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Case Study

Combating Electric Meter Tampering with Advanced Machine Learning Solutions

No of Users

250+

Project Duration

6 Months

About Client

The client is a leading energy services company that provides electricity to residential, commercial, and industrial customers. With a substantial customer base and a commitment to delivering reliable energy solutions, the company faced challenges due to increasing instances of meter tampering, impacting revenue and operational efficiency. They sought a technology-driven solution to safeguard their operations and ensure accurate billing while maintaining customer trust and satisfaction.

Technology and Services

SAP HANA, FileNet, MS Azure, Hortonworks

Industries

Electric Services

“HexaCorp’s innovative approach and cutting-edge technologies have been game-changing for us. Their expertise in machine learning and SAP HANA enabled us to tackle the persistent issue of meter tampering effectively, safeguarding our revenue and improving customer trust.”

– CEO

95%

Accuracy in Real Time

50%

Prevention of Revenue Loss

Project Synopsis

HexaCorp partnered with an energy services provider to address a critical issue of electric meter tampering, which led to significant revenue losses. Leveraging advanced technologies like SAP HANA, FileNet, and machine learning, HexaCorp developed and deployed a robust solution to detect and prevent tampering in real-time.

The Challenge

  • The client faced widespread electric meter tampering, where users manipulated meters to record lower energy consumption than actual usage.
  • Such activity not only caused substantial revenue losses but also undermined the integrity of their billing process.
  • The company required a scalable, data-driven solution to accurately detect tampering instances and ensure proper billing for all customers.

The Solution

  • Identified and integrated data sources relevant to meter tampering, including meter readings, customer information, and usage patterns, into SAP HANA and FileNet.
  • Defined key performance indicators (KPIs) for energy usage patterns to identify anomalies indicative of tampering.
  • Built a centralized data lake in SAP HANA and FileNet to store and manage meter readings, customer details, and other documents related to tampering cases.
  • Trained a machine learning algorithm using TensorFlow with SAP HANA to establish baseline “normal” energy usage patterns.
  • The algorithm was then deployed to detect real-time anomalies, flagging potential tampering incidents.
  • Configured an alert system and case management workflow using FileNet to enable proactive action when anomalies were detected, ensuring quick resolution.

The Result

  • Identified potential tampering incidents with 95% accuracy in real time.
  • Prevented revenue losses amounting to 15% annually, saving millions for the client.
  • Ensured fair and accurate billing for all customers, restoring trust in the client’s services.
  • Reduced the time to identify and address tampering cases by 40% through automated workflows and alerts.

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