Synchronized Detector Grouping for Predictive Maintenance Data Collection

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Solution Overview

Problem

Existing equipment item diagnosis systems require pre-connected wires for synchronization of data from measuring instruments, limiting the ability to perform predictive maintenance on freely grouped detectors, as they cannot diagnose anomalies in unsynchronized data.

Innovation Solution

A data collection and analysis system with a communication unit and data acquisition unit that synchronizes data from detectors by setting acquisition timing and storage locations for each group, allowing for synchronization without pre-connected wires.

Engineering Contradictions & Design Principles

VSEngineering Contradiction Analysis

1Reliability

If wires for synchronization are connected in advance to measuring instruments, then data synchronization is achieved, but device complexity and installation difficulty increase

Engineering Contradiction:
Improvedata synchronizationVSAvoidwire connection structure
Core Design Contradiction:
ReliabilityVSDevice complexity

Solution Approach 1:

The patent replaces the mechanical wire connection system with a wireless communication system. The data acquisition unit transmits data to the analysis unit via wireless communication, eliminating the need for physical synchronization wires while maintaining data synchronization through timestamp-based correlation and buffer management mechanisms.

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

Solution Approach 2:

The patent introduces a data buffer as an intermediary component between the data acquisition unit and the analysis unit. This buffer temporarily stores acquired data and manages data flow, enabling synchronization without direct wire connections by coordinating data retrieval timing between multiple detectors.

Inventive Principle:
Principle #24Intermediary (Mediator)

2Measurement precision

If data are acquired from all measuring instruments in a group in synchronization, then predictive maintenance accuracy improves, but system complexity increases

Engineering Contradiction:
Improvepredictive maintenance accuracyVSAvoidsynchronization system
Core Design Contradiction:
Measurement precisionVSDevice complexity

Solution Approach 1:

The patent applies preliminary action by pre-allocating data buffers and pre-configuring acquisition parameters for each detector before data collection begins. The system pre-establishes the data flow paths and buffer allocation schemes, so that when data acquisition starts, all detectors can operate in synchronization without requiring complex real-time coordination, thus improving measurement precision while controlling system complexity.

Inventive Principle:
Principle #10Preliminary action

3Adaptability or versatility

If detectors are freely grouped afterward without pre-connected wires, then adaptability improves, but data synchronization becomes difficult

Engineering Contradiction:
Improvedetector grouping flexibilityVSAvoiddata synchronization
Core Design Contradiction:
Adaptability or versatilityVSReliability

Solution Approach 1:

The patent implements dynamics by making the detector grouping configuration flexible and changeable after system deployment. The data acquisition unit can dynamically assign detectors to different groups based on operational needs, and the buffer management system adapts to accommodate these changes while maintaining data synchronization through configurable buffer allocation and timestamp-based correlation.

Inventive Principle:
Principle #15Dynamics

Data Source

PatentUS11687061B2Data collection and analysis system, data collection and analysis apparatus, machine learning apparatus, and data collection and analysis method
Publication Date: 2023.06.27 MITSUBISHI ELECTRIC CORP
  • US11687061B2 patent drawing
  • US11687061B2 patent drawing
  • US11687061B2 patent drawing

AI summary

A data collection and analysis system includes a communication unit and a data acquisition unit. The communication unit collects data indicating an internal state or operation state of an equipment item. The data acquisition unit acquires, from the communication unit, the data synchronized for each of groups according to setting information, the setting information being information in which the groups, a data acquisition timing, and a storage location of the data are set for a channel allocated to the data to be acquired from the equipment item, each of the groups bringing together a plurality of the channels, the data acquisition timing being a timing at which the data are acquired from the communication unit.