Machine learning and the renewable energy revolution: Exploring solar and wind energy solutions for a sustainable future including innovations in energy storage

Probably not a substantial claim: may not pass S4 (based). May combine two claims.

Machine learning can help in design, optimization, cost reduction, and improving the efficacy of solar and wind energy, including advancing energy storage.

“Machine learning can help in design, optimization, cost reduction, and, most importantly, in improving the efficacy of solar and wind energy, including advancing energy storage.”

Probably not a substantial claim: may not pass S3 (load-bearing).

To fulfill the world's energy needs sustainably by 2030, annual investment in renewable energy must exceed $1 trillion.

“To fulfill the world's energy needs sustainably by 2030, the International Energy Agency (IEA) estimates that annual investment in renewable energy must exceed $1 trillion (Gielen, 2017).”

• cites Gielen, 2017Not checked yet

  Not checked in the free run.

May combine two claims.

Renewable energy sources face inherent challenges, such as intermittency, weather-dependent production, and high initial investment costs.

“Despite the considerable increase in the global installed capacity of solar photovoltaics and wind energy, renewable energy sources face inherent challenges, such as intermittency, weather-dependent production, and high initial investment costs (Obaideen et al., 2021).”

• cites Obaideen et al., 2021Not checked yet

  Not checked in the free run.

Probably not a substantial claim: may not pass S2 (checkable), S4 (based).

Machine learning applications for solar and wind energy generation are vital for sustainable energy production.

“Machine learning applications for solar and wind energy generation are vital for sustainable energy production.”

Probably not a substantial claim: may not pass S2 (checkable), S4 (based).

This review has shown the great potential of solar and wind energy in meeting global energy demands and sustainable goals.

“Ultimately, this review has shown the great potential of solar and wind energy in meeting global energy demands and sustainable goals.”

Probably not a substantial claim: may not pass S3 (load-bearing), S4 (based). May combine two claims.

Solar panels can provide abundant, low-carbon energy, thereby fostering energy security, decreasing fossil fuel consumption and emissions, and meeting rising electricity demand.

“Solar panels can provide abundant, low-carbon energy, thereby fostering energy security, decreasing fossil fuel consumption and emissions, and meeting the rising electricity demand.”

Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

According to Ferreira et al. (2018), solar energy could produce 22% of the world's electricity by 2050, reducing carbon emissions.

“According to Ferreira et al. (2018), solar energy could produce 22% of the world's electricity by 2050, reducing carbon emissions.”

• cites Ferreira et al. (2018)Not checked yet

  Not checked in the free run.

Probably not a substantial claim: may not pass S3 (load-bearing).

Solar panels are considered hazardous waste due to their environmental impact and energy loss.

“As a result of their environmental impact and energy loss, solar panels are considered hazardous waste (Korniejenko et al., 2021).”

• cites Korniejenko et al., 2021Not checked yet

  Not checked in the free run.

Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

By integrating AI into distant control systems and decentralized energy production, renewable energy can support post-pandemic recovery and contribute to developing a low-carbon economy.

“By integrating AI into distant control systems and decentralized energy production, renewable energy can support post-pandemic recovery and contribute to developing a low-carbon economy (Hosseini, 2020).”

• cites Hosseini, 2020Not checked yet

  Not checked in the free run.

Probably not a substantial claim: may not pass S2 (checkable). May combine two claims.

The key to circumventing obstacles to renewable energy integration is the development of innovative AI technologies and energy storage strategies and the harmonization of legislation and economic incentives.

“The key to circumventing these obstacles is the development of innovative AI technologies and energy storage strategies and the harmonization of legislation and economic incentives to promote sustainable energy transitions.”

Probably not a substantial claim: may not pass S3 (load-bearing).

Researchers have created hybrid nanogenerators that combine TENG and EMG technologies for self-powered wind speed sensing and fuelling commercial solar cells.

“Researchers have created hybrid nanogenerators that combine TENG and EMG technologies for self-powered wind speed sensing and fuelling commercial solar cells (Guo et al., 2019).”

• cites Guo et al., 2019Not checked yet

  Not checked in the free run.

Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

As onshore wind and solar energy technologies become less expensive, a growing number of individuals and organizations are opting for renewable energy sources, which are more financially viable than other energy sources due to their low initial cost.

