Jump to content

Grid energy storage

From Wikipedia, the free encyclopedia
(Redirected from Grid storage)

Simplified electrical grid with energy storage
Simplified grid energy flow with and without idealized energy storage for the course of one day

Grid energy storage, also known as large-scale energy storage, are technologies connected to the electrical power grid that store energy for later use. These systems help balance supply and demand by storing excess electricity from variable renewables such as solar and inflexible sources like nuclear power, releasing it when needed. They further provide essential grid services, such as helping to restart the grid after a power outage.

As of 2023, the largest form of grid storage is pumped-storage hydroelectricity, with utility-scale batteries and behind-the-meter batteries coming second and third.[1] Lithium-ion batteries are highly suited for shorter duration storage up to 8 hours. Flow batteries and compressed air energy storage may provide storage for medium duration. Two forms of storage are suited for long-duration storage: green hydrogen, produced via electrolysis and thermal energy storage.[2]

Energy storage is one option to making grids more flexible. An other solution is the use of more dispatchable power plants that can change their output rapidly, for instance peaking power plants to fill in supply gaps. Demand response can shift load to other times and interconnections between regions can balance out fluctuations in renewables production.[3]

The price of storage technologies typically goes down with experience. For instance, lithium-ion batteries have been getting some 20% cheaper for each doubling of worldwide capacity.[4] Systems with under 40% variable renewables need only short-term storage. At 80%, medium-duration storage becomes essential and beyond 90%, long-duration storage. The economics of long-duration storage is challenging, and alternative flexibility options like demand response may be more economic.

Roles in the power grid

[edit]

Any electrical power grid must match electricity production to consumption, both of which vary significantly over time. Energy derived from solar and wind sources varies with the weather on time scales ranging from less than a second to weeks or longer. Nuclear power is less flexible than fossil fuels, meaning it cannot easily match the variations in demand. Thus, low-carbon electricity without storage presents special challenges to electric utilities.[5]

Electricity storage is one of the three key ways to replace flexibility from fossil fuels in the grid. Other options are demand-side response, in which consumers change when they use electricity or how much they use. For instance, households may have cheaper night tariffs to encourage them to use electricity at night. Industry and commercial consumers can also change their demand to meet supply. Improved network interconnection smooths the variations of renewables production and demand. When there is little wind in one location, another might have a surplus of production. Expansion of transmission lines usually takes a long time.[6]

four-by-three table of roles batteries have in the electricity system, based on duration from sub-second grid services to the long-term planning of the grid. See text below for specifics.
The different roles batteries play in the electricity system

Energy storage has a large set of roles in the electricity grid and can therefore provide many different services. For instance, it can arbitrage by keeping it until the electricity price rises, it can help make the grid more stable, and help reduce investment into transmission infrastructure.[7] The type of service provided by storage depends on who manages the technology, whether the technology is based alongside generation of electricity, within the network, or at the side of consumption.[8]

Providing short-term flexibility is a key role for energy storage. On the generation side, it can help with the integration of variable renewable energy, storing it when there is an oversupply of wind and solar and electricity prices are low. More generally, it can exploit the changes in prices of electricity over time in the wholesale market, charging when electricity is cheap and selling when it is expensive. It can further help with grid congestion (where there is insufficient capacity on transmission lines). Consumers can use storage to use more of their self-produced electricity (for instance from rooftop solar power).[8][9]

Storage can also be used to provide essential grid services. On the generation side, storage can smooth out the variations in production, for instance for solar and wind. It can assist in a black start after a power outage. On the network side, these include frequency regulation (continuously) and frequency response (after unexpected changes in supply or demand). On the consumption side, storage can help to improve the quality of the delivered electricity in less stable grids.[8][10]

Investment in storage may make some investments in the transmission and distribution network unnecessary, or may allow them to be scaled down. Additionally, storage can ensure there is sufficient capacity to meet peak demand within the electricity grid. Finally, in off-grid home systems or mini-grids, electricity storage can help provide energy access in areas that were previously not connected to the electricity grid.[8]

Forms

[edit]

Electricity can be stored directly for a short time in capacitors, somewhat longer electrochemically in batteries, and much longer chemically (e.g. hydrogen), mechanically (e.g. pumped hydropower) or as heat.[11] The first pumped hydroelectricity was constructed at the end of the 19th century around the Alps in Italy, Austria, and Switzerland. The technique rapidly expanded during the 1960s to 1980s nuclear boom, due to nuclear power's inability to quickly adapt to changes in electricity demand. In the 21st century, interest in storage surged due to the rise of sustainable energy sources, which are often weather-dependent. [12]

