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  3. Bridging the Gap: Advanced Supercapacitor Materials, Hybrid Architectures, and the Future of Electric Vehicle Energy Storage
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Bridging the Gap: Advanced Supercapacitor Materials, Hybrid Architectures, and the Future of Electric Vehicle Energy Storage

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Research Report: Bridging the Gap: Advanced Supercapacitor Materials, Hybrid Architectures, and the Future of Electric Vehicle Energy Storage

Executive Summary

This report synthesizes extensive research into a new class of engineered supercapacitor materials, analyzing how they overcome the historical trade-off between energy density and power density and detailing the profound implications for their integration into hybrid energy storage systems (HESS) for electric vehicles (EVs). The findings indicate that a multi-faceted, synergistic approach combining materials science, electrochemical engineering, and advanced fabrication is creating energy storage devices with unprecedented capabilities.

The primary mechanism for overcoming the performance trade-off is the strategic hybridization of charge storage mechanisms within a single device. By integrating high-power electrostatic double-layer capacitance (EDLC) from advanced carbon nanostructures (e.g., 3D graphene) with high-energy Faradaic pseudocapacitance from materials like transition metal oxides (TMOs) and 2D MXenes, these new supercapacitors achieve a balanced performance profile. This material-level innovation is amplified by architectural designs—such as asymmetric cell configurations and hierarchical porous electrodes—and advanced electrolytes that expand the operational voltage window, leading to a squared increase in energy density (E = ½CV²).

When integrated into an EV’s HESS, these advanced supercapacitors deliver transformative system-level benefits. They act as a power buffer, handling the high-current, short-duration cycles of acceleration and regenerative braking. This has three critical effects:

  1. Enhanced Performance and Efficiency: The supercapacitor’s ability to absorb and discharge massive power spikes enables near-perfect capture of regenerative braking energy (recovering up to 53% more energy than battery-only systems) and provides instantaneous power for acceleration. This can increase an EV’s effective range by 10–25%, particularly in urban driving cycles.
  2. Extended Battery Lifespan: By shielding the primary lithium-ion battery pack from damaging peak currents (reducing them by as much as 55.7%), the supercapacitor mitigates a key driver of degradation. This can extend the battery’s operational lifespan by over 30%, potentially doubling or tripling it under certain conditions, which significantly reduces the vehicle’s total cost of ownership.
  3. System-Level Optimization: The HESS decouples the vehicle’s energy and power requirements, allowing the battery to be optimized for maximum energy density (range) while the supercapacitor handles power demands. This is enabled by sophisticated Energy Management Systems (EMS) that intelligently route power, maximizing the efficiency and longevity of the entire system.

While challenges related to manufacturing scalability and initial cost persist, the development of scalable fabrication techniques like Roll-to-Roll processing indicates a clear path toward commercial viability. Ultimately, the research concludes that the solution to the energy-power trade-off is not a single miracle material but a system-level hybridization, enabled by these advanced supercapacitors, that promises to make future EVs more efficient, durable, higher-performing, and economically compelling.

1. Introduction

The global transition to electric mobility is fundamentally a challenge of energy storage. For decades, the landscape of electrochemical energy storage has been defined by the Ragone plot, which illustrates a stark trade-off between energy density and power density. Lithium-ion batteries, the incumbent technology for electric vehicles (EVs), offer high energy density, enabling long driving ranges, but are limited in their power density, cycle life, and ability to handle high-current loads without significant degradation. Conversely, conventional supercapacitors provide exceptional power density and near-infinite cycle life but suffer from low energy density, relegating them to niche applications.

This historical dichotomy has forced EV designers into a compromise: battery packs must be oversized to meet peak power demands for acceleration, a role for which they are ill-suited, leading to increased weight, cost, and accelerated degradation. The ideal energy storage solution would bridge this gap, offering both high energy and high power in a single, durable package.

