Electric Machine Torque Estimation With Speed-Segmented Polynomials

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Solution Overview

Problem

Existing torque estimation methods for electric machines in vehicles are prone to interference from system calculations and do not adequately compensate for inverter losses, leading to inaccuracies and reduced reliability.

Innovation Solution

Generating polynomials to estimate torque output, with separate polynomials for lower and higher electric machine speeds, to simplify and improve the reliability of torque estimation, compensating for inverter losses and reducing system complexity.

Engineering Contradictions & Design Principles

VSEngineering Contradiction Analysis

1Measurement precision

If traditional torque estimation methods are used, then torque calculation is performed, but the estimate is prone to interference from system calculations and does not compensate for inverter losses, leading to reduced accuracy and reliability

Engineering Contradiction:
Improvetorque estimation accuracyVSAvoidtorque estimation reliability
Core Design Contradiction:
Measurement precisionVSReliability

Solution Approach 1:

The torque estimation is segmented into two distinct polynomial models: one for lower speed ranges and another for higher speed ranges. Each polynomial is optimized for its specific speed range, allowing accurate torque estimation across the entire operating spectrum while compensating for inverter losses in each regime.

Inventive Principle:
Principle #1Segmentation

2Measurement precision

If complex torque estimation calculations are performed, then more comprehensive torque data is obtained, but processing time increases and system complexity increases

Engineering Contradiction:
Improvetorque estimation accuracyVSAvoidprocessing time
Core Design Contradiction:
Measurement precisionVSLoss of time

Solution Approach 1:

The patent uses simple polynomial equations that can be rapidly evaluated computationally. These lightweight mathematical models provide sufficient accuracy for control applications without requiring complex, time-consuming calculations, enabling real-time torque estimation.

Inventive Principle:
Principle #27Cheap short-living objects (Disposable)

3Measurement precision

If multiple parameters are used in torque estimation, then more comprehensive torque calculation is achieved, but the system complexity and processing requirements increase

Engineering Contradiction:
Improvetorque estimation accuracyVSAvoidsystem complexity
Core Design Contradiction:
Measurement precisionVSDevice complexity

Solution Approach 1:

The patent extracts and compensates specifically for inverter losses from the overall torque estimation process. By identifying and separately accounting for the dominant source of error (inverter losses), the system achieves improved accuracy without requiring complex multi-parameter models that would increase system complexity.

Inventive Principle:
Principle #2Taking out (Extraction)

Data Source

PatentUS20250271314A1System and method for electric machine torque estimation
Publication Date: 2025.08.28 DANA TM4 INC
  • US20250271314A1 patent drawing
  • US20250271314A1 patent drawing
  • US20250271314A1 patent drawing

AI summary

Methods and systems for estimating torque of an electric machine that propels a vehicle are described. The methods and systems may generate torque estimates that may be applied to higher and lower priority systems. In one example, a contactor may be selectively opened according to a torque estimate that is based on interpolating between two curves.