Batteries

[edit]
A 900 watt direct current light plant using 16 separate lead acid battery cells (32 volts) from 1917.[13]

Lithium-ion batteries

[edit]

Lithium-ion batteries are the most commonly used batteries for grid applications, as of 2024, following the application of batteries in electric vehicles (EVs). In comparison with EVs, grid batteries require less energy density, meaning that more emphasis can be put on costs, the ability to charge and discharge often and lifespan. This has led to a shift towards lithium iron phosphate batteries (LFP batteries), which are cheaper and last longer than traditional lithium-ion batteries.[14]

Costs of batteries are declining rapidly; from 2010 to 2023 costs fell by 90%.[15] As of 2024, utility-scale systems account for two thirds of added capacity, and home applications (behind-the-meter) for one third.[16] Lithium-ion batteries are highly suited to short-duration storage (<8h) due to cost and degradation associated with high states of charge.[17]

Electric vehicles
[edit]
A Nissan Leaf charging
Batteries from old electric cars, such as this Nissan Leaf, can be reused but as of 2024 it is not known whether grid storage or behind the meter storage will be the best application.[18]

The electric vehicle fleet has a large overall battery capacity, which can potentially be used for grid energy storage. This could be in the form of vehicle-to-grid (V2G), where cars store energy when they are not in use, or by repurposing batteries from cars at the end of the vehicle's life. Car batteries typically range between 33 and 100 kWh;[19] for comparison, a typical upper-middle-class household in Spain might use some 18 kWh in a day.[20]

As of 2024, there have been more than 100 V2G pilot projects globally.[21] The effect of V2G charging on battery life can be positive or negative. Increased cycling of batteries can lead to faster degradation, but due to better management of the state of charge and gentler charging and discharing, V2G might instead increase the lifetime of batteries.[21][22] Second-hand batteries may be useable for stationary grid storage for roughly 6 years, when their capacity drops from roughly 80% to 60% of the initial capacity. LFP batteries are particularly suitable for reusing, as they degrade less than other lithium-ion batteries and recycling is less attractive as their materials are not as valuable.[21]

Other battery types

[edit]

In redox flow batteries, energy is stored in liquids, which are placed in two separate tanks. When charging or discharging, the liquids are pumped into a cell with the electrodes. The amount of energy stored (as set by the size of the tanks) can be adjusted separately from the power output (as set by the speed of the pumps).[23] Flow batteries have the advantages of low capital cost for charge-discharge duration over 4 h, and of long durability (many years). Flow batteries are inferior to lithium-ion batteries in terms of energy efficiency, averaging efficiencies between 60% and 75%. Vanadium redox batteries is most commercially advanced type of flow battery, with roughly 40 companies making them as of 2022.[24]

Sodium-ion batteries are possible alternative to lithium-ion batteries, as they rely on cheaper materials and less on critical materials. It has a lower energy density, and possibly a shorter lifespan. If produced at the same scale as lithium-ion batteries, they may become 20% to 30% cheaper.[23] Iron-air batteries may be suitable for even longer duration storage than flow batteries (weeks), but the technology is not yet mature.[25]

Technology comparison[25]
Technology Less than 4h 4h to 8h Days Weeks Seasons
Lithium-ion Yes Yes No No No
Sodium-ion Yes Yes No No No
Vanadium flow Maybe Yes Yes No No
Iron-air No No Maybe Yes No

Electrical

[edit]

Storage in supercapacitors works well for applications where a lot of power is needed for short amount of time. In the power grid, they are therefore mostly used in short-term frequency regulation.[26]

Hydrogen and chemical storage

[edit]

Various power-to-gas technologies exist that can convert excess electricity into an easier to store chemical. The lowest cost and most efficient one is hydrogen. However, it is easier to use synthetic methane with existing infrastructure and appliances, as it is very similar to natural gas.[27]

As of 2024, there have been a number of demonstration plants where hydrogen is burned in gas turbines, either co-firing with natural gas, or on its own. Similarly, a number of coal plants have demonstrated it is possible to co-fire ammonia when burning coal. In 2022, there was also a small pilot to burn pure ammonia in a gas turbine.[28] A portion of existing gas turbines are capable of co-firing hydrogen, which means there is, as a lower estimate, 80 GW of capacity ready to burn hydrogen.[29]