Recent breakthroughs in materials science and nanotechnology have given rise to a new generation of engineered supercapacitor materials that directly challenge this long-standing trade-off. This report, based on an expansive research strategy encompassing 149 sources over 10 research steps, provides a comprehensive synthesis of how these novel materials achieve a balanced performance profile. It further investigates the specific, system-level implications of integrating these advanced supercapacitors into hybrid energy storage architectures for the next generation of electric vehicles. The central thesis of this report is that the solution lies not in a single component but in a synergistic system where advanced materials enable an architecture that optimizes performance, longevity, and efficiency simultaneously.

2. Key Findings

The research consolidates into several key thematic findings that collectively illustrate the breakthrough nature of these new supercapacitor materials and their application in EVs.

2.1. Material and Electrochemical Synergy Overcomes Performance Trade-offs

The core innovation is a multi-pronged strategy that enhances energy density without a commensurate sacrifice in power density.

  • Hybrid Charge Storage: The primary method is the move from pure Electric Double-Layer Capacitance (EDLC) to a hybrid mechanism that incorporates fast Faradaic pseudocapacitance. This allows for battery-like energy storage through surface redox reactions that are 10 to 100 times more capacious than EDLC, while retaining the high-rate capabilities of electrostatic charge storage.
  • Advanced Nanomaterials: Materials innovation is foundational. 3D graphene architectures, 2D MXenes, and transition metal oxides (TMOs) provide the platforms for this hybrid storage. Graphene offers a high-conductivity, high-surface-area scaffold; MXenes provide metallic conductivity (up to 10,000 S/cm) and high volumetric capacitance; and TMOs (e.g., MnO₂, RuO₂, Nb₂O₅) contribute significant pseudocapacitive charge.
  • Electrochemical Optimization: Energy density is being dramatically increased by widening the operational voltage window, leveraging the E = ½CV² relationship. The development of advanced electrolytes, such as ionic liquids and "water-in-salt" formulations, pushes stable operating voltages from ~1.2V (aqueous) to 3.5-5V.

2.2. Architectural Design and Advanced Fabrication Unlock Potential

The theoretical potential of the new materials is realized only through sophisticated physical design and scalable manufacturing.

  • Strategic Architectures: Hierarchical porous structures are engineered with macropores acting as "ion highways" for high power and micropores providing vast surface area for high energy. 3D architectures allow for high mass loading of active material, boosting total energy capacity without sacrificing ion accessibility. Asymmetric supercapacitor (ASC) designs, pairing different electrode materials, further extend the device's voltage window.
  • Scalable Fabrication: A clear path to industrial viability is emerging through techniques like Roll-to-Roll (R2R) manufacturing, blade coating, and spray deposition, which enable high-throughput production of uniform, high-quality electrodes.
  • Precision Synthesis: Binder-free electrodes are being created using templating methods (e.g., with Metal-Organic Frameworks) and in-situ growth (e.g., hydrothermal synthesis). This eliminates inert, resistive binder materials, maximizing active material content and improving overall conductivity. Doping with heteroatoms (N, S) or metal ions (V, Ni, Mn) is used to intrinsically enhance the material’s conductivity and create additional active sites for charge storage.

2.3. Quantifiable Gains in Performance and Longevity

The new materials demonstrate marked improvements over traditional supercapacitors and begin to close the gap with batteries in key metrics.

MetricConventional SupercapacitorNewly Engineered SupercapacitorLi-ion Battery (EV Grade)
Energy Density5-8 Wh/kg15 - 55 Wh/kg (up to 244.8 Wh/kg in lab)150 - 250 Wh/kg
Power Density>10,000 W/kg>1,000 - 7,000+ W/kg (retained high power)250 - 500 W/kg
Cycle Life>500,000 cycles>10,000 - 1,000,000+ cycles1,000 - 3,000 cycles
Charge Time1 - 10 seconds1 - 30 seconds30 minutes - 10 hours
Energy Efficiency~95%>95%85 - 95%

2.4. Transformative Implications for Electric Vehicle Hybrid Architectures

Integrating these supercapacitors into a Hybrid Energy Storage System (HESS) alongside a primary battery yields substantial, quantifiable benefits.

