Successfully reported this slideshow.
We use your LinkedIn profile and activity data to personalize ads and to show you more relevant ads. You can change your ad preferences anytime.

Analytics in action for DER: Talking an energy revolution from OMNETRIC Group

16 views

Published on

Harnessing the value of distributed energy resources through analytics

Published in: Business
  • Be the first to comment

  • Be the first to like this

Analytics in action for DER: Talking an energy revolution from OMNETRIC Group

  1. 1. Talking an energy revolution: Analytics in action for DER Copyright ©2018 OMNETRIC. All rights reserved. OMNETRIC Unrestricted Information.
  2. 2. DER: Dispatchable and non-dispatchable resources on the grid, including demand response, distributed generation (solar, CHP, wind), electric vehicles, and storage technology. Energy efficiency and micro grids can also be considered to beDERs Harnessing the value of distributed energy resources Copyright ©2018 OMNETRIC. All rights reserved. OMNETRIC Unrestricted Information. Core distributed energy resource management
  3. 3. Integrating diverse energy systems into the main grid challenges operations and existing solutions Grid stability and reliability is under pressure Copyright ©2018 OMNETRIC. All rights reserved. OMNETRIC Unrestricted Information. Offshore wind parks Bidirectional power flow Unidirectional power flow Hydrogen storage Biogas CHP Small industrial gas turbine Pumped storage power plant Private solar Smart street Lighting Electrical vehicles Diesel generator Storage solutions Large scale PV plant Storage solutions
  4. 4. DER analytics DER Grid management analytics – analytics to support the management of a grid with high projected penetration of DERs What challenges can analytics address? ManageDERasagenerationandmarketresource Optimize dispatch of DER for reliability and financial benefits Maximize the leverage of existing assets Operate a secure, resilient grid Operate a resilient grid Copyright ©2018 OMNETRIC. All rights reserved. OMNETRIC Unrestricted Information. DER management analytics – analytics to assist with planning, management and operations of DERs on the grid What data management initiatives and tools can help? Data integration: Multidimensional data enrichment (assets,operations,weather,GIS,SCADA,customer,urban developmentplans,demographics etc.) Dataprocessing:in alarge-scale Hadoopenvironment Analytics application framework: Technology agnostic analytics application framework to enable evolving use cases Analytics integration framework: Standards-based integrations to enable existing operational systems
  5. 5. DER analytics case study Renewablesmetaforecasting Copyright ©2018 OMNETRIC. All rights reserved. OMNETRIC Unrestricted Information. Business situation and objectives Awindpowerplantoperator needed to: Reducepenaltycostsbyreducing forecastingerrors Optimizetradingstrategybasedon forecastconfidence Alignmaintenanceschedulewith productionforecast Atransmissionsystemoperator(TSO)and distribution system operator(DSO) needed to: Preventcriticalsituationsin thegrid Keepthenetworkbalanced Manage congestion Carry out reservemonitoring How we helped We undertook: Time series analysis Sequenceandpatternmining Classification-based transferfunction Betterdecisionmaking is enabled through the combination of data frommultiple forecastingengines to provide confidence intervals Forecasts are improved bysupplementing production data with additional data for example fromturbinesandweatherstations
  6. 6. DER analytics case study Analysis of turbine performance and icing sensors Copyright ©2018 OMNETRIC. All rights reserved. OMNETRIC Unrestricted Information. Business situation and objectives AEuropean utility wanted to limit the impact of blade icingontheperformanceofitswindpark How we helped We conducted an initial field study on ice detection For better information on icing, two types of sensors were installed on one windmill for testing In the future the better performing of these sensors will be rolled out We analyzed the data using scatter plotting, box plotting and true/false, positive/negative dynamic threshold categorization The gained insight facilitates the evaluation of the blade heating installation business case and will help to improve preventative shut down of turbines in case of icing
  7. 7. DER analytics case study Extended low voltage analytics Copyright ©2018 OMNETRIC. All rights reserved. OMNETRIC Unrestricted Information. Business situation and objectives For a European smart city joint venture project, a European energy retailer and a European DSO, we helped uncover newinsightsintolow voltage networkstates and voltage/current asymmetries How we helped We analyzed the voltage and current asymmetries, as well as the power factor, of 41 grid monitoringdevices in varioussmart citytestbeds We compared twodatasetsbeforeandafter adjustments ofgrid monitoringdevices We conducted a collaborativefilteralgorithmfor comparativeanalysis and networkgraphsfor visualization We provided a descriptive analysis using histograms and bar charts
  8. 8. OMNETRIC For more information contact: request@omnetric.com Copyright ©2018 OMNETRIC. All rights reserved. OMNETRIC Unrestricted Information. OMNETRIC is dedicated to helping energy providers reap the benefits of the digital energy system by integrating their energy operations with IT to support their business goals. Our global team of engineering, IT, security and data experts brings extensive industry experience to help customers discover and exploit data intelligence to capitalize on industry change, and realize new business models. Helping customers since 2014, we are an inventive, technology services company. For more, visit www.omnetric.com. OMNETRIC is a Siemens company.

×