Hydrogen

[edit]

Hydrogen can be used as a long-term storage medium.[30] Green hydrogen is produced from the electrolysis of water, and converted back into electricity in an internal combustion engine, or a fuel cell, with a round-trip efficiency of roughly 41%.[31] Together with thermal storage, it is expected to be best suited to seasonal energy storage.[32]

Hydrogen can be stored aboveground in tanks or underground in larger quantities. Underground storage is easiest in salt caverns, but only a certain number of places have suitable geology.[33] Storage in porous rocks, for instance in empty gas fields and some aquifers, can store hydrogen at a larger scale, but this type of storage may have some drawbacks. For instance, some of the hydrogen may leak, or react into H2S or methane.[34]

Ammonia

[edit]

Hydrogen can be converted into ammonia in a reaction with nitrogen in the Haber-Bosch process. Ammonia, a gas at room temperature, is more expensive to produce than hydrogen. However, it can be stored more cheaply than hydrogen. Tank storage is usually done at between one and ten times atmospheric pressure and at a temperature of −30 °C (−22 °F), in liquid form.[35] Ammonia has multiple uses besides being an energy carrier: it is the basis for the production of many chemicals; the most common use is for fertilizer.[36] It can be used for power generation directly, or converted back to hydrogen first. Alternatively, it has potential applications as a fuel in shipping.[37]

Methane

[edit]

It is possible to further convert hydrogen into methane via the Sabatier reaction, a chemical reaction which combines CO2 and H2. While the reaction that converts CO from gasified coal into CH4 is mature, the process to form methane out of CO2 is less so. Efficiencies of around 80% one-way can be achieved, that is, some 20% of the energy in hydrogen is lost in the reaction.[38]

Mechanical

[edit]

Flywheel

[edit]
a metal casing with wires, roughtly cyclindrically shaped
NASA G2 flywheel

Flywheels store energy in the form of mechanical energy. They are suited to supplying high levels of electricity over minutes and can also be charged rapidly. They have a long lifetime and can be used in settings with widely varying temperatures. The technology is mature, but more expensive than batteries and supercapacitors and not used frequently.[39]

Pumped hydro

[edit]
Mingtan Pumped-Storage Hydro Power Plant dam in Nantou, Taiwan

In 2023, world pumped hydroelectric storage (PHS) was the largest storage technology, with a capacity of 181 GW, compared to some 55 GW of storage in utility-scale batteries and 33 GW of behind-the-meter batteries.[40] PHS is well suited to evening out daily variations, pumping water to a high storage reservoir during off-peak hours, and using this water during peak times for hydroelectric generation.[41] The efficiency of PHS ranges between 75% and 85%, and the response time is fast, between seconds and minutes.[42]

PHS systems can only be built in limited locations. Pumped storage systems may also be possible by using deep salt caverns or building a hollow deposit at the seabed, and using the sea itself as the higher reservoir.[41] PHS construction can be costly, takes relatively long and can be disruptive for the environment and people living nearby.[41] The efficiency of pumped hydro can be increased by placing floating solar panels on top, which prevent evaporation. This also improves the efficiency of the solar panels, as they are constantly cooled.[43]

Hydroelectric dams

[edit]
Fetsui hydroelectric dam in New Taipei, Taiwan

Hydroelectric dams with large reservoirs can also be operated to provide peak generation at times of peak demand. Water is stored in the reservoir during periods of low demand and released through the plant when demand is higher. While technically no electricity is stored, the net effect is the similar as pumped storage. The amount of storage available in hydroelectric dams is much larger than in pumped storage. Upgrades may be needed so that these dams can respond to variable demand. For instance, additional investment may be needed in transmission lines, or additional turbines may need to be installed to increase the peak output from the dam.[44]

Dams usually have multiple purposes. As well as energy generation, they often play a role in flood defense and protection of ecosystems, recreation, and they supply water for irrigation. This means it is not always possible to change their operation much, but even with low flexibility, they may still play an important role in responding to changes in wind and solar production.[45]

Gravity

[edit]

Alternative methods that use gravity include storing energy by moving large solid masses upward against gravity. This can be achieved inside old mine shafts[46] or in specially constructed towers where heavy weights are winched up to store energy and allowed a controlled descent to release it.[47][48]

Compressed air

[edit]

