公用事业规模储能管理面临的挑战.pdf

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1、Challenges in Managing Utility-Scale Energy StorageE N E R GY S TO R A G E S U M M I T G E R M A N Y 2 0 2 5Presented byLeon GoshFounder and Managing Director of Cellect EnergyLeon Gosh has over a decade of experience in the BESS market.Over the past four years,he has dedicated himself to analyzing

2、the operation of BESS portfolios,delivering practical and effective solutions tailored to the needs of BESS asset managers.The Challenge of Big DataConfidentialCellectChallenges in Managing Utility-Scale Energy Storage02Managing Data in Large-Scale Battery OperationsBased on insights gathered from i

3、nterviews with over 50 BESS asset managers conducted in 2024 and 2025.120 320 770 1,370 2,140 2,860 -500 1,000 1,500 2,000 2,500 3,000 3,500123456Portfolio size in MWhYear of operationPortfolio GrowthPortfolios are growing fast.The Challenge of Big DataConfidentialCellectChallenges in Managing Utili

4、ty-Scale Energy Storage03Managing Data in Large-Scale Battery OperationsA portfolio that expands to 50 sites and 3 GWh of battery capacity over six years generates an astonishing 17 trillion data points annuallyequivalent to 47 billion data points every single day.719 1,919 4,616 8,214 12,830 17,147

5、 -2,000 4,000 6,000 8,000 10,000 12,000 14,000 16,000 18,000 20,000123456billion data points per yearYear of operationData points generated annually*Based on one-second data logging.and with them the data volumeHow do you tackle data challenges?Challenge OverviewConfidentialCellectChallenges in Mana

6、ging Utility-Scale Energy Storage04Beyond Data Handling:Exploring the Complex Challenges in BESS ManagementHow can I efficiently store and securely manage the billions of data points generated each month?Which data points need to be monitored to ensure compliance with BESS performance warranties?How