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The development of energy storage technology (EST) has become an important guarantee for solving the volatility of renewable energy (RE) generation and promoting the transformation of the power syste.
It enhances our understanding, from a macro perspective, of the development and evolution patterns of different specific energy storage technologies, predicts potential technological breakthroughs and innovations in the future, and provides more comprehensive and detailed basis for stakeholders in their technological innovation strategies.
Any energy storage deployed in the five subsystems of the power system (generation, transmission, substations, distribution, and consumption) can help balance the supply and demand of electricity . There are various types of energy storage technologies, and they differ significantly in terms of research and development methods and maturity.
Electrochemical energy storage has shown excellent development prospects in practical applications. Battery energy storage can be used to meet the needs of portable charging and ground, water, and air transportation technologies.
Additionally, with the large-scale development of electrochemical energy storage, all economies should prioritize the development of technologies such as recycling of end-of-life batteries, similar to Europe. Improper handling of almost all types of batteries can pose threats to the environment and public health .
In 2021, China alone published over 5000 papers on electrochemical energy storage, while the United States and Europe published around 1000 papers each. This indicates a high level of scholarly interest in electrochemical EST, with relatively consistent attention across different regions.
With the large-scale generation of RE, energy storage technologies have become increasingly important. Any energy storage deployed in the five subsystems of the power system (generation, transmission, substations, distribution, and consumption) can help balance the supply and demand of electricity .
Nowadays, battery design must be considered a multi-disciplinary activity focused on product sustainability in terms of environmental impacts and cost. The paper reviews the design tools and method.
Battery pack design is the foundation of the battery technology development workflow. The battery pack must provide the energy requirements of your system, and the pack architecture will inform the design and implementation of the battery management system and the thermal management system.
Battery pack design is crucial for electric vehicles (EVs) and energy storage systems. A well-designed battery pack ensures efficiency, safety, and longevity. But what makes a great battery pack? It's more than just batteries. It includes cooling systems, management electronics, and structural integrity.
A robust and strategic battery packaging design should also address these issues, including thermal runaway, vibration isolation, and crash safety at the cell and pack level. Therefore, battery safety needs to be evaluated using a multi-disciplinary approach.
When you think about designing a battery pack for electric vehicles you think at cell, module, BMS and pack level. However, you need to also rapidly think in terms of: electrical, thermal, mechanical, control and safety. Looking at the problem from different angles will help to ensure you don't miss a critical element.
Software tools enable battery pack design engineers to perform design space exploration and analyze design tradeoffs. The use of simulation models of battery packs helps engineers evaluate simulation performance and select the appropriate level of model fidelity for subsequent battery management and thermal management system design.
Manufacturers can deliver safer, more reliable, and easier-to-maintain energy storage solutions by dividing the battery pack into smaller, manageable sub-packs. The electric vehicle (EV) battery pack is a crucial component that stores and supplies energy to the vehicle's electric motor.
For new energy vehicles, the battery is the most critical component and one of the hot areas of investment in the industry chain in recent years. According to the different cathode materials, the. 3.1 Comprehensive financial analysis and valuation methods for the industry Figure Comprehensive financial analysis of the industry Valuation methods: Lithium battery industry valuation. 2.1 Lithium battery industry chain and value chain Power battery four major upstream raw materials: diaphragm (Enjie shares, star source material), cathode (DangSheng technology), negative electrode (PuTaiLai),. China is the world's largest producer and consumer of new energy vehicles, and also occupies an important position in the global new energy battery market, which creates good conditions for the development of new.
This comprehensive article examines and ion batteries, lead-acid batteries, flow batteries, and sodium-ion batteries. energy storage needs. The article also includes a comparative analysis with discharge rates, temperature sensitivity, and cost. By exploring the latest regarding the adoption of battery technologies in energy storage systems.
Batteries are mature energy storage devices with high energy densities and high voltages. Various types exist including lithium-ion (Li-ion), sodium-sulphur (NaS), nickel-cadmium (NiCd), lead acid (Pb-acid), lead-carbon batteries, as well as zebra batteries (Na-NiCl 2) and flow batteries.
