Wide-Area Charging Pile Networking with Hybrid Learning Master Nodes
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Solution Overview
Problem
Existing communication networking methods for charging piles are ineffective when charging piles are distributed in a wide-area decentralized manner, leading to unreliable communication due to large distances between them.
Innovation Solution
A communication networking method utilizing a hybrid learning network to initialize and predict optimal networking nodes by evaluating channel state information and distances, forming a communication network through a series of judgments and connections.
Engineering Contradictions & Design Principles
Engineering Contradiction Analysis
1Area of stationary object
If charging piles are distributed in a wide-area decentralized manner, then the coverage area is expanded, but communication reliability deteriorates due to large distances
Solution Approach 1:
The patent divides the wide-area network into multiple clusters, each centered around a master charging pile. This segmentation allows each cluster to maintain reliable communication over shorter distances while collectively covering a wide area. The master node in each cluster coordinates communication for its member nodes, resolving the contradiction between wide coverage and communication reliability.
Solution Approach 2:
The patent introduces master charging piles as intermediary nodes that mediate communication between distant charging piles. Instead of direct communication between far-apart nodes (which is unreliable), the master node acts as a relay and coordinator, forwarding messages and managing connections for its member nodes, thereby ensuring reliable communication across the wide area.
2Device complexity
If existing communication networking methods are used, then implementation is simple, but networking accuracy and efficiency deteriorate for wide-area decentralized charging piles
Solution Approach 1:
The patent performs preliminary actions by pre-establishing cluster memberships and master node designations before actual communication occurs. The system pre-calculates optimal routing paths and pre-configures communication parameters for each cluster. This preliminary setup simplifies the overall implementation while ensuring accurate and efficient networking when communication actually takes place.
Solution Approach 2:
The patent dynamically adjusts communication parameters such as transmission power, data rates, and routing paths based on the specific conditions of each wide-area cluster. By changing these parameters adaptively rather than using fixed settings, the system achieves high networking accuracy without requiring overly complex implementation infrastructure.
Data Source
AI summary
A communication networking method applicable to wide-area decentralized charging piles includes: initializing the total number of wide-area decentralized charging piles and coordinate parameters thereof; initializing related parameters of a hybrid learning network, and predicting and judging optimal networking nodes of the charging piles by using the hybrid learning network; and performing connection according to the optimal networking nodes, so as to form a communication network of the wide-area decentralized charging piles. With regard to the communication networking applicable to the wide-area decentralized charging piles, the communication networking method evaluates a channel environment between the wide-area decentralized charging piles, and screens out optimal master nodes according to the quality of a communication environment between the charging piles, so as to form a communication networking scheme of the wide-area decentralized charging piles. In this way, when the distances between the charging piles are relatively large, the communication reliability can be guaranteed.