BEGIN:VCALENDAR VERSION:2.0 PRODID:-//jEvents 2.0 for Joomla//EN CALSCALE:GREGORIAN METHOD:PUBLISH BEGIN:VEVENT UID:b99c2b7d1224b78c3e0a451921d82157 CATEGORIES:Lectures & Presentations CREATED:20171122T001430 SUMMARY:Artificial Intelligence in Power Systems LOCATION:TU Wien\, Gußhausstraße 25\, Altes EI\, EI 5 (Hochenegg HS) DESCRIPTION: \nArtificialIntelligence in Power Systems\n \nUnderstanding Power Systems with the Power of the Brain\n \nProf.VLADIMIRO MIRANDA\nABSTRACT \nSeeing e vents in 2D pictures with deep learningapplied to visual cortex neural arch itectures: a tool of the future for powersystem control centers.\n \nPhasor Measurement Units(PMUs) are being installed and then control centres are b ecoming flooded with atsunami of data. The information contained in such bi g data environment islargely left unused, but the PMU data contain signatur es of dynamic events andthe prompt recognition of such events could lead to better alarm processing,more accurate event diagnosis and possibly to prev entive problem detection. Thetalk will reveal the most recent advances in d ealing with this big data problemthrough deep learning with CNNs (Convoluti onal Neural Networks), whosearchitecture mimics the visual cortex of the hu man brain, and computing withGPUs (Graphic Processing Units). PMU real data from Brazil will show how thetransformation of PMU time domain measurement s of system frequency into 2Dcolour pictures allows a 100% success, with a CNN, in recognizing andclassifying dynamic events such as, for example, gen erator or line tripping,load disconnection of inter-area oscillation.\n \nV LADIMIROMIRANDA was born in Porto, Portugal. He graduated in Electrical Eng ineering in1977 and received the Ph.D. degree in Electrical Engineering fro m FEUP, theFaculty of Engineering of the University of Porto, Portugal, in 1982. Hecurrently holds the following positions: Full Professor (Professor Catedrático)at FEUP, Director/Member of the Board of INESC TEC, an R&D privatenon-profit institution in Portugal, Director-President of INESC P&am p;D Brasil,an R&D private non-profit organization with headquarters in São Paulo,Brazil, Member of the Board of OCEANUS – marine research and inno vation,University of Porto, Portugal.\nHe is alsoInternational Academic Adv isor of the Polytechnic University of Hong Kong,Member of the Scientific Co uncil of IRESEN, Ministry of Energy, Morocco, memberof the Scientific Counc il of the Chemical and Biologic Defense Laboratory ofthe Portuguese Army an d Honorary Visiting Professor of the University of NoviSad, Serbia, as well as member of the International Scientific Advisory Boardof the research in stitutes IIT – Instituto de Investigación Tecnológica,Madrid, Spain, and IE E – Instituto de Energía Eléctrica, San Juan, Argentina. \n X-ALT-DESC;FMTTYPE=text/html:
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Artif icialIntelligence in Power Systems
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Understandin g Power Systems with the Power of the Brain
Prof.V LADIMIRO MIRANDA
ABSTRACT
Seeing events in 2D pictures with deep learning applied to visual cortex neural architectures: a tool of the future for pow ersystem control centers.
Phasor Mea surement Units(PMUs) are being installed and then control centres are becom ing flooded with atsunami of data. The information contained in such big da ta environment islargely left unused, but the PMU data contain signatures o f dynamic events andthe prompt recognition of such events could lead to bet ter alarm processing,more accurate event diagnosis and possibly to preventi ve problem detection. Thetalk will reveal the most recent advances in deali ng with this big data problemthrough deep learning with CNNs (Convolutional Neural Networks), whosearchitecture mimics the visual cortex of the human brain, and computing withGPUs (Graphic Processing Units). PMU real data fro m Brazil will show how thetransformation of PMU time domain measurements of system frequency into 2Dcolour pictures allows a 100% success, with a CNN, in recognizing andclassifying dynamic events such as, for example, generat or or line tripping,load disconnection of inter-area oscillation.
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VLADIMIROMIRANDA was born in Porto, Portugal. He graduated in Electrical Engineering in1977 and recei ved the Ph.D. degree in Electrical Engineering from FEUP, theFaculty of Eng ineering of the University of Porto, Portugal, in 1982. Hecurrently holds t he following positions: Full Professor (Professor Catedrático)at FEUP, Dire ctor/Member of the Board of INESC TEC, an R&D privatenon-profit institu tion in Portugal, Director-President of INESC P&D Brasil,an R&D pri vate non-profit organization with headquarters in São Paulo,Brazil, Member of the Board of OCEANUS – marine research and innovation,University of Port o, Portugal.
He is alsoInternational Academic Advisor of the P olytechnic University of Hong Kong,Member of the Scientific Council of IRES EN, Ministry of Energy, Morocco, memberof the Scientific Council of the Che mical and Biologic Defense Laboratory ofthe Portuguese Army and Honorary Vi siting Professor of the University of NoviSad, Serbia, as well as member of the International Scientific Advisory Boardof the research institutes IIT – Instituto de Investigación Tecnológica,Madrid, Spain, and IEE – Instituto de Energía Eléctrica, San Juan, Argentina.
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