Note that other categorizations of energy storage types have also been used such as electrical energy storage vs thermal energy storage, and chemical vs mechanical energy storage types, including pumped hydro, flywheel and compressed air energy storage. Fig. 10. A classification of energy storage types. 3. Applications of energy storage
Chemical energy storage systems are sometimes classified according to the energy they consume, e.g., as electrochemical energy storage when they consume electrical energy, and as thermochemical energy storage when they consume thermal energy.
Batteries are often compared to supercapacitors for various storage applications and it is expected that exploiting their features (i.e., frequent energy storage capability without sacrificing their cycle) by integration could help address future electrical energy storage challenges.
Their results show that it is unlikely for vehicle owners to receive sufficient incentives from electricity arbitrage to motivate large scale use of car batteries for grid energy storage in any of the three cities.
A lithium-ion (aka Li-ion) battery consists of two nodes: an anode (negative) and cathode (positive), separated by materials that help electrons flow between the nodes. The anode is typically graphite, but the cathode can be various lithiated metal oxides. Because the active material in the cathode is the distinguishing factor. The lithium-ion battery supply chain begins with mining the minerals and ores that make up the battery materials. The figure below shows the average mineral composition of a Li-ion. The sourcing, and thus pricing of lithium has been a big question mark in 2022 as researchers worry about the future supply in an increasingly battery. In 2021, the Federal Consortium for Advanced Batteries within the Department of Energy outlined a National Blueprint for Lithium Batteriesthrough 2030. The plan's vision can be summarized. In the 2022 Inflation Reduction Act (IRA), the 2010 electric vehicle tax credits have been updated and expanded. One of the most contested updates is criteria that are motivated by increasing.
[PDF Version]Like the upstream portion of the EV battery supply chain, the midstream portion is concentrated in a small number of countries, mostly outside of the United States. Asia dominates the midstream portion: according to BloombergNEF, China, South Korea, and Japan are the world's three top battery manufacturing countries, with China dominating.
The EV battery supply chain is dispersed around the world — battery minerals travel an average of 50,000 miles from extraction to battery cell production. At the same time, much of the mineral supply is concentrated in just a few countries. This dispersion and concentration make the global supply chain vulnerable to disruptions, including:
We are also seeing more battery manufacturers opening sites in the US. One of the first large joint ventures we saw was the Tesla and Panasonic partnership that led to the Tesla gigafactory in Nevada, but Panasonic recently announced a new factory in Kansas, which will supply batteries to various EV manufacturers.
The downstream portion of the EV battery supply chain involves the assembly of battery cells into modules and then packs before placing finished batteries into EVs. (To learn more about how EV batteries work and how they're made, read “ EV Batteries 101: The Basics.”)
The purified metals are then sent to manufacturers who make the cathodes, anodes and electrolytes, then assemble them into cells. The most prevalent battery manufacturing companies are in China (CATL, BYD & CALB), South Korea (LG Energy Solution, Samsung, and SK Innovation), and Japan (Panasonic).
They don't want their EVs to be powered by minerals obtained through slave labor or mining practices that destroy local environments. But due to the opacity of EV battery supply chains, it's very difficult for them to find out whether their batteries are responsibly sourced.
The basic concept when connecting in series is that you add the voltages of the batteries together, but the amp hour capacity remains the same. As in the diagram above, two 6 volt 4.5 ah batteries wired in series are capable of providing 12 volts (6 volts + 6 volts) and 4.5 amp hours. This is where most tutorials end, but. In theory, a 6 volt 5 Ah battery and a 12 volt 5 Ah battery connected in series will give a supply of 18 volts (6 volts + 12 volts) and 5 Ah. A 6 volt battery is often three 2 volt cells and a 12. In theory a 6 volt 3 Ah battery and a 6 volt 5 Ah battery connected in series would give a supply of 12 volts 3 Ah(the capacity of the weaker battery. When connecting batteries in series, the general advice is to use batteries of the same ratings and the same make and model in order to minimize differences in exact voltage and amperage. Note, we say 'minimize', because even. As covered in the section Connecting batteries of different voltages in seriesabove, the greater the differences in either voltage or amp hour rating, the more the discharging and recharging is unbalanced and the more.
[PDF Version]In this type of arrangement, we refer to each pair of series connected batteries as a "string". Batteries A and C are in series. Batteries B and D are in series. The string A and C is in parallel with the string B and D. Notice that the total battery pack voltage is 24 volts and that the total battery pack capacity is 40 amp-hours.