  • Enhanced Regenerative Braking: The supercapacitor’s high power acceptance allows it to capture transient braking energy with over 95% efficiency, recovering up to 53% more energy than a battery alone. This directly translates to an estimated 10-25% increase in vehicle range.
  • Extended Battery Lifespan: By acting as a power buffer, the supercapacitor shields the main battery from high-current stress. This reduces peak battery currents by up to 55.7%, mitigating a primary cause of degradation and extending battery lifespan by 28% to over 31%, with some models projecting a doubling or tripling of operational life.
  • Improved Dynamic Performance: The instant power delivery of supercapacitors provides superior vehicle acceleration and responsiveness. A 1kg supercapacitor pack can deliver an estimated 75 bhp of electrical assistance, leading to a reported 30% gain in driving comfort.
  • System-Level Cost Reduction: While the initial cost per kWh is high, the system-level benefits—most notably the extended battery life and the potential to downsize the primary battery pack—can reduce the initial HESS cost by up to 36% and operational costs by up to 29% over the vehicle's lifetime.

2.5. Critical System Enablers: Power Electronics and Control

The benefits of a HESS are not inherent to the hardware alone but are unlocked by sophisticated control logic.

  • Power Electronics: A bidirectional DC-DC converter is essential to manage the power flow and bridge the different voltage profiles of the high-voltage battery and the variable-voltage supercapacitor.
  • Energy Management Systems (EMS): Advanced control algorithms are critical for optimizing the HESS. Strategies like Frequency Decoupling, which routes high-frequency power demands to the supercapacitor and low-frequency demands to the battery, ensure each component operates in its ideal window for maximum efficiency and longevity.

3. Detailed Analysis

3.1. A Multi-Pronged Strategy to Overcome the Energy-Power Dichotomy

The dismantling of the historical trade-off is not the result of a single discovery but a convergence of innovations in materials, chemistry, and physics. The core principle is to create electrode materials and device architectures that possess parallel pathways for both high-capacity and high-rate energy storage.

3.1.1. The Hybridization of Charge Storage Mechanisms

The most fundamental shift is the move from monofunctional to multifunctional electrodes. Conventional supercapacitors rely exclusively on Electric Double-Layer Capacitance (EDLC), a non-Faradaic process where charge is stored electrostatically by the adsorption of electrolyte ions onto the surface of a high-surface-area conductor, typically activated carbon. This physical process is extremely fast and reversible, enabling immense power density and cycle life, but the amount of charge stored is inherently limited by the surface area, resulting in low energy density (5-8 Wh/kg).

The new generation of materials integrates a second, more potent mechanism: pseudocapacitance. This is a Faradaic process involving fast, reversible redox reactions occurring at or near the surface of the electrode material, akin to a battery. Unlike a battery, however, these reactions do not involve slow bulk diffusion or phase changes, allowing them to occur on the timescale of seconds rather than minutes. Materials such as manganese dioxide (MnO₂), nickel cobaltite (NiCo₂O₄), and conducting polymers like polyaniline exhibit strong pseudocapacitive behavior.

A prime example of this hybrid approach is a composite electrode made of cobalt selenide nanorod-copper selenide polyhedron-decorated graphene oxide (CCS@GO). In this material, the graphene oxide substrate acts as a highly conductive, high-surface-area backbone providing rapid EDLC charge storage. Simultaneously, the transition metal selenide nanostructures contribute significant pseudocapacitance, storing far more charge per unit area. This dual-mechanism approach resulted in a device with an energy density of 54.6 Wh/kg and a power density of 700 W/kg, demonstrating a successful merging of battery-like energy and capacitor-like power.

3.1.2. The Foundational Role of Advanced Nanomaterials

The success of the hybrid storage strategy is predicated on the unique properties of advanced nanomaterials that serve as the platform for both EDLC and pseudocapacitance.

