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Road Disturbance Estimation and Cloud-Aided Comfort-Based Route Planning.
IEEE Transactions on Cybernetics
|July 19, 2016
Summary
This study introduces a novel comfort-based route planner. It estimates road conditions and plans routes prioritizing both travel time and ride comfort for a smoother journey.
Area of Science:
- Automotive Engineering
- Robotics and Control Systems
- Transportation Systems
Background:
- Traditional route planners prioritize travel time, often neglecting ride comfort.
- Vehicle sensors can be leveraged for real-time road condition assessment.
- Objective metrics for ride comfort are needed for advanced route planning.
Purpose of the Study:
- To develop a comfort-based route planner integrating travel time and ride comfort.
- To enable simultaneous road profile estimation and anomaly detection using vehicle sensors.
- To formulate and solve the comfort-based route planning problem.
Main Methods:
- A jump-diffusion process-based state estimator and multi-input observer for road profile estimation.
- Development of three objective comfort metrics considering travel time, road roughness, anomalies, and intersections.
- Formulation of the comfort-based route planning problem solved using an extended Dijkstra's algorithm.
- Cloud-based implementation for efficient data access and computation.
Main Results:
- The road profile estimation framework demonstrated promising performance in experimental tests.
- The proposed comfort metrics effectively quantify ride quality factors.
- The extended Dijkstra's algorithm successfully solved the comfort-based route planning problem.
- A real-world case study validated the framework's efficacy.
Conclusions:
- The developed framework enables comfort-based route planning by integrating road condition estimation and objective comfort metrics.
- The approach offers a significant advancement over traditional route planning methods by prioritizing passenger comfort.
- The cloud-based implementation ensures scalability and accessibility for practical applications.
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