“Additionally, as onshore wind and solar energy technologies become less expensive, a growing number of individuals and organizations are opting for renewable energy sources, which are more financially viable than other energy sources due to their low initial cost (Holm, 2013).”

• cites Holm, 2013Not checked yet

  Not checked in the free run.

Probably not a substantial claim: may not pass S3 (load-bearing).

The viability of renewable energy as a sustainable recovery strategy post-COVID-19 has been highlighted by various studies.

“The viability of renewable energy as a sustainable recovery strategy post-COVID-19 has been highlighted by various studies (Hosseini, 2020).”

• cites Hosseini, 2020Not checked yet

  Not checked in the free run.

Probably not a substantial claim: may not pass S3 (load-bearing).

Triboelectric nanogenerators (TENGs) have emerged as promising devices that can capture a variety of mechanical energies, including wind energy.

“Triboelectric nanogenerators (TENGs) have emerged as promising devices that can capture a variety of mechanical energies, including wind energy.”

• cites Qian & Jing, 2018Not checked yet

  Not checked in the free run.

May combine two claims.

Enhancement of FPV plants' capacity, ranging from 52 kW to 2 MW, can significantly reduce the levelized cost of energy (LCOE) by up to 85%, with further research potentially making FPV technology more affordable.

“The assertion is that the enhancement of FPV plants' capacity, ranging from 52 kW to 2 MW, can significantly reduce the levelized cost of energy (LCOE) by up to 85%, with further research, developments, and advancements in technology and materials potentially making FPV technology more affordable in the future (Gorjian et al., 2021).”

• cites Gorjian et al., 2021Not checked yet

  Not checked in the free run.

May combine two claims.

AI applications have proven their ability to improve wind farm management, decision-making, and offshore wind energy production.

“AI applications have proven their ability to improve wind farm management, decision-making, and offshore wind energy production (Mitchell et al., 2022).”

• cites Mitchell et al., 2022Not checked yet

  Not checked in the free run.

May combine two claims.

Since 2009, the price of solar panels has decreased by 80%, while their efficacy has increased, resulting in lower electricity costs.

“Since 2009, the price of solar panels has decreased by 80%, while their efficacy has increased, resulting in lower electricity costs (Couture & Gagnon, 2010).”

• cites Couture & Gagnon, 2010Not checked yet

  Not checked in the free run.

Probably not a substantial claim: may not pass S3 (load-bearing), S4 (based). May combine two claims.

Wind energy has the potential to generate pure, non-polluting electricity on a global scale and is a rapidly expanding energy source.

“Wind energy has the potential to generate pure, non-polluting electricity on a global scale and is a rapidly expanding energy source.”

Probably not a substantial claim: may not pass S3 (load-bearing).

Despite solar energy's potential, its contribution to global energy production is negligible relative to other energy sources.

“Despite solar energy's potential, its contribution to global energy production is negligible relative to other energy sources (Ahmadi et al., 2018).”

• cites Ahmadi et al., 2018Not checked yet

  Not checked in the free run.

May combine two claims.

In solar energy systems, machine learning algorithms enhance solar panel performance, increase energy forecasting, and optimize energy storage systems.

“In solar energy systems, machine learning algorithms enhance solar panel performance, increase energy forecasting, and optimize energy storage systems.”

Probably not a substantial claim: may not pass S4 (based).

Incorporating renewable energy sources, especially solar and wind, into existing systems encounters obstacles, such as fluctuating petrol and oil prices, economic factors, and policy barriers.

“However, incorporating renewable energy sources, especially solar and wind, into existing systems encounters obstacles, such as fluctuating petrol and oil prices, economic factors, and policy barriers.”

Probably not a substantial claim: may not pass S3 (load-bearing).

In 2016, solar energy accounted for 3.5% of Europe's total energy production.

“In 2016, solar energy accounted for only 3.5% of Europe's total energy production”

• cites Elshafei et al., 2021Not checked yet

  Not checked in the free run.

May combine two claims.

AI has emerged as a transformative force in the renewable energy sector, potentially revolutionizing solar and wind energy solutions by optimizing production, increasing environmental awareness, and enhancing management and distribution.

“Artificial intelligence (AI) has emerged as a transformative force in the renewable energy sector, potentially revolutionizing solar and wind energy solutions by optimizing production, increasing environmental awareness, and enhancing management and distribution (Belu, 2013;Jha et al., 2017).”

• cites Belu, 2013Not checked yet

  Not checked in the free run.

