点亮未来：人工智能如何赋能未来能源系统.pdf

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1、Restricted Siemens Energy,202412024-10-10March 28,1979Unrestricted Siemens Energy,2024Siemens Energy is a trademark licensed by Siemens AG.Keeping the Lights On:How AI Enables the Energy Systems ofthe FutureMicheline Casey2024-10-10Unrestricted Siemens Energy,2024A Shifting Energy Landscape adds com

2、plexity to Energy SystemsEnergy demand is increasingat fastest pace in years160%increase in datacenter power demand2024-10-10Unrestricted Siemens Energy,2024A Shifting Energy Landscape adds complexity to Energy SystemsBidirectionality injects unplanned nodesChanging energy mix addsinstability to gri

3、d operations2024-10-10Unrestricted Siemens Energy,2024Grid infrastructure is outdatedThe integration of renewables leads to increasinggrid congestion and stalls renewable projectsUnited States-Over 70%of transmission linesare more than 25 years old.Europe-40%of its grid nearing the end of its life.T

4、emp.in CCurtailment of energy due to network or system reasonsUnrestricted Siemens Energy,2024Siemens Energy is a trademark licensed by Siemens AG.2024-10-10Future Energy Systems:Digital,Connected,Smart,Adaptable,AutomatedUnrestricted Siemens Energy,2024Siemens Energy is a trademark licensed by Siem

5、ens AG.2024-10-102040:Automated,Unmanned,ConfigurableThe modular componentsare being built todayUnrestricted Siemens Energy,2024Siemens Energy is a trademark licensed by Siemens AG.2024-10-10Example:Autonomous Power Plant OperationsChallengesElectricity price/demand forecastCapacity planningFinancia

6、l FiguresBenefitsIncreased Cost SavingsImproved customer satisfactionLowered Carbon footprintUnrestricted Siemens Energy,2024Siemens Energy is a trademark licensed by Siemens AG.2024-10-10Example:Improving Grid ResiliencyTransformer Bushingsurrogatemodel forreal-time hot spotpredictionThermal model

7、toanticipatetransient heat transferfor GIS1componentsThermal distributionfor fluid-immersedtransformerwindingsUp to 40,000 x speed-up of model response time without sacrificingprecisionAI-based,physics informed for real time monitoringUnrestricted Siemens Energy,2024Siemens Energy is a trademark lic

8、ensed by Siemens AG.2024-10-10Example:Speeding Feedback Cycles and DecisionsUnrestricted Siemens Energy,2024Siemens Energy is a trademark licensed by Siemens AG.2024-10-10Example:Reducing Carbon Emissions10%loweremissions via refined fuel distribution and elimination of seasonal tuningAcross cycles:

9、reduced fuel use,optimize energy dispatch,reduce CO2 emissionsUnrestricted Siemens Energy,2024Siemens Energy is a trademark licensed by Siemens AG.2024-10-10Use of AI and Digital Across Value ChainUnrestricted Siemens Energy,202412Design optimizationReliability modellingAsset monitoringService field

10、 feedbackLeveraging advanced machine learning to detect anomalies in asset operation(acoustic)monitor plant operation(computer vision)Enables autonomous operationAI-driven surrogate-based geometry optimization applied to turbine blades accelerates design time improves performanceImproved sustainabil

11、ity through enhanced productsUtilizing neural network-based techniques for modeling of shape deviations in manufacturing quantifying reliability of components in the fieldFacilitates reliability-based lifing and robust designUtilizing computer vision for automatic defect detection and classification

12、 on used parts Calibration of design models based on service experienceImproved maintenance and field feedback loopSiemens Energy is a trademark licensed by Siemens AG.Unrestricted Siemens Energy,2024Siemens Energy is a trademark licensed by Siemens AG.2024-10-10AI and Energy Become Increasingly Sym

13、biotic13Siemens Energy is a trademark licensed by Siemens AG.Reported:September 20,2024Unrestricted Siemens Energy,2024Siemens Energy is a trademark licensed by Siemens AG.2024-10-10AIs transformative potentialDigital TwinsOptimize utilization of power assets and the grid by combining machine learni

14、ng with physics-based modelsAutonomous OperationSelf-operating plants which continuously adapt to changes using computer vision and time series analytics Smart Connected ServicesMaximize energy system efficiency while reducing costs with multidisciplinary optimizationReliable GridsDemand forecasting

15、 and production optimization using machine learning and edge computingSupply Chain OptimizationModel supply chain risks and optimize resilience to reduce non-conformance cost and unlock buffers Unrestricted Siemens Energy,2024Siemens Energy is a trademark licensed by Siemens AG.Thank you!Contact info:Micheline Casey/in/michelinecasey