Compressed air energy storage (CAES) stores electricity by compressing air. The compressed air is typically stored in large underground caverns. The expanding air can be used to drive turbines, converting the energy back into electricity. As air cools when expanding, some heat needs to be added in this stage to prevent freezing. This can be provided by heat stored from a low-carbon source, or in the case of advanced CAES, from reusing the heat that is released when air is compressed. As of 2023, there are three advanced CAES project in operation in China.[49] Typical efficiencies of advanced CAES are between 60% and 80%.[50]

Liquid air or CO2

[edit]

Another electricity storage method is to compress and cool air, turning it into liquid air, which can be stored, and expanded when needed, turning a turbine, generating electricity. This is called liquid air energy storage (LAES).[51] The air would be cooled to temperatures of −196 °C (−320.8 °F) to become liquid. Like with compressed air, heat is needed for the expansion step. In the case of LAES, low-grade industrial heat can be used for this.[39] Energy efficiency for LEAS lies between 50% and 70%. As of 2023, LAES is moving from pre-commercial to commercial.[52] An alternative is the compression of CO
2
to store electricity.[53]

Thermal

[edit]

Electricity can be directly stored thermally with a Carnot battery. A Carnot battery is a type of energy storage systems that stores electricity in heat storage and converts the stored heat back to electricity via thermodynamics cycles (for instance, a turbine). While less efficient than pumped hydro or battery storage, this type of system is expected to be cheap and can provide long duration storage.[54][55] A pumped-heat electricity storage system is a Carnot battery that uses a reversible heat pump to pump convert the electricity into heat.[56] It usually stores the energy in both a hot and cold reservoir. To achieve decent efficiencies (>50%), the temperature ratio between the two must reach a factor of 5.[57]

Thermal energy storage is also used in combination with concentrated solar power (CSP). In CSP, Solar energy is first converted into heat, and then either directly converted into electricity or first stored. The energy is released when there is little or no sunshine.[58] This means that CSP can be used as a dispatchable (flexible) form of generation. The energy in a CSP system can for instance be stored in molten salts or in a solid medium such as sand.[59]

Finally, building heating and cooling systems can be controlled to store thermal energy in either the building's mass or dedicated thermal storage tanks. This thermal storage can provide load-shifting or even more complex ancillary services by increasing power consumption (charging the storage) during off-peak times and lowering power consumption (discharging the storage) during higher-priced peak times.[60]

Economics

[edit]

Costs

[edit]
log-log graph of cumulative capacity and battery costs showing a near-linear downwards line, starting in 1992.
Experience curve of lithium-ion batteries: the price of batteries dropped by 97% in three decades.[61][62]

The levelized cost of storing electricity (LCOS) is a measure of the lifetime costs of storing electricity per MWh of electricity discharged. It includes investment costs, but also operational costs and charging costs.[63] It depends highly on storage type and purpose; as subsecond-scale frequency regulation, minute/hour-scale peaker plants, or day/week-scale season storage.[64][65][66]

For power applications (for instance around ancillary services or black starts), a similar metric is the annuitized capacity cost (ACC), which measures the lifetime costs per kW. ACC is lowest when there are few cycles (<300) and when the discharge is less than one hour. This is because the technology is reimbursed only when it provides spare capacity, not when it is discharged.[67]

The cost of storage is coming down following technology-dependent experience curves, the price drop for each doubling in cumulative capacity (or experience). Lithium-ion battery prices fast: the price utitlities pay for them falls 19% with each doubling of capacity. Hydrogen production via electrolysis has a similar learning rate, but it is much more uncertain. Vanadium-flow batteries typically get 14% cheaper for each doubling of capacity. Pumped hydropower has not seen prices fall much with increased experience.[4]

Market and system value

[edit]

There are four categories of services which provide economic value for storage: those related to power quality (such as frequency regulation), reliability (ensuring peak demand can be met), better use of assets in the system (e.g. avoiding transmission investments) and arbitrage (exploiting price differences over time). Before 2020, most value for storage was in providing power quality services. Arbitrage is the service with the largest economic potential for storage applications.[68]

Storage requirements based on the share of variable renewable energy (VRE). For energy storage, this is the energy stored at a given time, not the total over the year[69]
VRE share Power (% of peak demand) Energy storage (% of annual demand)
50% Less than 20% 0.02%
80% 20–50% 0.03–0.1%
90% 25–75% 0.05–0.2%

