Advance Analytics: Separating Signal from Noise
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Digitalization and advance analytics are not a magic bullet to solve the challenges operators face with managing massive amounts of turbine data, including hundreds of SCADA signals for each turbine, condition monitoring information, maintenance records, fault logs, failure histories, and many other sources of data. Dr. Sandeep Gupta will share several techniques for extracting meaning from wind turbine data that at first sight does not appear to contain useful information. These techniques will be applied to actual wind turbine operations data to identify issues such as mechanical and electrical component failure prediction and failure prevention and power production and availability optimization. Then Dariush Faghani will demonstrate through case studies how advance analytics have been used to achieve a sufficient level of precision to produce reliable quantitative conclusions to guide the operator towards corrective actions. This presentation will conclude with recent developments on translating operational data into work orders using advanced analytics.
Moderated by Jeffrey Wehner, Vice President of Operations, Renewables, Duke Energy
Dr. Sandeep Gupta, CEO, Ensemble Energy Inc
Dariush Faghani, Senior Consultant, Power Factors