Simply, connect both of the batteries in series where you will get 24V and the same ampere hour rating i.e. 200Ah. Keep in mind that battery discharge slowly in series connection as compared to parallel batteries connection. You can do it with any number of batteries i.e. to get 36V, 48V, 72V DC and so on by connecting batteries in series.
batteries in Series. Increasing battery bank voltage.Batteries are connected in series when the goal is to increase the nominal voltage rating of one individual battery - by connecting it in series strings with at least one other individual battery of the same type and specification - to meet the operating voltage of th
The important things to note about a series connection are: The battery voltages add together to determine the battery pack voltage. In this example the resulting pack voltage is 24 volts. The capacity of the battery pack is the same as that of an individual battery. This assumes that the capacities of the individual batteries are the same.
Connecting batteries in series impacts the voltage, but it doesn't directly affect their lifespan. However, it's crucial to ensure that batteries in a series configuration have similar characteristics, such as capacity and state of charge, to ensure balanced charging and discharging. What about batteries connected in parallel?
Wiring batteries in series involves connecting the positive terminal of one battery to the negative terminal of the next battery, creating a chain-like connection. This results in the total voltage of the batteries being added together. For example, if you connect two 12-volt batteries in series, the total voltage output will be 24 volts.
A battery electric bus is an that is driven by an electric motor and obtains energy from on-board. Many use batteries as an auxiliary or emergency power source. Battery electric buses offer the potential for zero-emissions, in addition to much quieter operation and better acceleration compared to traditional buses. They.
A battery electric bus is an electric bus that is driven by an electric motor and obtains energy from on-board batteries. Many trolleybuses use batteries as an auxiliary or emergency power source.
Electric bus energy consumption is 1.24–2.48 kWh/km vs. 1.7–3.3 kWh/km for diesel buses. Ultrafast charging improves transportation service reliability and enables a reduction in battery size. Battery swapping along with the use of multiple battery configurations reduces electric bus cost.
The current practice of using electric bus with a large battery capacity to satisfy any routes or small battery capacity to serve only specific short routes results in a loss of operational flexibility, and very frequently excessive battery capacity will be deployed, resulting in excessive costs for the bus fleets.
The improvement of battery technology from around 2010 led to the emergence of the mass-produced battery bus, including heavier units such as 12.2-meter (40 ft) standard buses and articulated buses. China was the first country to introduce modern battery electric buses in large scale.
The data indicate that battery and motor size, charger power capabilities and other electric powertrain design parameters for transit buses vary significantly among the OEMs. For example, the reported battery capacity varies from 60 to 548 kWh, with the most typical capacity levels in the 200–300 kWh range.
The electric double decker buses have 60 kWh and 300 kWh batteries, where both battery sizes are modelled with LTO, LFP, and NMC batteries. The authors do not specify the electricity use for the different BEBs or the number of battery replacements.
This rule establishes standards of performance which limit atmospheric emissions of lead from new, modified, and reconstructed facilities at lead-acid battery plants.
The EPA is proposing to include in the Lead Acid Battery Manufacturing NSPS subpart KKa compliance provisions to require owners or operators of lead acid battery manufacturing affected sources to conduct performance tests once every 5 years.
Lead acid batteries were first established as a performance standard on January 14, 1980. New source performance standards were first proposed in 40 CFR part 60, subpart KK for the Lead Acid Battery Manufacturing source category on this date ( 45 FR 2790 ). The EPA proposed lead emission limits based on fabric filters with 99 percent efficiency for grid casting and lead reclamation operations.
The EPA also set GACT standards for the lead acid battery manufacturing source category on July 16, 2007. These standards are codified in 40 CFR part 63, subpart PPPPPP, and are applicable to existing and new affected facilities.
1. NSPS The EPA has found through the BSER review for this source category that there are 40 existing lead acid battery manufacturing facilities subject to the NSPS for Lead-Acid Battery Manufacturing Plants at 40 CFR part 60, subpart KK.
The lead acid battery manufacturing source category consists of facilities engaged in producing lead acid batteries. The EPA first promulgated new source performance standards for lead acid battery manufacturing on April 16, 1982.
The ICRs (Integrated Compliance Reporting) for lead acid battery manufacturing are specific to the information collection associated with the Lead Acid Battery Manufacturing source category through the new 40 CFR part 60, subpart KKa and amendments to 40 CFR part 63, subpart PPPPPP.
