Grading Machine Implement Wear Detection Using Acceleration Sensors

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Solution Overview

Problem

Existing systems for grading machines fail to detect wear on components of the implement system other than the blade in real-time or near real-time, leading to potential overlooked wear or damage, especially when components wear faster than expected or are improperly installed.

Innovation Solution

A system that utilizes sensors to monitor acceleration and hydraulic pressure to estimate incremental and cumulative wear on components of the implement system, including a moldboard assembly, and generates notifications for timely maintenance or replacement.

Engineering Contradictions & Design Principles

VSEngineering Contradiction Analysis

1Reliability

If regular inspection and maintenance are performed, then blade performance is maintained, but wear or damage may still be overlooked when components wear faster than expected

Engineering Contradiction:
Improveblade performanceVSAvoidwear detection accuracy
Core Design Contradiction:
ReliabilityVSMeasurement precision

Solution Approach 1:

The patent replaces manual visual inspection with automated sensor-based detection systems. Sensors mounted on the grading machine continuously monitor blade position, depth, and operational parameters, automatically detecting wear conditions without requiring operator intervention. This substitution of mechanical inspection methods with electronic sensing systems enables more precise and reliable wear detection.

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

Solution Approach 2:

The system implements continuous feedback loops where sensor data about blade position and performance is constantly monitored and compared against expected operational parameters. When deviations indicating wear are detected, the system provides feedback to operators through displays or alerts, enabling timely maintenance decisions. This closed-loop feedback mechanism ensures wear is detected promptly rather than being overlooked during periodic inspections.

Inventive Principle:
Principle #23Feedback

2Productivity

If the blade operates in harsh environments with strong forces, then grading tasks are completed, but wear occurs at a relatively fast rate

Engineering Contradiction:
Improvegrading task completionVSAvoidblade service life
Core Design Contradiction:
ProductivityVSDuration of action of stationary object

Solution Approach 1:

The system performs preliminary detection of wear conditions by continuously monitoring blade operational parameters before significant wear affects grading performance. Sensors detect subtle changes in blade position, depth control, and force requirements that indicate early-stage wear, allowing maintenance to be scheduled before the blade fails or performance degrades significantly. This preliminary detection extends effective blade service life by enabling proactive replacement.

Inventive Principle:
Principle #10Preliminary action

Solution Approach 2:

Manual assessment of blade wear and service life is replaced with automated sensor monitoring that continuously tracks operational conditions and wear indicators. The electronic system objectively measures blade performance degradation through sensor data, providing more accurate and consistent service life assessment than manual inspection methods, thereby optimizing replacement timing to maximize blade utilization while maintaining productivity.

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

3Loss of time

If real-time wear detection is implemented, then timely maintenance is enabled, but system complexity increases

Engineering Contradiction:
Improvemaintenance timingVSAvoiddetection system complexity
Core Design Contradiction:
Loss of timeVSDevice complexity

Solution Approach 1:

The patent leverages existing multi-functional sensors and control systems already present on modern grading machines. The same sensors used for blade position control, depth regulation, and operational monitoring are utilized to detect wear conditions. By finding multiple uses for existing components, the system avoids adding dedicated wear detection hardware, thereby minimizing system complexity while enabling real-time wear monitoring and timely maintenance alerts.

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

Enables real-time or near real-time detection of wear and looseness in grading machine components, facilitating timely maintenance and reducing machine downtime by providing accurate wear condition notifications.

Implementation Method 1

an acceleration sensor connected to the moldboard assembly. The system may also include an electronic control unit configured to receive acceleration information generated with the acceleration sensor

Methodology Applied
Scientific EffectAcceleration sensing: Accelerometer

Data Source

PatentUS12385213B2Systems and methods for identifying wear on grading machine
Publication Date: 2025.08.12 CATERPILLAR INC
  • US12385213B2 patent drawing
  • US12385213B2 patent drawing
  • US12385213B2 patent drawing

AI summary

A method for detecting wear in an implement system of a grading machine includes receiving acceleration information from a sensor connected to the implement system while the grading machine performs a task and estimating an incremental amount of wear in the implement system of the grading machine based on the acceleration information. The method also includes determining a cumulative amount of wear in the implement system of the grading machine and outputting a notification based on the cumulative amount of wear.