In systems with under 40% of variable renewables, only short-term storage (of less than 4 hours) is needed for integration. When the share of variable renewables climbs to 80%, medium-duration storage (between 4 and 16 hours, for instance compressed air) is needed. Above 90%, large-scale long-duration storage is required.[70] The economics of long-duration storage is challenging even then, as the costs are high. Alternative flexibility options, such as demand response, network expansions or flexible generation (geothermal or fossil gas with carbon capture and storage) may be lower-cost.[71]

Like with renewables, storage will "cannibalise" its own income, but even more strongly. That is, with more storage on the market, there is less of an opportunity to do arbitrage or deliver other services to the grid.[72] How markets are designed impacts revenue potential too. The income from arbitrage is quite variable between years, whereas markets that have capacity payments likely show less volatility.[73]

Electricity storage is not 100% efficient, so more electricity needs to be bought than can be sold. This implies that if there is only a small variation in price, it may not be economical to charge and discharge. For instance, if the storage application is 75% efficient, the price at which the electricity is sold needs to be at least 1.33 higher than the price for which it was bought.[74] Typically, electricity prices vary most between day and night, which means that storage up to 8 hours has relatively high potential for profit.[75]

See also

[edit]

References

[edit]
  1. ^ Cozzi, Petropoulos & Wanner 2024, p. 68.
  2. ^ IPCC AR6 WG3 Ch6 2022, pp. 653, 656.
  3. ^ IPCC AR6 WG3 Ch6 2022, p. 651.
  4. ^ a b Schmidt & Staffell 2023, p. 92.
  5. ^ Schmidt & Staffell 2023, p. 8.
  6. ^ Schmidt & Staffell 2023, pp. 10–11.
  7. ^ Armstrong & Chiang 2022, pp. 6–7.
  8. ^ a b c d Cozzi, Petropoulos & Wanner 2024, p. 36.
  9. ^ Schmidt & Staffell 2023, pp. 74–76.
  10. ^ Schmidt & Staffell 2023, pp. 74–75.
  11. ^ Schmidt & Staffell 2023, p. 33.
  12. ^ Mitali, J.; Dhinakaran, S.; Mohamad, A. A. (2022). "Energy storage systems: a review". Energy Storage and Saving. 1 (3): 166–216. doi:10.1016/j.enss.2022.07.002. ISSN 2772-6835.
  13. ^ Hawkins, Nehemiah (1917). Hawkins Electrical Guide ...: Questions, Answers & Illustrations; a Progressive Course of Study for Engineers, Electricians, Students and Those Desiring to Acquire a Working Knowledge of Electricity and Its Applications; a Practical Treatise. T. Audel & Company. pp. 989–.
  14. ^ Cozzi, Petropoulos & Wanner 2024, p. 45.
  15. ^ Cozzi, Petropoulos & Wanner 2024, p. 18.
  16. ^ Cozzi, Petropoulos & Wanner 2024, p. 20.
  17. ^ Cozzi, Petropoulos & Wanner 2024, p. 45-46.
  18. ^ "Nissan and Ecobat to give used EV batteries a second life beyond the car". Official Great Britain Newsroom. 30 April 2024. Retrieved 21 November 2024.
  19. ^ Xu, Chengjian; Behrens, Paul; Gasper, Paul; Smith, Kandler; Hu, Mingming; Tukker, Arnold; Steubing, Bernhard (17 January 2023). "Electric vehicle batteries alone could satisfy short-term grid storage demand by as early as 2030". Nature Communications. 14 (1): 119. Bibcode:2023NatCo..14..119X. doi:10.1038/s41467-022-35393-0. ISSN 2041-1723. PMC 9845221. PMID 36650136.