The lead–acid cell can be demonstrated using sheet lead plates for the two electrodes. However, such a construction produces only around one ampere for roughly postcard-sized plates, and for only a few minutes. Gaston Planté found a way to provide a much larger effective surface area. In Planté's design, the positive and negative plates were formed of two spirals o.
Sulfuric acid has a higher density than water, which causes the acid formed at the plates during charging to flow downward and collect at the bottom of the battery. Eventually the mixture will again reach uniform composition by diffusion, but this is a very slow process.
Schematic diagram of (a) discharge and (b) charge reactions that occur in Lead-acid batteries. During discharge mode, sulfuric acid reacts with Pb and PbO 2. It forms inherent lead sulfate, which is electrochemically inactive. Upon charge, the reaction occurs vice versa [3, , , , ], as described in Equations (2), (3)).
Lead and lead dioxide, the active materials on the battery's plates, react with sulfuric acid in the electrolyte to form lead sulfate. The lead sulfate first forms in a finely divided, amorphous state and easily reverts to lead, lead dioxide, and sulfuric acid when the battery recharges.
Lead-acid systems dominate the global market owing to simple technology, easy fabrication, availability, and mature recycling processes. However, the sulfation of negative lead electrodes in lead-acid batteries limits its performance to less than 1000 cycles in heavy-duty applications.
The sulfation problem of a lead–acid battery's negative electrode can be easily solved by adding carbon material to the negative electrode. As a result, the “Lead–Carbon” battery is developed (Moseley et al. 2015b). Since the negative electrode problem was solved, the positive electrode's strength has decreased.
Lead–acid batteries' long-term sustainability is often questioned. Many have claimed that only the lead–acid battery has no future, but this is nothing new, and amid decades of predictions to the contrary, the lead–acid battery continues to dominate the global battery energy storage market.
A commonplace chemical used in water treatment facilities has been repurposed for large-scale energy storage in a new battery design by researchers at the Department of Energy's Pacific Northwest N.
Authors to whom correspondence should be addressed. Lithium iron phosphate (LFP) batteries have emerged as one of the most promising energy storage solutions due to their high safety, long cycle life, and environmental friendliness.
Lithium iron phosphate battery has a high performance rate and cycle stability, and the thermal management and safety mechanisms include a variety of cooling technologies and overcharge and overdischarge protection. It is widely used in electric vehicles, renewable energy storage, portable electronics, and grid-scale energy storage systems.
A lifetime in the car business, first engineering, now communicating BMW iX being tested with prototype Our Next Energy lithium iron phosphate battery Lithium iron phosphate (LFP) batteries already power the majority of electric vehicles in the Chinese market, but they are just starting to make inroads in North America.
Learn more. In recent years, the penetration rate of lithium iron phosphate batteries in the energy storage field has surged, underscoring the pressing need to recycle retired LiFePO 4 (LFP) batteries within the framework of low carbon and sustainable development.
In addition, lithium iron phosphate batteries have excellent cycling stability, maintaining a high capacity retention rate even after thousands of charge/discharge cycles, which is crucial for meeting the long-life requirements of EVs. However, their relatively low energy density limits the driving range of EVs.
Lithium manganese iron phosphate (LiMn x Fe 1-x PO 4) has garnered significant attention as a promising positive electrode material for lithium-ion batteries due to its advantages of low cost, high safety, long cycle life, high voltage, good high-temperature performance, and high energy density.
An MIT spinout has created a novel technology using innovative thermal batteries from electrically conductive firebricks to replace fossil fuels with renewable energy in industrial heating.
By continuing to optimise product design and smart capabilities, heat batteries will be critical to the UK's transition to net zero. This technology can bring low-carbon heating to homes while helping ease pressure on the grid.
Comment: With many homes still reliant on fossil fuel heating systems, Johan du Plessis, CEO of Tepeo, a British clean tech company, looks at how smart heat batteries will help accelerate the transition to low-carbon heat while keeping the electricity grid in balance.
The findings demonstrated that heat batteries, as an all-electric low-carbon alternative to fossil fuel boilers, can shift peak energy demand for heating to off-peak times by up to 95%.
The landmark innovation trial 'Neat Heat', led by UK Power Networks in partnership with OVO and tepeo found the switch would significantly help the UK meet its Net Zero targets by 2050.