• cites Jha et al., 2017Not checked yet

  Not checked in the free run.

Probably not a substantial claim: may not pass S3 (load-bearing).

Wind energy has acquired prominence as a renewable energy source due to the need to reduce carbon emissions and rising electricity demand.

“Wind energy has acquired prominence as a renewable energy source due to the need to reduce carbon emissions and the rising electricity demand.”

Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

In 2017, solar and wind energy accounted for more than 50% of the global increase in electricity generation capacity, with solar installations surpassing the combined total of new fossil fuel and nuclear power capacities.

“In 2017, solar and wind energy accounted for more than 50% of the global increase in electricity generation capacity, with solar installations surpassing the combined total of new fossil fuel and nuclear power capacities (Burke et al., 2019).”

• cites Burke et al., 2019Not checked yet

  Not checked in the free run.

Probably not a substantial claim: may not pass S3 (load-bearing).

In 2016, combustion fuels accounted for 48.7% of Europe's total energy production.

“combustion fuels accounted for 48.7% (Elshafei et al., 2021).”

• cites Elshafei et al., 2021Not checked yet

  Not checked in the free run.

Probably not a substantial claim: may not pass S3 (load-bearing).

Concentrated solar power systems' high costs and lack of adaptability have prevented their pervasive deployment in large-capacity networks.

“Although concentrated solar power systems such as parabolic troughs, solar towers, and dish/ engine power plants use solar radiation to generate electricity, their high costs and lack of adaptability have prevented their pervasive deployment in large-capacity networks (Islam et al., 2018).”

• cites Islam et al., 2018Not checked yet

  Not checked in the free run.

Probably not a substantial claim: may not pass S3 (load-bearing).

A revolution in energy is required to attain net-zero emissions by 2050.

“A revolution in energy is required to attain net-zero emissions by 2050 (Chu & Meisen, 2011).”

• cites Chu & Meisen, 2011Not checked yet

  Not checked in the free run.

May combine two claims.

Floating solar PV systems offer advantages over land-based systems, including reduced land use and enhanced efficiency due to the cooling effect of water.

“Floating solar PV systems offer advantages over land-based systems, including reduced land use and enhanced efficiency due to the cooling effect of water (Mamatha & Kulkarni, 2022;Manoj Kumar et al., 2022).”

• cites Mamatha & Kulkarni, 2022Not checked yet

  Not checked in the free run.

• cites Manoj Kumar et al., 2022Not checked yet

  Not checked in the free run.

Probably not a substantial claim: may not pass S3 (load-bearing).

Solar energy has the potential to significantly advance sustainable development goals.

“As one of the most abundant and purest renewable energy sources, solar energy has the potential to significantly advance sustainable development goals.”

Probably not a substantial claim: may not pass S3 (load-bearing).

Perovskite solar cells have a simpler and less expensive production method than silicon solar panels.

“Perovskite solar cells, for example, have a simpler and less expensive production method than silicon solar panels (Wang et al., 2021).”

• cites Wang et al., 2021Not checked yet

  Not checked in the free run.

Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

TENGs offer benefits such as high voltage, low weight, and simple production, but their output is still modest.

“TENGs offer benefits such as high voltage, low weight, and simple production, but their output is still modest (Qian & Jing, 2018).”

• cites Qian & Jing, 2018Not checked yet

  Not checked in the free run.

Probably not a substantial claim: may not pass S3 (load-bearing), S4 (based). May combine two claims.

Achieving net-zero emissions by 2050 will necessitate a vast transition to renewable energy, with solar power playing a crucial role.

“Achieving net-zero emissions by 2050 will necessitate a vast transition to renewable energy, with solar power playing a crucial role in achieving this objective.”

May combine two claims.

EMGs have disadvantages, such as high maintenance costs and limited voltage output, which necessitate the development of alternative energy conversion technologies.

“Nevertheless, EMGs have disadvantages, such as high maintenance costs and limited voltage output, which necessitate the development of alternative energy conversion technologies (Ellabban et al., 2014).”

• cites Ellabban et al., 2014Not checked yet

  Not checked in the free run.

May combine two claims.

Daily mean MAPE, NMAE, and FS values achieved are 4.67%, 0.82%, and 56.22%.

“Daily mean MAPE, NMAE, and FS values achieved are 4.67%, 0.82%, and 56.22%.”

