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Energy refinery at dusk

Case Study · Energy

Intelligent Application of Automated Line Loss Management

01 — Background

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The client is engaged in the investment, construction, and operation of power grids. Its business spans across China and multiple countries across different continents,serving over 1.1 billion people and carrying an important mission to ensure safe, economical, and sustainable power supply.

02 — Challenges

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Opportunities to Enhance Operational Timeliness

As business scale continued to expand, traditional manual workflows involved certain processing cycles in anomaly detection and alert handling, leaving room for further improvement in operational responsiveness and real-time processing capabilities.

03 — Solution & Advantages

Intelligent Application of Automated
Line Loss Management: RPA + ML

Cost management BI dashboard

RPA-Driven Process Automation

Standardized and digitized operational rules; RPA(Robotic Process Automation) bots automate cross-platform data extraction, comparison and validation, work order generation and dispatch, and routine inspection and audit operations.

Machine Learning-Based Intelligent Alerting

ML models automatically identify line-loss anomalies, analyze potential causes, and recommend corrective actions—continuously enriching a reusable knowledge base and automation rule framework.

Enterprise-Scale Replication

A reusable benchmark solution that can be replicated across business units, setting a new standard for intelligent marketing operations at enterprise scale.

04 — Key Performance

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Alerting Response

T+2T+0

From delayed response to real-time alerting

Anomaly Detection Effectiveness

+85.7%

Improvement powered by ML-based intelligent alerting

Labor Hours Saved

400+hrs / mo

Freed from repetitive manual workflows