Cross-modal intelligent sensing method for intelligent residential and commercial motor home

Abstract

The invention relates to a cross-modal intelligent sensing method for an intelligent residential and commercial motor home. The method specifically comprises the following steps of S1, performing datacollection and transmission on a sensor signal based on a bus structure; S2, extracting sensed data with similarity in collected data via a depth self-coder, and simplifying data codes; and S3, optimizing a connection network structure by using a weight connection relation of the self-coder. Aiming at the problem that the data transmission load is large, the data coding technology using a depth self-coding technology as the core is adopted, so that the load balancing of data transmission is ensured and the data dimension is reduced while the data transmission quality is ensured. The method provided by the invention provides a sparse optimized neural network pruning technology, the connection structure is simplified after the weight of the connection relation is measured, and the data input / output efficiency and the operation efficiency of the coder are improved.

Description

technical field [0001] The invention belongs to the field of intelligent perception technology and deep learning technology, and relates to a cross-modal intelligent perception method for an intelligent sojourn commercial caravan. Background technique [0002] The smart business caravan is the product of the deep integration of intelligent networked cars and smart homes. It fully embodies the technical and social attributes of artificial intelligence, stimulates the great potential of artificial intelligence, strengthens the organic combination of innovation chain and industrial chain, and gives birth to the The interactive evolution of technology supply and market demand. The process of "intelligence" of business caravans mainly involves the collection, processing and output of sensory data in artificial intelligence technology. At the same time, a large number of embedded systems and smart components are used to further improve the online status monitoring and autonomy of ...

AI Technical Summary

Problems solved by technology

At present, the basic problem faced by the intelligent transformation of residential and commercial RVs is that there are many types of on-board equipment in the living area, but the interfaces are inconsistent, and there is no standard bus, resulting in asymmetric and incomplete perception data acquisition, which makes it impossible to perform unified information representation. , which brings difficulties to the front-end data information processing of intelligent control

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