18142187. APPARATUS FOR ESTIMATING BRAKE JUDDER OF VEHICLE AND METHOD THEREOF simplified abstract (Kia Corporation)
Contents
- 1 APPARATUS FOR ESTIMATING BRAKE JUDDER OF VEHICLE AND METHOD THEREOF
- 1.1 Organization Name
- 1.2 Inventor(s)
- 1.3 APPARATUS FOR ESTIMATING BRAKE JUDDER OF VEHICLE AND METHOD THEREOF - A simplified explanation of the abstract
- 1.4 Simplified Explanation
- 1.5 Key Features and Innovation
- 1.6 Potential Applications
- 1.7 Problems Solved
- 1.8 Benefits
- 1.9 Commercial Applications
- 1.10 Questions about Estimating Brake Judder in Vehicles
- 1.11 Original Abstract Submitted
APPARATUS FOR ESTIMATING BRAKE JUDDER OF VEHICLE AND METHOD THEREOF
Organization Name
Inventor(s)
APPARATUS FOR ESTIMATING BRAKE JUDDER OF VEHICLE AND METHOD THEREOF - A simplified explanation of the abstract
This abstract first appeared for US patent application 18142187 titled 'APPARATUS FOR ESTIMATING BRAKE JUDDER OF VEHICLE AND METHOD THEREOF
Simplified Explanation
An apparatus and method for estimating brake judder of a vehicle involve receiving sensor data from multiple vehicles, processing the data to extract learning information, training a model to group this data into clusters, and using this model to estimate brake judder in a target vehicle.
- Communication device receives sensor data from vehicles
- Controller processes data to extract learning information
- Model is trained to group data into clusters
- Estimation of brake judder in a target vehicle based on the learned model
Key Features and Innovation
- Utilizes sensor data from multiple vehicles to estimate brake judder
- Extracts learning data and trains a clustering model for accurate estimation
- Groups characteristic data into clusters for efficient analysis
- Provides a method for estimating brake judder in a target vehicle based on the learned model
Potential Applications
- Automotive industry for diagnosing brake judder issues
- Vehicle maintenance and repair services
- Fleet management companies for monitoring vehicle health
- Research and development in automotive technology
Problems Solved
- Efficient estimation of brake judder in vehicles
- Utilization of sensor data for predictive maintenance
- Improved accuracy in diagnosing brake-related issues
- Enhanced vehicle safety and performance
Benefits
- Early detection of brake judder issues
- Preventive maintenance to avoid costly repairs
- Increased safety on the road
- Optimized vehicle performance and longevity
Commercial Applications
"Estimating Brake Judder in Vehicles: Innovative Technology for Predictive Maintenance and Enhanced Safety"
This technology can be utilized by automotive manufacturers, service centers, fleet management companies, and research institutions to improve vehicle maintenance practices, ensure road safety, and enhance overall performance.
Questions about Estimating Brake Judder in Vehicles
How does the clustering model help in estimating brake judder accurately?
The clustering model groups characteristic data from sensor inputs, allowing for a more precise estimation of brake judder based on patterns identified in the data.
What are the potential implications of using this technology in the automotive industry?
The technology can revolutionize predictive maintenance practices, leading to improved vehicle safety, reduced maintenance costs, and enhanced overall performance.
Original Abstract Submitted
An apparatus for estimating brake judder of a vehicle and a method thereof includes a communication device that receives sensor data from a plurality of vehicles, and a controller that extracts learning data by pre-processing the sensor data, trains a clustering model to group characteristic data corresponding to the learning data into a preset number of clusters, and estimates brake judder of a target vehicle based on the learned clustering model.
