IMU-Based Wheel Slippage Detection for Work Vehicles

Resolve Bottlenecks,
Find Innovative Solutions
Generate Solutions

Solution Overview

Problem

Existing methods for detecting wheel or track slippage in work machines are costly and unreliable, particularly when using speed sensors or radar detectors, which are limited by ground conditions and travel speeds.

Innovation Solution

A method that uses a drivetrain ground speed and inertial measurement units to detect wheel slippage by comparing drivetrain speed to a predicted ground speed, generating a driveline modification command to adjust propulsion power until the slippage reaches a specified target, incorporating inertial measurement units and ground speed sensors for accurate stabilization.

Engineering Contradictions & Design Principles

VSEngineering Contradiction Analysis

1Reliability

If traditional speed sensors or radar detectors are used to detect wheel slippage, then detection capability is provided, but system cost increases and reliability is limited by ground conditions and travel speeds

Engineering Contradiction:
Improveslippage detection reliabilityVSAvoidsensor system complexity
Core Design Contradiction:
ReliabilityVSDevice complexity

Solution Approach 1:

The patent introduces an inertial measurement unit (IMU) as an intermediary device that indirectly measures wheel slippage through acceleration data rather than directly measuring wheel speed. The IMU captures acceleration signals from the vehicle body, which are then processed to detect slippage events. This intermediary approach avoids the reliability limitations of direct speed sensors and radar detectors while reducing system complexity.

Inventive Principle:
Principle #24Intermediary (Mediator)

Solution Approach 2:

The patent replaces traditional mechanical speed sensors and radar detectors with an inertial measurement unit that uses accelerometer technology. The IMU measures acceleration forces on the vehicle body and processes this data to detect wheel slippage, substituting complex mechanical and electromagnetic sensing systems with a more compact and reliable inertial sensing approach.

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

2Measurement precision

If acceleration feedback is added to the control system, then slippage control precision is improved, but control system complexity increases

Engineering Contradiction:
Improveslippage detection precisionVSAvoidcontrol system complexity
Core Design Contradiction:
Measurement precisionVSDevice complexity

Solution Approach 1:

The patent implements a feedback control mechanism where acceleration data from the IMU is continuously fed back to the controller. The controller compares the measured acceleration with expected acceleration values and uses this feedback to detect slippage events and adjust engine power accordingly. This feedback loop improves detection precision by continuously monitoring acceleration changes rather than relying on single-point measurements.

Inventive Principle:
Principle #23Feedback

Solution Approach 2:

The inertial measurement unit serves multiple functions: it provides acceleration data for slippage detection, contributes to vehicle stability control, and supports overall vehicle dynamics monitoring. By making the IMU a multi-functional component, the patent avoids adding separate dedicated sensors for each function, thereby improving measurement precision without proportionally increasing system complexity.

Inventive Principle:
Principle #6Universality (Multi-functionality)

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

This method effectively detects and autonomously limits wheel slippage, reducing tire and track wear, minimizing ground damage, and improving machine performance across various speeds and conditions.

Implementation Method 1

measuring an absolute acceleration with the inertial measurement unit while the work vehicle is moving from the first position to the second position

Methodology Applied
Scientific EffectInertial measurement: Accelerometer

Implementation Method 2

measuring a vehicle pitch angle and removing a gravitational component of the absolute acceleration by the inertial measurement unit

Methodology Applied
Scientific EffectGravitational component removal: Gravitation

Implementation Method 3

moving the work vehicle a commanded machine motion that includes movement of the work vehicle from a first position to a second position

Methodology Applied
Scientific EffectPropulsion power transmission: Mechanical Force

Implementation Method 4

engaging a differential lock to adjust the propulsion power to the drivetrain component until the wheel slippage condition reaches a specified target

Methodology Applied
Scientific EffectFriction-based traction control: Friction

Data Source

PatentUS11136040B2IMU based traction control for wheeled or tracked machine
Publication Date: 2021.10.05 DEERE & CO
  • US11136040B2 patent drawing
  • US11136040B2 patent drawing
  • US11136040B2 patent drawing

AI summary

A method of determining wheel slippage condition in a work vehicle includes moving the work vehicle from a first position to a second position, determining a drivetrain ground speed of the work vehicle using a drivetrain component, determining a predicted ground speed of the work vehicle using a sensor, detecting a wheel slippage condition by comparing the drivetrain ground speed to the predicted ground speed, and generating a driveline modification command to adjust propulsion power of the drivetrain component until the wheel slippage condition reaches a specified target. A method of adjusting acceleration for a work vehicle includes measuring a drivetrain acceleration, measuring an absolute acceleration, using the absolute acceleration to predict a ground speed, determining a steady state condition based on the commanded machine motion, the drivetrain speed, and the absolute acceleration, and modifying the predicted ground speed based on determination of the steady state condition.