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1、Creating the Grid of the Future|Opportunities for Storage|ENVERUS.COM|1zMarch 20th,2024 Opportunities for StorageCreating the Grid of the Future|Opportunities for Storage|ENVERUS.COM|2Juan Arteaga,PhDSenior ACreating the Grid of the Future|Opportunities for Storage|ENVERUS.COM|3Interconnection Queue
2、 PredictionsLong-Term Load ForecastLMP VolatilityEnergy Storage Strategies Creating the Grid of the Future|Opportunities for Storage|ENVERUS.COM|4Interconnection Queue PredictionsLong-Term Load ForecastLMP VolatilityEnergy Storage Strategies Creating the Grid of the Future|Opportunities for Storage|
3、ENVERUS.COM|5Total Queued Capacity by ISOSource|Enverus Intelligence Research-50,000 100,000 150,000 200,000 250,000 300,000 350,000 400,000 450,000CAISOERCOTSPPMISOPJMNYISOISO-NECapacity(MW)OtherOilHydroNatural GasOnshore WindOffshore WindSolar PVStorageCreating the Grid of the Future|Opportunities
4、 for Storage|ENVERUS.COM|6Source|Enverus IntelligenceResearchHistorical Project Completions and Suspensions73%54%75%77%81%80%72%84%84%-20,000 40,000 60,000 80,000 100,000 120,000 140,000 160,000 180,000 200,000201520162017201820192020202120222023Capacity(MW)OperatingSuspendedCreating the Grid of the
5、 Future|Opportunities for Storage|ENVERUS.COM|7Source|Enverus IntelligenceResearchEnverus IntelligenceResearch(EIR)View on Project ViabilityProbability of Completion0-40%60-80%80-100%40-60%15%29%7%1%1%-50,000 100,000 150,000 200,000 250,000 300,000 350,000 400,000CAISOERCOTMISOPJMISO-NECapacity(MW)C
6、reating the Grid of the Future|Opportunities for Storage|ENVERUS.COM|8Source|Enverus IntelligenceResearchDeveloper Queue Capacity Grouped by Probability of SuccessProject Developer0-40%60-85%80-100%40-60%-500 1,000 1,500 2,000 2,500 3,000 3,500 4,000Capacity(MW)Creating the Grid of the Future|Opport
7、unities for Storage|ENVERUS.COM|9Source|Enverus IntelligenceResearch,EIAEIR Forecast Capacity Mix050,000100,000150,000200,000250,000Operating Capacity(MW)Year/MonthCoalNuclearGeothermalOtherHydroGasWindOffshore WindSolarStorageCreating the Grid of the Future|Opportunities for Storage|ENVERUS.COM|10I
8、nterconnection Queue PredictionsLong-Term Load ForecastLMP VolatilityEnergy Storage Strategies Creating the Grid of the Future|Opportunities for Storage|ENVERUS.COM|11Source|Enverus IntelligenceResearch,CAISOHistorical Load TrendsDaily AverageAnnualDemand2011 2012201320142015 20162017 20182019 2020
9、2021 20222023 210 215 220 225 230 235 240 20 22 24 26 28 30 32Total Annual Demand(TWh)Daily Average Demand(GWh)CAISO 250 300 350 400 450 500 25 30 35 40 45 50 55 60Total Annual Demand(TWh)Daily Average Demand(GWh)ERCOT2011 2012201320142015 20162017 20182019 2020 2021 20222023Creating the Grid of the
10、 Future|Opportunities for Storage|ENVERUS.COM|12Increase in Demand Electrification Climate ChangeDecrease in Demand BTM SolarDemand Time Shift Time of Use BTM StorageIncrease and Time Shift EV AdoptionSource|Enverus IntelligenceResearchFour Types of Drivers Based on Their Impact on LoadCreating the
11、Grid of the Future|Opportunities for Storage|ENVERUS.COM|13Source|United States Census Bureau,EIA,Bureau of Economic AnalysisHistorical and Forecast for Current Load FactorsHistoricalForecast 35 36 36 37 37 38 38 39 39 40 4020102013201620192022202520282031203420372040204320462049Population(Milllion)
12、Population$1,500$2,000$2,500$3,000$3,500$4,000$4,500$5,00020102013201620192022202520282031203420372040204320462049GDP PC(Million$)GDP 600 700 800 900 1,000 1,100 1,200 1,300 1,400 1,500 1,60020102013201620192022202520282031203420372040204320462049Cooling Degree Days WeatherCreating the Grid of the F
13、uture|Opportunities for Storage|ENVERUS.COM|14Source|Enverus IntelligenceResearchHistorical and Forecast Unconstrained DemandHistoricalTrendTotal Annual Demand225235245255265275201020112012201320142015201620172018201920202021202220232024202520262027202820292030203120322033203420352036203720382039204
14、02041204220432044204520462047204820492050Annual Demand(TWh)Creating the Grid of the Future|Opportunities for Storage|ENVERUS.COM|15Source|Enverus IntelligenceResearchLong-Term Load Impact by Driver(15,000)(10,000)(5,000)05,00010,00020232024202520262027202820292030203120322033203420352036203720382039
15、20402041204220432044204520462047204820492050Impact on Demand(MWh)BTM_solarClimate ChangeElectrificationEV AdoptionBTM_storageTime of UseBTM SolarBTM StorageYear/HourCreating the Grid of the Future|Opportunities for Storage|ENVERUS.COM|16Source|Enverus IntelligenceResearch,CAISOCombination of Drivers