  20. ^ García-Vázquez, Carlos Andrés; Espinoza-Ortega, Hernán; Llorens-Iborra, Francisco; Fernández-Ramírez, Luis M. (1 November 2022). "Feasibility analysis of a hybrid renewable energy system with vehicle-to-home operations for a house in off-grid and grid-connected applications". Sustainable Cities and Society. 86: 104124. Bibcode:2022SusCS..8604124G. doi:10.1016/j.scs.2022.104124. ISSN 2210-6707.
  21. ^ a b c Aguilar Lopez, Fernando; Lauinger, Dirk; Vuille, François; Müller, Daniel B. (16 May 2024). "On the potential of vehicle-to-grid and second-life batteries to provide energy and material security". Nature Communications. 15 (1): 4179. Bibcode:2024NatCo..15.4179A. doi:10.1038/s41467-024-48554-0. ISSN 2041-1723. PMC 11099178. PMID 38755161.
  22. ^ Bhoir, Shubham; Caliandro, Priscilla; Brivio, Claudio (1 December 2021). "Impact of V2G service provision on battery life". Journal of Energy Storage. 44: 103178. Bibcode:2021JEnSt..4403178B. doi:10.1016/j.est.2021.103178. ISSN 2352-152X.
  23. ^ a b Cozzi, Petropoulos & Wanner 2024, p. 46.
  24. ^ Tolmachev, Yuriy V. (1 March 2023). "Review—Flow Batteries from 1879 to 2022 and Beyond". Journal of the Electrochemical Society. 170 (3): 030505. Bibcode:2023JElS..170c0505T. doi:10.1149/1945-7111/acb8de. ISSN 0013-4651.
  25. ^ a b Cozzi, Petropoulos & Wanner 2024, p. 47.
  26. ^ Schmidt & Staffell 2023, pp. 54–55.
  27. ^ Letcher 2022, p. 606.
  28. ^ Remme & Bermudez Menendez 2024, pp. 54–55.
  29. ^ Remme & Bermudez Menendez 2024, p. 57.
  30. ^ Smith 2023, p. 5.
  31. ^ Smith 2023, p. 14.
  32. ^ IPCC AR6 WG3 Ch6 2022, p. 653.
  33. ^ Armstrong & Chiang 2022, p. 150.
  34. ^ Miocic, Johannes; Heinemann, Niklas; Edlmann, Katriona; Scafidi, Jonathan; Molaei, Fatemeh; Alcalde, Juan (30 August 2023). "Underground hydrogen storage: a review". Geological Society, London, Special Publications. 528 (1): 73–86. doi:10.1144/SP528-2022-88. hdl:10261/352537. ISSN 0305-8719.
  35. ^ Smith 2023, p. 18.
  36. ^ Service, Robert F. (12 July 2018). "Ammonia—a renewable fuel made from sun, air, and water—could power the globe without carbon". Science | AAAS. Retrieved 15 April 2021.
  37. ^ "Green ammonia". Royal Society. 2020. Retrieved 23 November 2024.
  38. ^ Letcher 2022, p. 602.
  39. ^ a b IPCC AR6 WG3 Ch6 2022, p. 655.
  40. ^ "Global installed energy storage capacity by scenario, 2023 and 2030 – Charts – Data & Statistics". International Energy Agency. Retrieved 25 August 2024.
  41. ^ a b c IPCC AR6 WG3 Ch6 2022, p. 654.
  42. ^ Javed, Muhammad Shahzad; Ma, Tao; Jurasz, Jakub; Amin, Muhammad Yasir (1 April 2020). "Solar and wind power generation systems with pumped hydro storage: Review and future perspectives". Renewable Energy. 148: 176–192. Bibcode:2020REne..148..176J. doi:10.1016/j.renene.2019.11.157. ISSN 0960-1481.
  43. ^ IRENA 2020, p. 7.
  44. ^ Armstrong & Chiang 2022, pp. 69–70.
  45. ^ Armstrong & Chiang 2022, pp. 69.
  46. ^ "How UK's disused mine shafts could be used to store renewable energy". The Guardian. 21 October 2019.
  47. ^ Gourley, Perry (31 August 2020). "Edinburgh firm behind incredible gravity energy storage project hails milestone". www.edinburghnews.scotsman.com. Retrieved 1 September 2020.
  48. ^ Akshat Rathi (18 August 2018). "Stacking concrete blocks is a surprisingly efficient way to store energy". Quartz.
  49. ^ Smith 2023, p. 19.
  50. ^ Zhang, Xinjing; Gao, Ziyu; Zhou, Bingqian; Guo, Huan; Xu, Yujie; Ding, Yulong; Chen, Haisheng (2024). "Advanced Compressed Air Energy Storage Systems: Fundamentals and Applications". Engineering. 34: 246–269. doi:10.1016/j.eng.2023.12.008. ISSN 2095-8099.
  51. ^ Smith 2023, p. 20.
