TC Energy：基于 AF、ML 和组合学构建的燃料优化平台.pdf

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1、AVEVA WORLD 2025Compression Optimization Tool(COT)A P R I L 8,2 0 2 4A P R I L 8,2 0 2 43 3Team Lead,Realtime Monitoring&Analyticsrichard_richard_Sr.Realtime Monitoring&Analytics Consultantsteven_steven_Team Lead,Asset Applicationsbrendan_brendan_RICHARD STINSONRICHARD STINSONSTEVEN KLUGESTEVEN KLUG

2、EBRENDAN BELLBRENDAN BELLSpeakersA P R I L 8,2 0 2 4A P R I L 8,2 0 2 44 4AgendaTC Energy OverviewFuture WorkQ&ATechnology LayersFunctionalityWhat is COTResultsPeople&ProcessesBusiness DriversA P R I L 8,2 0 2 4A P R I L 8,2 0 2 45 5A P R I L 8,2 0 2 4A P R I L 8,2 0 2 4TC EnergyOne of North America

3、s Largest Natural Gas Pipeline One of North Americas Largest Natural Gas Pipeline NetworksNetworks6 6365Stations1000+Units11.3MHp58KMiles of Pipeline30%ContinentalDemand650+BCF Storage Capacity6 6A P R I L 8,2 0 2 4A P R I L 8,2 0 2 4Business Driverso Industry driving towards more sustainable energy

4、 futureo Direct alignment with TC Energys Sustainability Initiativeso Contribute to company-wide emissions reduction targets7 7A P R I L 8,2 0 2 4A P R I L 8,2 0 2 4What is COTThe Compression Optimization Tool(COT)combines machine learning,performance engineering,and combinatorics theory to optimize

5、 TC Energys compression fleet.COT recommends the most fuel-efficient compressor configurations in near real-time,reducing emissions and improving operational sustainability.8 8A P R I L 8,2 0 2 4A P R I L 8,2 0 2 41010COT ConceptCurrent Station Configuration Current Station Configuration Targets:Tar

6、gets:FlowFlow1,346 mcfd1,346 mcfdSuction PressSuction Press600600 psipsiDischarge PressDischarge Press900900 psipsi55%55%55%55%OFFOFFOFFOFFOFFOFFCOT Optimization EngineCOT Recommendation COT Recommendation Meet current targets with less emissions Meet current targets with less emissions 100100%10010