• cites Ma & Zhai, 2019Not checked yet

  Not checked in the free run.

May combine two claims.

The proposed multistep CNN stacked LSTM model outperformed CNN and LSTM models in both solar irradiance and POA irradiance prediction.

“The proposed multistep CNN stacked LSTM model outperformed CNN and -LSTM models in both solar irradiance and POA irradiance prediction.”

• cites Zeng & Qiao, 2013Not checked yet

  Not checked in the free run.

May combine two claims.

The multi-agent cooperation algorithm reduced the uncomfortable duration by 84%, the unconsumed amount of renewable energy by 43%, and the energy cost by 8% compared to the conventional rule-based control approach.

“Multi-agent cooperation algorithm reduced the uncomfortable duration by 84%, the unconsumed amount of renewable energy by 43%, and the energy cost by 8% compared to the conventional rule-based control approach.”

May combine two claims.

The available roof area for PV installations in urban areas is 328 km2, and 81% of the total ground floor area of each building can be used as the available roof area for PV installation.

“The available roof area for PV installations in urban areas is 328 km2, and 81% of the total ground floor area of each building can be used as the available roof area for PV installation.”

• cites Assouline et al., 2017Not checked yet

  Not checked in the free run.

May combine two claims.

Flat and shed roofs had the highest received mean solar radiation (809 kWh/m2), followed by cross/corner (806 kWh/m2) and hip (800 kWh/m2).

“Flat & shed roofs had the highest received mean solar radiation (809 kWh/m2), followed by cross/corner (806 kWh/m2) and hip (800 kWh/m2).”

• cites Mohajeri et al., 2018Not checked yet

  Not checked in the free run.

May combine two claims.

ANN had the best performance with the highest R2, lowest MAE, and lowest RMSE for wind energy production prediction, but had a longer training time and required more computational power.

“ANN had the best performance with the highest R2, lowest MAE, and lowest RMSE, but had a longer training time and required more computational power.”

• cites Buturache & Stancu, 2021Not checked yet

  Not checked in the free run.

May combine two claims.

The WT-ACO-FFANN ML method improves 24-h ahead wind power forecast and outperforms other four evaluated methods (persistence, dual-step BP-FFANN, dual-step GA-FFANN, and dual-step PSO-FFANN) in MAPE, NMAE, variance, and FS.

“The WT-ACO-FFANN ML method improves 24-h ahead wind power forecast and outperforms other four evaluated methods (persistence, dual-step BP-FFANN, dual-step GA-FFANN, and dual-step PSO-FFANN) in MAPE, NMAE, variance, and FS.”

• cites Ma & Zhai, 2019Not checked yet

  Not checked in the free run.

May combine two claims.

V2G enhances grid functionality, including active power regulation, reactive power support, load balancing, and harmonic filtering.

“It highlights the benefits of V2G, such as active power regulation, reactive power support, load balancing, and current harmonic filtering.”

• cites Mastoi et al., 2023Not checked yet

  Not checked in the free run.

Probably not a substantial claim: may not pass S2 (checkable), S4 (based).

Renewable energy, such as solar and wind energy sources, has enormous potential to assist in achieving sustainable development goals and mitigating the effects of climate change.

“Renewable energy, such as solar and wind energy sources, has enormous potential to assist in achieving sustainable development goals and mitigating the effects of climate change.”

Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

Turbines cause noise pollution, which can be categorized into aerodynamic and mechanical noise, and this can be mitigated through improved design.

“(Nazir et al., 2020) suggest that turbines cause noise pollution, which can be categorized into aerodynamic and mechanical noise, and this can be mitigated through improved design.”

• cites Nazir et al., 2020Not checked yet

  Not checked in the free run.

May combine two claims.

V2G-equipped vehicles offer active and reactive power regulation, load balancing, and harmonics filtering functionalities.

“The work highlights that V2G-equipped vehicles offer active and reactive power regulation, load balancing, and harmonics filtering functionalities.”

• cites Habib et al. (2015)Not checked yet

  Not checked in the free run.

Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

Solar energy can be utilized for desalination, heating, and photocatalysis.

“whereas solar energy can be utilized for desalination, heating, and photocatalysis.”

• cites Ding et al., 2021Not checked yet

  Not checked in the free run.

• cites Zhang et al., 2018Not checked yet

  Not checked in the free run.

Probably not a substantial claim: may not pass S3 (load-bearing), S4 (based).

