platform is arranged above the breeding box; the conveying mechanism is provided with a rectangular displacement track, a plurality of breeding positions and brushing positions located above the breeding water level; the breeding platform is conveyed and adjusted to a brushing position or a breeding position; and a brushing mechanism is arranged to brush the shells arranged in the matrix. The depth of the breeding box is fully utilized, laying breeding of shells is conducted at different depths, the space is better utilized, and the better breeding effect is achieved; the breeding platforms are arranged and conveyed through the conveying structure, so that the arrangement of the breeding platforms is more labor-saving and efficient; the cleaning and brushing mechanism completes automatic cleaning and brushing of shells on the breeding platform, labor force is liberated, and manpower resources are saved.