16、 To Change Daily Load Profile 215 225 235 245 255 265 275 285 295 305 315 20 25 30 35 4020102011201220132014201520162017201820192020202120222023202420252026202720282029203020312032203320342035203620372038203920402041204220432044204520462047204820492050Total Annual Demand(TWh)Daily Average Hourly(GWh
17、)Year/HourHistorical Hourly Average DemandForecast Hourly Average DemandTotal Annual DemandCreating the Grid of the Future|Opportunities for Storage|ENVERUS.COM|17Interconnection Queue PredictionsLong-Term Load ForecastLMP VolatilityEnergy Storage Strategies Creating the Grid of the Future|Opportuni
18、ties for Storage|ENVERUS.COM|18Source|Enverus IntelligenceResearchGeneration Forecast(20,000)(10,000)010,00020,00030,00040,00050,000Average Generation(MWh)Year/HourCoalNuclearGeothermalOtherHydroWindOffshoreWindSolarStorageGasSolar CurtailedWind CurtailedLoadOffshore WindCreating the Grid of the Fut
19、ure|Opportunities for Storage|ENVERUS.COM|19Monthly Gas and Storage GenerationSource|Enverus Intelligence Research 0%10%20%30%40%50%60%70%80%90%100%2024202520262027202820292030203120322033203420352036203720382039204020412042204320442045Percent of Net Load(%)Year/MonthGasStorageCreating the Grid of t
20、he Future|Opportunities for Storage|ENVERUS.COM|20Source|Enverus IntelligenceResearchAverage Monthly Price and Daily Spread$30$35$40$45$50$55$60$65$70$75$-$20$40$60$80$100$120$140$160$180$200Daily Spread($/MWh)Energy Price($/MWh)Year/MonthEnergy PriceSpreadCreating the Grid of the Future|Opportuniti
21、es for Storage|ENVERUS.COM|21Source|Enverus IntelligenceResearchAnnual Spreads and Storage Arbitrage Revenues$30$35$40$45$50$55$60$65$70$-$1,000$2,000$3,000$4,000$5,000$6,000$7,0002024202520262027202820292030203120322033203420352036203720382039204020412042204320442045Daily Spread($/MWh)Annual Revenu
22、e per MW($)Revenue/MWSpreadCreating the Grid of the Future|Opportunities for Storage|ENVERUS.COM|22Interconnection Queue PredictionsLong-Term Load ForecastLMP VolatilityEnergy Storage Strategies Creating the Grid of the Future|Opportunities for Storage|ENVERUS.COM|23%Capacity by Service Source|Enver
23、us Intelligence Research 0%10%20%30%40%50%60%70%80%90%100%JanFebMarAprMayJunJulAugSepOctNovDecPercentage of Capacity(%)CAISOEnergyReg UpSpinNon Spin0%10%20%30%40%50%60%70%80%90%100%JanFebMarAprMayJunJulAugSepOctNovDecPercentage of Capacity(%)ERCOTEnergy RegUpRRSECRSNonSpinCreating the Grid of the Fu
24、ture|Opportunities for Storage|ENVERUS.COM|24Storage Capacity and Revenue TimelineSource|Enverus Intelligence Research -500 1,000 1,500 2,000 2,500 3,000 3,500 4,000 4,500 5,000$-$50$100$150$200$250$300$350$400$450123456789101112123456789101112123456789101112202120222023Installed Capacity(MW)Revenue
25、($MM)Installed Storage Capacity(MW)EnergyRegUpRegDnRRSNonSpinECRSCreating the Grid of the Future|Opportunities for Storage|ENVERUS.COM|252023 Revenue by Service and ProfitabilitySource|Enverus Intelligence Research 20320313220520311111120378677867645264526464525140101020201010101010 1010 10101010101
26、0101010101010101010101212141010101820181010101010101017 1012 1018 172100%10%20%30%40%50%60%70%80%90%100%$-$5,000,000$10,000,000$15,000,000$20,000,000$25,000,000$30,000,000$35,000,000$40,000,000$45,000,000$50,000,000Profitability Index(%)Revenue($)EnergyRegUpRegDnRRSNonSpinECRSProfitabilityCapacity(M
27、Wh)Creating the Grid of the Future|Opportunities for Storage|ENVERUS.COM|262023 Revenue by Service and Profitability for 10 MWh AssetsSource|Enverus Intelligence Research 10101010101010101010101010101010101010101010101010101010101010101010101010100%10%20%30%40%50%60%70%80%90%100%$-$500,000$1,000,000
28、$1,500,000$2,000,000$2,500,000$3,000,000$3,500,000$4,000,000$4,500,000$5,000,000Profitability Index(%)Revenue($)EnergyRegUpRegDnRRSNonSpinECRSProfitabilityCreating the Grid of the Future|Opportunities for Storage|ENVERUS.COM|27Location of Storage and Portfolio ProfitabilitySource|Enverus Intelligenc
29、e Research 61%49%46%42%41%41%38%37%31%26%25%15%14%14%11%5%2%2%0%0%10%20%30%40%50%60%70%80%90%100%Profitability Index(%)DownstreamUpstreamCreating the Grid of the Future|Opportunities for Storage|ENVERUS.COM|282024 Expected Storage Capacity by OwnerSource|Enverus Intelligence Research Creating the Gr
30、id of the Future|Opportunities for Storage|ENVERUS.COM|29Juan Arteaga,PhDSenior ACreating the Grid of the Future|Opportunities for Storage|ENVERUS.COM|30ENVERUS INTELLIGENCE|RESEARCH DISCLOSURE STATEMENT:Copyright 2023 Enverus Intelligence Research,Inc.,a part of Enverus.All rights reserved.The mate
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