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Wind Farm – Monitoring, Analytics and Management

Wind turbines are inherently expensive to operate, because of their remote and distributed implementation. Harsh environmental conditions, varying technologies and dynamic operational loads add further complexity to wind turbine performance management. Algo Engines will help you monitor a diverse portfolio of wind farms on a real-time basis. Further, turbines are genetically similar and produce vast quantities of data, which offers deep insight. Our analytics framework leverages big data analytics, cloud and predictive modelling to improve return on investments.

Wind Farm Analytics Whitepaper

Download whitepaper on wind farm monitoring and analytics. The paper presents approaches on how wind turbine SCADA data analytics can help increase revenue and lower downtime across a diverse portfolio

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Why choose us?

Algo Engines can work with any combination of operational turbines, farms and portfolios. It gives owners and operators uniform access to capture and analysis of their critical data. Our 3D visualization helps remote wind farm monitoring teams get a feel of the site and its terrain. We identify “at-risk” components based on a robust notification engine through data mining of SCADA and event data. This facilitates intelligent operational decisions, therefore maximising generation rather than just turbine availability.

Turbine Data Integration

Interfaces to collect and support multiple data formats from complex real time interfaces to end of day file interfaces (OPC, OPC DA, OPC UA, Modbus, Modbust RTU, DNP etc.). The turbine data for a range of parameters including wind speed, temperature, power, RPM etc. are captured (sub second to 10 minute). This data serves as a basic building block for analysis and performance assessment.

Reporting

Visualization is key to processing big data. We offer a range of real time visualization tools capable of supporting sub-second refresh rates to charting tools including maps. An array of reports that integrate power curve, generation estimates, alarms & events to provide detailed wind turbine analytics. Algo Engines offers a range of data visualization options, KPI construction, dashboards etc. to facilitate easy analysis and MIS generation.

O&M Data Integration

We provide interfaces for entry of service/work log/incident entry, inspection entry and root cause analysis which integrates with turbine and farm data to facilitate preventive maintenance.

Machine Learning

We leverage cutting edge data mining models including Artificial Neural Networks (ANNs), Support Vector Machines (SVM), AutoRegressive Integrated Moving Average (ARIMA), Classification and Regression Tress (CART) etc.

Monitor Portfolio

Monitor a diverse portfolio of wind farms and wind turbines using web and mobile apps from Algo Engines.

Analyze Trends

Track and compare trends in various parameters at a turbine, farm or portfolio level using custom analysis and charting components.

Predict Downtimes

Develop custom notifications based on queries and machine learning models to identify anomalies and predict impending failures.

Forecast Energy

Use statistical forecasting models and real-time weather forecasts to predict day ahead energy.