Innovative solutions like hybrid renewable energy systems, combining solar, wind, and bioenergy, can provide a more stable and continuous power supply.

“Innovative solutions like hybrid renewable energy systems, combining solar, wind, and bioenergy, can provide a more stable and continuous power supply.”

May combine two claims.

Challenges accompanying V2G advancements include potential battery life reduction, communication complexities, and necessary changes in distribution network infrastructure.

“However, challenges like reduced battery life, communication overhead between EVs and grids, and changes in distribution network infrastructure are also acknowledged.”

• cites Mastoi et al., 2023Not checked yet

  Not checked in the free run.

Probably not a substantial claim: may not pass S3 (load-bearing).

All energy sources contribute to pollution.

“According to Shahsavari and Akbari (2018), all energy sources contribute to pollution”

• cites Shahsavari and Akbari (2018)Not checked yet

  Not checked in the free run.

May combine two claims.

Wind energy facilities have ecological implications such as noise pollution, visual disturbances, soil erosion, and deforestation.

“The paper identifies various ecological implications of wind energy facilities, such as noise pollution, visual disturbances, soil erosion, and deforestation, and proposes potential solutions to these challenges.”

• cites Nazir et al., 2020Not checked yet

  Not checked in the free run.

Probably not a substantial claim: may not pass S3 (load-bearing).

As the global population and economy continue to expand, energy demand is anticipated to increase significantly over the next several decades.

“As the global population and economy continue to expand, energy demand is anticipated to increase significantly over the next several decades (Kober et al., 2020).”

• cites Kober et al., 2020Not checked yet

  Not checked in the free run.

May combine two claims.

V2G faces challenges such as battery degradation, communication complexities, and infrastructural modifications in DNs.

“Nonetheless, V2G faces challenges such as battery degradation, communication complexities, and infrastructural modifications in DNs.”

• cites Habib et al. (2015)Not checked yet

  Not checked in the free run.

May combine two claims.

Lithium-ion batteries are the most prevalent energy storage technology, and their environmental impact is a cause for concern.

“While lithium-ion batteries are the most prevalent energy storage technology, their environmental impact is a cause for concern (Pellow et al., 2020).”

• cites Pellow et al., 2020Not checked yet

  Not checked in the free run.

Probably not a substantial claim: may not pass S4 (based). May combine two claims.

Although obstacles such as cost, energy storage, and integration with existing energy networks still exist, solar and wind energy are expected to become more prevalent soon.

“Although obstacles such as cost, energy storage, and integration with existing energy networks still exist, solar and wind energy are expected to become more prevalent soon.”

May combine two claims.

Machine learning algorithms can predict energy output from solar and wind sources, optimizing grid management and reducing reliance on backup fossil fuel sources.

“Specifically, machine learning algorithms can predict energy output from solar and wind sources, optimizing grid management and reducing reliance on backup fossil fuel sources.”

May combine two claims.

With an annual energy production of 3146 MWh, a capacity factor of 36%, and a cost of electricity production lower than the wholesale price during the feed-in tariff period, the study determined the project to be economically viable.

“With an annual energy production of 3146 MWh, a capacity factor of 36%, and a cost of electricity production lower than the wholesale price during the feed-in tariff period, the study determined the project to be economically viable.”

• cites Himri et al., 2020Not checked yet

  Not checked in the free run.

Probably not a substantial claim: may not pass S4 (based).

Renewable energy sources, such as solar and wind, have the potential to offer clean and affordable energy to meet the world's energy requirements.

“Renewable energy sources, such as solar and wind, have the potential to offer clean and affordable energy to meet the world's energy requirements.”

Probably not a substantial claim: may not pass S3 (load-bearing).

Without considering the concrete foundation, 73% of a wind turbine can be recycled.

“Interestingly, without considering the concrete foundation, 73% of a wind turbine can be recycled (Tazi et al., 2019).”

• cites Tazi et al., 2019Not checked yet

  Not checked in the free run.

Probably not a substantial claim: may not pass S4 (based).

With technological improvements, harvesting energy from solar and wind sources has become increasingly viable and economical.

“With technological improvements, harvesting energy from these sources has become increasingly viable and economical.”

Probably not a substantial claim: may not pass S4 (based). May combine two claims.

AI can be crucial in optimizing renewable energy systems, enhancing efficiency, and facilitating their incorporation into the power infrastructure.

