Agricultural Machine Localization Using Image Segmentation Instead of GPS

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Solution Overview

Problem

Existing GPS-based systems for localizing agricultural machines are costly and inefficient in terms of data processing and transmission, posing challenges for reliable and cost-effective agricultural working processes.

Innovation Solution

An apparatus that uses sensor-generated image data to localize agricultural machines within predefined routes in agricultural areas, employing an evaluation unit to detect positions based on correlation values and output interfaces for accurate and efficient localization, thereby reducing reliance on GPS data.

Engineering Contradictions & Design Principles

VSEngineering Contradiction Analysis

1Measurement precision

If GPS-based systems are used for localization, then positioning accuracy is achieved, but data transmission costs and processing complexity increase significantly

Engineering Contradiction:
Improvepositioning accuracyVSAvoiddata processing complexity
Core Design Contradiction:
Measurement precisionVSDevice complexity

Solution Approach 1:

The patent extracts the essential function of localization from the complex GPS system by using only image data from sensors to detect position. The evaluation unit processes image data to determine correlation values with route sections, achieving positioning without relying on satellite data transmission, thus eliminating the complexity of GPS data processing while maintaining positioning capability

Inventive Principle:
Principle #2Taking out (Extraction)

Solution Approach 2:

The patent creates a digital representation of the route by dividing it into multiple sections and comparing image data against these sections to determine position. This copying approach allows the system to work with simplified route representations rather than complex GPS coordinate systems, reducing processing complexity while maintaining measurement precision

Inventive Principle:
Principle #26Copying

2Reliability

If GPS satellite data is used, then reliable positioning is obtained, but licensing costs and data transmission requirements increase

Engineering Contradiction:
Improvepositioning reliabilityVSAvoiddata transmission volume
Core Design Contradiction:
ReliabilityVSQuantity of substance

Solution Approach 1:

The system uses the agricultural machine's own sensors to capture image data and processes this data locally through the evaluation unit to determine position. This self-service approach eliminates the need for external GPS satellite data transmission, reducing data transmission volume to zero while maintaining positioning reliability through local image processing and correlation analysis

Inventive Principle:
Principle #25Self-service

Solution Approach 2:

The patent introduces image data as an intermediary between the agricultural machine and the routing system. Instead of directly using GPS satellite signals, the system mediates positioning through sensor-captured images that are processed to determine correlation values with route sections, thereby eliminating the need for extensive satellite data transmission while maintaining reliable positioning

Inventive Principle:
Principle #24Intermediary (Mediator)

3Loss of energy

If image data processing is used instead of GPS, then data transmission costs are reduced, but processing efficiency must be maintained

Engineering Contradiction:
Improvedata transmission costVSAvoidprocessing efficiency
Core Design Contradiction:
Loss of energyVSProductivity

Solution Approach 1:

The patent divides the routing data into multiple discrete sections along the route. This segmentation allows the evaluation unit to process image data by comparing it against individual sections rather than analyzing the entire route at once, significantly reducing processing complexity and improving efficiency while eliminating the need for costly GPS data transmission

Inventive Principle:
Principle #1Segmentation

Data Source

PatentUS12058947B2Apparatus for locating an agricultural machine on the basis of sensor data and image segmentation
Publication Date: 2024.08.13 ZF FRIEDRICHSHAFEN AG
  • US12058947B2 patent drawing
  • US12058947B2 patent drawing

AI summary

An apparatus for localizing an agricultural machine in an agricultural useful area. The apparatus includes an input interface configured to receive, as input, a route predefined in the useful area and image data related to a monitoring region of the useful area detected by a sensor and located in a vicinity of the agricultural machine. The apparatus also includes an evaluation unit configured to detect a position of the monitoring region with respect to the predefined route and an output interface configured to output the detected position.