Vehicle Coordination Platform Using Karma Scores for Network Resource Allocation
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Solution Overview
Problem
The challenge in managing wireless networks for connected vehicles is ensuring stable, high-throughput, low-latency connections while preventing interference and channel congestion, especially when multiple vehicles compete for limited resources.
Innovation Solution
A method that coordinates network resource allocation among vehicles using karma scores to enforce compliance with coordination policies, updating policies based on historical and real-time compliance feedback, and employing game-theoretical modeling to optimize resource distribution.
Engineering Contradictions & Design Principles
Engineering Contradiction Analysis
1Adaptability or versatility
If uncontrolled competition for bandwidth is allowed among vehicles, then vehicles can autonomously access network resources, but interference and channel congestion increase, deteriorating network performance for all vehicles
Solution Approach 1:
The patent implements a feedback mechanism where a coordination platform monitors network resource usage by vehicles and sends coordination policies back to vehicle controllers. The platform receives compliance feedback from vehicles and adjusts policies dynamically, creating a closed-loop control system that prevents congestion while maintaining autonomous access.
Solution Approach 2:
The coordination platform acts as an intermediary between vehicles and network resources. Instead of vehicles competing directly for bandwidth, the platform mediates resource allocation by receiving resource availability information, processing vehicle requests, and distributing coordinated access policies, thereby eliminating direct competition and interference.
2Reliability
If coordination policies are enforced through karma scores, then network resource allocation becomes predictable and efficient, but system complexity increases due to monitoring and scoring mechanisms
Solution Approach 1:
The system employs self-service mechanisms where vehicle controllers autonomously monitor their own compliance with coordination policies and report status to the coordination platform. The karma scoring system automatically updates based on reported compliance, reducing the need for complex centralized monitoring infrastructure.
Solution Approach 2:
The coordination platform performs multiple functions: it monitors network resource availability, distributes coordination policies, collects compliance feedback, calculates karma scores, and updates resource availability information. This multi-functionality consolidates complexity into a single platform rather than requiring separate systems for each function.
3Productivity
If game-theoretical modeling is used to optimize resource distribution, then network efficiency improves, but the difficulty of detecting and measuring compliance increases
Solution Approach 1:
The system uses feedback loops where vehicle controllers report their compliance status with coordination policies to the coordination platform. The platform processes this feedback, updates karma scores, and adjusts resource availability information accordingly, making compliance measurement tractable through automated reporting and processing.
Solution Approach 2:
The patent replaces complex game-theoretical optimization calculations with a simpler karma score-based incentive system. Instead of continuously solving complex optimization problems, the system uses straightforward compliance tracking and scoring, substituting mathematical optimization with behavioral incentives that achieve similar efficiency outcomes.
Data Source
AI summary
A control platform generates commands for coordinating use of network resources between a plurality of vehicles within a geographic region. In an embodiment, game-theoretical modelling is employed to determine allocation of resources in a manner that provides an optimal solution for a given allocation strategy. This model may reward controllers of vehicles that comply with a coordination policy while penalizing controllers of vehicles that defect from compliance.