“Artificial intelligence can be crucial in optimizing renewable energy systems, enhancing efficiency, and facilitating their incorporation into the power infrastructure.”

May combine two claims.

V2G technology has the potential to improve grid reliability, efficiency, loss mitigation, and stability.

“The paper also discusses the potential of V2G technology to improve grid reliability, efficiency, loss mitigation, and stability.”

• cites Habib et al. (2015)Not checked yet

  Not checked in the free run.

May combine two claims.

Machine learning proves indispensable for processing massive data volumes, providing predictive capabilities, and facilitating informed decision-making, thereby optimizing the operation of the grid.

“Machine learning proves indispensable for processing massive data volumes, providing predictive capabilities, and facilitating informed decision-making, thereby optimizing the operation of the grid.”

• cites Hossain et al., 2019Not checked yet

  Not checked in the free run.

Classified as probably not a substantial claim. May combine two claims.

Challenges to solar and wind energy include the need for quicker capacity expansion, technological advancements, and overcoming the intermittent nature of these energy sources.

“Still, challenges are presented, such as the need for quicker capacity expansion, technological advancements, and overcoming the intermittent nature of these energy sources.”

• AssumptionRests on an assumption: The intermittent nature of solar and wind power is one of the primary obstacles to reaching the growing energy demand.

Probably not a substantial claim: may not pass S4 (based).

Integration of intermittent renewable energy sources into the power grid requires energy storage.

“Integration of intermittent renewable energy sources into the power grid requires energy storage.”

• AssumptionRests on an assumption: The intermittent nature of solar and wind power is one of the primary obstacles to reaching the growing energy demand.

May combine two claims.

Solar and wind capacity have grown rapidly, but they must increase by a factor of seven between 2010 and 2050 if two-thirds of the world's energy consumption is to come from renewable sources.

“Solar and wind capacity have grown rapidly, but they must increase by a factor of seven between 2010 and 2050 if two-thirds of the world's energy consumption is to come from renewable sources (Lowe & Drummond, 2022).”

• cites Lowe & Drummond, 2022Not checked yet

  Not checked in the free run.

May combine two claims.

Smart charging and discharging can reduce daily electricity costs, voltage deviations, and transformer and line current surges, enhancing DN stability, efficiency, and reliability.

“It is noted that smart charging and discharging can reduce daily electricity costs, voltage deviations, and transformer and line current surges, thereby enhancing the DN's stability, efficiency, and reliability.”

• cites Habib et al. (2015)Not checked yet

  Not checked in the free run.

Probably not a substantial claim: may not pass S3 (load-bearing), S4 (based).

Integrating solar and wind energy in smart building designs can lead to more energy-efficient urban environments.

“Integrating solar and wind energy in smart building designs can lead to more energy-efficient urban environments.”

May combine two claims.

Wind power has a lower overall environmental footprint compared to conventional energy sources, but it also has potential negative impacts including noise pollution, visual esthetics, ecological disruption, electromagnetic interference, and potential local climate change.

“Dhar et al. (2020) confirm the lower overall environmental footprint of wind power compared to conventional energy sources but also highlight several potential negative impacts.These include noise pollution, visual esthetics, ecological disruption, electromagnetic interference, and potential local climate change.”

• cites Dhar et al., 2020Not checked yet

  Not checked in the free run.

Probably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.

Shadow flicker, soil erosion, deforestation, and the wake effect of turbines are concerns.

“The paper also addresses the shadow flicker, soil erosion, deforestation, and the wake effect of turbines (Nazir et al., 2020).”

• cites Nazir et al., 2020Not checked yet

  Not checked in the free run.

May combine two claims.

DVR-based energy storage systems have potential for wind energy conversion and emphasize the vital role of energy storage in grid stability maintenance.

“The study demonstrates the potential of DVR-based energy storage systems for wind energy conversion and emphasizes the vital role of energy storage in grid stability maintenance.”

• cites Pattanaik et al. (2021)Not checked yet

  Not checked in the free run.

Probably not a substantial claim: may not pass S4 (based).

Incorporating AI, deep learning, and IoT has significantly improved solar energy generation and technology.

“Incorporating artificial intelligence (AI), deep learning, and the Internet of Things (IoT) has significantly improved solar energy generation and technology, which is a promising area.”

May combine two claims.