Millions of UK homes could successfully switch to low-carbon electrified heating whilst easing pressure on the electricity grid by using innovative heat battery technology.
Highly flexible technologies such as heat batteries can complement heat pumps in two ways. They can be deployed in houses unsuitable for heat pumps, making decarbonised heating accessible to all, and they can ease pressure on the grid by shifting energy demand away from peak times.
The amount of usable energy from a battery decreases with decrease in temperature. This impacts range and performance of an electric vehicle. In the below graph the discharge current is visualized over temperature. The desired operating temperature of a lithium-ion battery in an electric car is 15 °C to 35 °C. Below 15 °C. The implications for charging batteries are even bigger. To maximize the lifespan of lithium-ion batteries they should not be charged at temperatures below zero degrees or with very low. Does an ideal battery temperature exist? From the data in the research summarized above we can conclude it is a tradeoff between maximum usable. There are two approaches for managing battery temperature: air or liquid. Briefly we will summarize the advantages and disadvantages of the two below.
A sub-optimally designed battery pack reaches higher temperature fast and does not maintain temperature homogeneity. According to the best design practices in the EV industry, the temperature range should be kept below 6 degrees for a vehicle to perform efficiently. Fig 1. Cell Temperature for Case I
The ideal battery temperature for maximizing lifespan and usable capacity is between 15 °C to 35 °C. However, the temperature where the battery can provide most energy is around 45 °C. University research of a single cell shows the impact of temperature on available capacity of a battery in more detail.
Conclusions Temperature has a non-negligible impact on the safety, performance, and lifetime of LIBs, and has become a critical barrier to high-performance battery systems.
However, the temperature where the battery can provide most energy is around 45 °C. University research of a single cell shows the impact of temperature on available capacity of a battery in more detail. The below data is for a single 18650 cell with 1,5 Ah capacity and a nominal voltage of 3,7V (lower cut-off 3,2V and upper cut-off 4,2V).
At very low temperatures, that battery degrades faster than it should. Hence, it is crucial to maintain the homogeneity of the temperature distribution within a battery pack. While the trend of fast charging is catching up, batteries touch considerably high temperatures during the charging process.
Furthermore, ambient and internal temperatures affect the electrochemical reactions inside the battery cell. Therefore, LIBs have a normal operating temperature range without severe heat generation.
The increase in battery demand drives the demand for critical materials. In 2022, lithium demand exceeded supply (as in 2021) despite the 180% increase in production since 2017. In 2022, about 60% of lithium, 30% of cobalt and 10% of nickel demand was for EV batteries. Just five years earlier, in 2017, these shares were. In 2022, lithium nickel manganese cobalt oxide (NMC) remained the dominant battery chemistry with a market share of 60%, followed by lithium. With regards to anodes, a number of chemistry changes have the potential to improve energy density (watt-hour per kilogram, or Wh/kg). For example, silicon can be used to replace all.
The park is reported to include an Energy Storage Technology Research Institute, an energy storage module production line, a 100MW/400MWH large-scale energy storage demonstration station, a 110kV substation, and an energy storage station operations headquarters.
Common energy storage technology in industrial parks. Schematic diagram of power-power hybrid energy storage. Typical framework of cooling-heating-power hybrid energy storage system . Schematic diagram of a power-cooling/heating-gas hybrid storage system. Typical framework of a hybrid power-gas storage system .
For hybrid energy storage mechanisms in industrial parks, the primary focus is on comprehensively coordinating power-type energy storage, energy-type energy storage, heating energy storage and cooling energy storage operational methods, to realize the rational allocation of cooling, heating and electric loads for different energy storage methods.
Energy storage has been widely used in industrial parks, but the role of a single energy storage technology in such industrial parks' is limited and cannot meet the full needs of energy storage .
Electricity storage technologies have high energy quality and can convert stored electricity into various types of energy. Their application potential is vast. However, these technologies still have some shortcomings, such as low energy density, high unit cost, and inherent security risks.
Gas storage technology in industrial parks includes gas storage tanks, liquefied gas, pipelines, hydrates, compressed gas, and other gas storage methods [87, 88]. Pipeline gas storage uses the pressure and volume variation at the user end to store natural gas.