  52. ^ Liang, Ting; Zhang, Tongtong; Lin, Xipeng; Alessio, Tafone; Legrand, Mathieu; He, Xiufen; Kildahl, Harriet; Lu, Chang; Chen, Haisheng; Romagnoli, Alessandro; Wang, Li; He, Qing; Li, Yongliang; Yang, Lizhong; Ding, Yulong (2023). "Liquid air energy storage technology: a comprehensive review of research, development and deployment". Progress in Energy. 5 (1): 012002. Bibcode:2023PrEne...5a2002L. doi:10.1088/2516-1083/aca26a. ISSN 2516-1083.
  53. ^ Schmidt & Staffell 2023, p. 64.
  54. ^ Dumont, Olivier; Frate, Guido Francesco; Pillai, Aditya; Lecompte, Steven; De paepe, Michel; Lemort, Vincent (2020). "Carnot battery technology: A state-of-the-art review". Journal of Energy Storage. 32: 101756. Bibcode:2020JEnSt..3201756D. doi:10.1016/j.est.2020.101756. hdl:2268/251473. ISSN 2352-152X. S2CID 225019981.
  55. ^ Vandersickel & Gutierrez 2023, p. 107.
  56. ^ Benato, Alberto; Stoppato, Anna (1 June 2018). "Pumped Thermal Electricity Storage: A technology overview". Thermal Science and Engineering Progress. 6: 301–315. Bibcode:2018TSEP....6..301B. doi:10.1016/j.tsep.2018.01.017. ISSN 2451-9049.
  57. ^ Albertus, Paul; Manser, Joseph S.; Litzelman, Scott (2020). "Long-Duration Electricity Storage Applications, Economics, and Technologies". Joule. 4 (1): 21–32. Bibcode:2020Joule...4...21A. doi:10.1016/j.joule.2019.11.009. ISSN 2542-4351.
  58. ^ Pelay, Ugo; Luo, Lingai; Fan, Yilin; Stitou, Driss; Rood, Mark (1 November 2017). "Thermal energy storage systems for concentrated solar power plants". Renewable and Sustainable Energy Reviews. 79: 82–100. Bibcode:2017RSERv..79...82P. doi:10.1016/j.rser.2017.03.139. ISSN 1364-0321.
  59. ^ "Thermal Storage System Concentrating Solar-Thermal Power Basics". Energy.gov. Retrieved 17 November 2024.
  60. ^ Lee, Zachary E.; Sun, Qingxuan; Ma, Zhao; Wang, Jiangfeng; MacDonald, Jason S.; Zhang, K. Max (February 2020). "Providing Grid Services With Heat Pumps: A Review". Journal of Engineering for Sustainable Buildings and Cities. 1 (1). doi:10.1115/1.4045819. S2CID 213898377.
  61. ^ Ziegler, Micah S.; Trancik, Jessika E. (2021). "Re-examining rates of lithium-ion battery technology improvement and cost decline". Energy & Environmental Science. 14 (4): 1635–1651. arXiv:2007.13920. doi:10.1039/D0EE02681F. ISSN 1754-5692. S2CID 220830992.
  62. ^ "The price of batteries has declined by 97% in the last three decades". Our World in Data. Retrieved 26 April 2022.
  63. ^ Schmidt & Staffell 2023, pp. 131, 136.
  64. ^ "Some energy storage already cost competitive, new valuation study shows". Utility Dive. 24 November 2015. Archived from the original on 18 October 2016. Retrieved 15 October 2016.
  65. ^ "Lazard's Levelized Cost of Storage Analysis" (PDF). Archived (PDF) from the original on 2 February 2017. Retrieved 2 February 2017.
  66. ^ Lai, Chun Sing; McCulloch, Malcolm D. (March 2017). "Levelized cost of electricity for solar photovoltaic and electrical energy storage". Applied Energy. 190: 191–203. Bibcode:2017ApEn..190..191L. doi:10.1016/j.apenergy.2016.12.153. S2CID 113623853.
  67. ^ Schmidt & Staffell 2023, pp. 137, 150–151.
  68. ^ Schmidt & Staffell 2023, pp. 177, 179.
  69. ^ Schmidt & Staffell 2023, p. 227.
  70. ^ Schmidt & Staffell 2023, p. 241.
  71. ^ Schmidt & Staffell 2023, p. 247.
  72. ^ Schmidt & Staffell 2023, p. 261.
  73. ^ Schmidt & Staffell 2023, p. 215.
  74. ^ Schmidt & Staffell 2023, p. 191.
  75. ^ Schmidt & Staffell 2023, p. 176.

Cited sources

[edit]
[edit]