AI-assisted analysis can aid in calculating storage operation profiles, estimating cost-effectiveness of storage devices, and accounting for avoided power system costs.

“AI-assisted analysis can aid in calculating storage operation profiles, estimating the cost-effectiveness of storage devices, and accounting for avoided power system costs.”

• cites Guerra et al., 2020Not checked yet

  Not checked in the free run.

May combine two claims.

HESS demonstrates a constant power dispatch to the utility grid, with fast-changing power components charged-discharged by SESS and slow-changing components by BESS.

“Using a combination of bidirectional power converters, a three-level T-type inverter, and an LCL filter, the research demonstrates a constant power dispatch to the utility grid, with fastchanging power components charged-discharged by short-term energy storage system (SESS) and slow-changing components by battery energy storage system (BESS).”

• cites Roy et al. (2020)Not checked yet

  Not checked in the free run.

May combine two claims.

AI algorithms can improve performance and reduce cost of photovoltaic (PV) systems, potentially reducing environmental impact of PV power systems.

“In a related study, Meena et al. (2022) utilized AI algorithms to improve the performance and reduce the cost of photovoltaic (PV) systems, indicating that AI-based solutions may be able to reduce the environmental impact of PV power systems.”

• cites Meena et al. (2022)Not checked yet

  Not checked in the free run.

Probably not a substantial claim: may not pass S2 (checkable).

A multi-layer, communication-enhanced infrastructure is necessary for coordinating between system operators, EV aggregators, and end-users.

“This necessitates a multi-layer, communication-enhanced infrastructure for coordinating between system operators, EV aggregators, and end-users.”

• cites Ahmadi et al. (2019)Not checked yet

  Not checked in the free run.

May combine two claims.

The DVR system is important in compensating for under voltage while maintaining grid stability.

“It highlights the importance of the DVR system in compensating for under voltage while maintaining grid stability, thereby highlighting the significance of energy storage in renewable energy systems”

• cites Pattanaik et al. (2021)Not checked yet

  Not checked in the free run.

Probably not a substantial claim: may not pass S2 (checkable), S4 (based).

The integration of V2G technology with intelligent grid communication systems is crucial for the successful operation of this synergy.

“The integration of V2G technology with intelligent grid communication systems is crucial for the successful operation of this synergy.”

May combine two claims.

Using Electroluminescence (EL) Imaging, Ahan et al. detected and localized issues with solar panels, enhancing performance and reducing warranty and service costs.

“Using Electroluminescence (EL) Imaging, they detected and localized issues with solar panels, thereby enhancing performance and reducing warranty and service costs.”

• cites Ahan et al. (2021)Not checked yet

  Not checked in the free run.

May combine two claims.

AI optimization of BESS location, size, and operation reduces losses, enhances voltage regulation, and lengthens battery life.

“This strategy reduces losses, enhances voltage regulation, and lengthens battery life.”

Classified as probably not a substantial claim.

Successful integration also hinges on developing cost-effective, multifunctional EV chargers capable of providing ancillary services such as voltage regulation and harmonic reduction in both G2V and V2G modes.

“It also hinges on developing cost-effective, multifunctional EV chargers capable of providing ancillary services, such as voltage regulation and harmonic reduction, in both G2V and V2G modes.”

• cites Ahmadi et al. (2019)Not checked yet

  Not checked in the free run.

May combine two claims.

Simulation outcomes included a compensated sag voltage of the grid terminal voltage, a regulated DC link voltage, and efficient bidirectional power flow in the energy storage battery system.

“Important outcomes of the simulation included a compensated sag voltage of the grid terminal voltage, a regulated DC link voltage, and an efficient bidirectional power flow in the energy storage battery system.”

• cites Pattanaik et al. (2021)Not checked yet

  Not checked in the free run.

May combine two claims.

AI technologies have potential to significantly improve wind energy forecasts and wind speed predictions, leading to increased efficiency and cost reduction.

“Various research has highlighted the potential for AI technologies to significantly improve wind energy forecasts and wind speed predictions, leading to increased efficiency and cost reduction.”

Probably not a substantial claim: may not pass S2 (checkable), S3 (load-bearing).

Additional research is needed into AI's potential in multi-objective control of power system optimization.

“additional research is still needed into AI's potential in multi-objective control of power system optimization.”

• cites Abdalla et al. (2021)Not checked yet

  Not checked in the free run.