Tire Temperature Prediction via Inner Liner Sensor

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Solution Overview

Problem

Existing systems fail to accurately predict tire radially outward surface temperature, which is crucial for determining tire cornering stiffness and peak grip level, essential for vehicle stability control systems.

Innovation Solution

A model-based predictive system that uses temperature sensors to measure tire inner liner temperature and correlates it with radially outward surface temperature, incorporating vehicle-based transient behavior measurements and ambient temperature, to estimate surface temperature through an empirically trained algorithmic model.

Engineering Contradictions & Design Principles

VSEngineering Contradiction Analysis

1Measurement precision

If direct measurement of tire radially outward surface temperature is attempted, then measurement accuracy would improve, but system complexity and feasibility deteriorate due to sensor placement difficulties and thermal radiation interference

Engineering Contradiction:
Improvetire surface temperature measurement accuracyVSAvoidsensor mounting complexity
Core Design Contradiction:
Measurement precisionVSDevice complexity

Solution Approach 1:

The patent uses an intermediary approach by placing temperature sensors inside the tire (on the inner liner or bead area) rather than directly on the outer surface. This intermediary location avoids the complexity of mounting sensors on the rotating outer surface while still providing temperature data that can be used to estimate the critical outer surface temperature through thermal modeling.

Inventive Principle:
Principle #24Intermediary (Mediator)

Solution Approach 2:

The patent replaces the mechanical/direct measurement approach with a computational/algorithmic approach. Instead of physically measuring the outer surface temperature directly, the system uses thermal models and algorithms to calculate the outer surface temperature based on inner temperature measurements and other operational parameters.

Inventive Principle:
Principle #28Mechanics substitution (Replace mechanical system)

2Device complexity

If a simple temperature model is used, then system complexity reduces, but prediction accuracy deteriorates due to transient thermal behavior and frictional heating effects

Engineering Contradiction:
Improvemodel complexityVSAvoidtire temperature prediction accuracy
Core Design Contradiction:
Device complexityVSMeasurement precision

Solution Approach 1:

The patent incorporates multiple dynamic parameters including frictional energy generation from tire deformation, ambient temperature variations, and vehicle operational states (acceleration, braking, steering). These parameter changes are integrated into the thermal model to accurately capture transient thermal behavior while maintaining computational efficiency through empirical relationships.

Inventive Principle:
Principle #35Parameter changes

3Speed

If steady-state thermal model is used, then computational speed improves, but accuracy deteriorates due to transient frictional heating and varying operating conditions

Engineering Contradiction:
Improvecomputational speedVSAvoidtire temperature prediction accuracy
Core Design Contradiction:
SpeedVSMeasurement precision

Solution Approach 1:

The patent transitions from a static steady-state model to a dynamic model that explicitly accounts for transient thermal behavior. The model incorporates time-varying parameters such as frictional energy generation rate, ambient temperature changes, and vehicle operational dynamics, allowing accurate temperature prediction during transient conditions while maintaining computational efficiency through empirical formulations.

Inventive Principle:
Principle #15Dynamics

Applied Scientific Principles

This section explains which scientific principles are used to turn an abstract innovation direction into a practical engineering solution.

Function Achieved in This Case

The system provides a reliable and accurate real-time estimation of tire surface temperature, enhancing vehicle stability control by adapting grip level and braking stiffness, and can be integrated with tire pressure monitoring systems for additional parameter estimation.

Implementation Method 1

one or more temperature sensors mounted to the tire operative to measure a tire inner liner temperature

Methodology Applied
Scientific EffectTemperature sensing:

Implementation Method 2

The model expression thus includes components including frictional energy loss from travel of the tire over a surface, thermal surface-conduction loss from the tire to the surface; air-convection thermal loss from the tire to the air surrounding the tire; and internal-conduction thermal loss within the tire

Methodology Applied
Scientific EffectThermal conduction: Conduction (thermal)

Implementation Method 3

Frictional energy is calculated to render the transient behavior vehicle-based inputs to the algorithmic prediction model from the vehicle-based transient behavior measurements

Methodology Applied
Scientific EffectFrictional heating: Friction

Implementation Method 4

air-convection thermal loss from the tire to the air surrounding the tire

Methodology Applied
Scientific EffectConvection: Convection

Data Source

PatentUS9636955B2Tire temperature predictive system and method
Publication Date: 2017.05.02 THE GOODYEAR TIRE & RUBBER CO
  • US9636955B2 patent drawing
  • US9636955B2 patent drawing
  • US9636955B2 patent drawing

AI summary

A tire-based system and method for estimating a radially outward tire surface temperature of an identified tire supporting an identified vehicle includes a temperature sensor to measure a tire inner liner temperature. An algorithmic prediction model is empirically trained to correlate inner liner tire temperature to tire radially outward surface temperature for the tire/vehicle combination. The empirically trained algorithmic prediction model receives a steady state temperature-based model inputs including the tire inner liner temperature and an ambient temperature measurement and transient behavior vehicle-based inputs. Based upon the steady state inputs and the transient behavior inputs, a radially outward tire surface temperature estimation is made.