The park – relying on the institutional innovations of Lin-gang and the advantages of the hydrogen energy scene – is committed to promoting the development of the entire industrial supply chain of hydrogen energy production, storage, transportation and use.
Base station energy cabinet: a highly integrated and intelligent hybrid power system that combines multi-input power modules (photovoltaic, wind energy, rectifier modules), monitoring units, power distribution units, lithium batteries, smart switches, FSU and ODF wiring, etc., to effectively solve Various functional requirements such as power supply, backup power supply, and optical network access of base station communication equipment.
Modern vehicles with CO2 reduction technologies, high levels of specification, and new electronic driver aids may feature an auxiliary battery alongside the main vehicle starter battery or high voltage system battery on Hybrid and electric vehicles. Auxiliary batteries vary in size and specification dependent on the demands. The dual battery system isolates all power supply sensitive electrical components which may be affected by low voltage from the primary battery during the engine starting phase. Two. Electric vehicles such as the Mitsubishi i-miev feature a conventional 12 Volt auxiliary battery in addition to the high voltage traction battery. Most Hybrid vehicles such as The Toyota Prius feature a conventional 12 Volt auxiliary battery in addition to the high voltage hybrid system.
Auxiliary batteries vary in size and specification dependent on the demands placed on it by the vehicle electrical system and can be used as a safety back-up to support the main battery when required or to provide voltage for specific vehicle systems all of the time.
The auxiliary battery supports all 12v electrical systems: The exceptions are the air conditioning and heating systems. An auxiliary battery can also be used as a safety backup to support the main battery when required or to provide constant voltage for specific vehicle systems.
The 12 volt battery can be referred to as an auxiliary battery, but it's just as important as the high voltage battery that powers the motors that drive the vehicle down the highway. The 12 volt battery is charged through a DC-to-DC converter built into the vehicle's high voltage battery system.
As mentioned, HEVs and EVs are not the only vehicles that may use an auxiliary battery. Some conventional vehicles may use a dual-battery system where the primary battery supplies current to the starter motor while maintaining essential power to the Engine Management System (EMS) necessary for engine starting.
Instead of using an alternator to charge the auxiliary battery like gas-powered vehicles do, auxiliary batteries in HEVs and EVs are recharged by the HV battery using an inverter/converter. Batteries in gas-powered vehicles are charged via the engine and alternator.
Some utility vans will have auxiliary batteries to power active anti-theft systems. All hybrid and electric vehicles (EVs) have a high-voltage battery to provide drive power to the vehicle, but they also have a 12 volt battery to power everything else.
Before we dig into the different kinds of batteries, let's look at the biggest overarching concept related to this topic. Related: 9 Smartphone Battery Myths You Should Stop Believing Energy doesn't want to stay in one place,. If you've paid attention to the kind of batteries your different devices use and how often they seem to run down when left off the charger for too long, you've likely noticed that not all batteries are created equal. While all. You can't fully stop batteries from discharging, but you can do one simple thing across all battery types to lower the discharge rate: keep them.
Hold onto your hats, folks, because the way you use your battery matters! High charge and discharge rates, keeping a battery at maximum capacity for extended periods, and frequent shallow discharging – these are all culprits that speed up capacity loss. Don't underestimate the impact of Mother Nature on battery capacity!
Since voltage also drops as the battery discharges, the increased resistance causes it to reach cutoff voltage earlier and so reduces its effective capacity. An old lithium-ion battery which is not powerful enough to run the device it was designed for may still be useful in a lower current application.
Lithium-ion batteries still lose capacity as they age despite being advanced. According to two new studies from the US Department of Energy, tiny nanoscale crystals are the likely cause of reduced capacity over time.
There are ways to mitigate battery capacity loss and prolong the life of your batteries: Avoid Extreme Temperatures: Keep your devices at room temperature as much as possible. That means no leaving your smartphone in a hot car in summer! Implement Proper Charging Practices: Try not to charge your battery to 100% all the time.
This is because a degraded lithium-ion battery cannot store as much energy as it could when it was new. Real-world example: Your phone, laptop, or other devices don't last as long after just a couple years of use. 2.
Lithium-ion batteries unavoidably degrade over time, beginning from the very first charge and continuing thereafter. However, while lithium-ion battery degradation is unavoidable, it is not unalterable. Rather, the rate at which lithium-ion batteries degrade during each cycle can vary significantly depending on the operating conditions.