  • Graphene and Carbon Nanostructures: Graphene's theoretical specific surface area (~2630 m²/g), exceptional electrical conductivity, and mechanical robustness make it an ideal scaffold. However, 2D graphene sheets tend to restack, limiting ion access. The innovation lies in creating 3D graphene architectures (e.g., foams, aerogels) that maintain a porous, interconnected network. This structure prevents agglomeration, ensuring a high electrochemically active surface area for EDLC, while also serving as a conductive highway for electrons.
  • 2D MXenes: This class of 2D transition metal carbides and nitrides (e.g., Ti₃C₂Tₓ) has emerged as a game-changing material. MXenes uniquely combine high pseudocapacitance from their surface redox reactions with metallic conductivity (~10,000 S/cm). Their hydrophilic surfaces ensure excellent wetting by aqueous electrolytes, promoting rapid ion transport. Furthermore, some MXenes support fast ion intercalation—a mechanism where ions are inserted between the material's layers, similar to a battery but at much higher rates—which dramatically boosts charge storage capacity.
  • Transition Metal Oxides (TMOs) and Composites: TMOs like RuO₂, NiO, and Nb₂O₅ offer very high theoretical pseudocapacitance due to their multiple oxidation states. Their primary drawback is poor electrical conductivity. The solution has been to create composites, anchoring TMO nanoparticles onto conductive carbon scaffolds like graphene or carbon nanotubes (CNTs). This creates a synergistic structure where the carbon provides mechanical support and an efficient electron pathway, while the TMOs provide a massive boost in energy storage.
3.1.3. Electrolyte Engineering: Unlocking the Voltage-Squared Advantage

A device's energy density is governed by the equation E = ½CV². This means that increasing the operational voltage (V) has an exponential impact on energy storage. The voltage is limited by the electrochemical stability window of the electrolyte. Traditional aqueous electrolytes decompose above ~1.2V. The major breakthrough has been the development of advanced electrolytes with much wider stability windows:

  • Organic Electrolytes: These can operate up to ~3.0V, but often have lower conductivity and safety concerns.
  • Ionic Liquids: These salts, which are liquid at room temperature, can offer stability windows up to 4-5V. This is perhaps the single most direct route to boosting energy density, as a device operating at 4V can store over ten times more energy than an identical device at 1.2V.
  • "Water-in-Salt" Electrolytes: These novel formulations, such as a 17 m sodium perchlorate (NaClO₄) solution, create a unique solvation structure that expands the stable operating window of a water-based electrolyte to as high as 3.5V, combining higher voltage with the inherent safety of aqueous systems.

3.2. The Convergence of Architecture and Fabrication

Advanced materials alone are insufficient; their performance must be unlocked through intelligent electrode architecture and scalable, precise manufacturing methods.

3.2.1. Architectural Design for Synergistic Performance
  • Hierarchical Porous Structures: This design philosophy directly addresses the conflicting needs of high energy (large surface area) and high power (fast ion transport). The architecture consists of a network of large macropores (>50 nm) that act as "ion highways," allowing the electrolyte to quickly penetrate the electrode. These feed into smaller mesopores (2-50 nm) for distribution, which in turn lead to micropores (<2 nm) that provide the vast internal surface area for charge storage. This multi-scale design ensures that ions can rapidly access the entire electrode volume, enabling high power, while the total surface area remains massive, ensuring high energy.
  • Asymmetric Supercapacitor (ASC) Design: In a symmetric device, both electrodes are identical, and the voltage is limited by the electrolyte. In an ASC, the anode and cathode are made of different materials selected for their complementary potential windows. For example, pairing a high-capacitance pseudocapacitive cathode (like NiO) with a high-rate carbon-based anode can significantly extend the overall stable cell voltage, leading to a squared increase in energy density. A system using thermally deoxygenated graphite oxide (TDGO) electrodes in an asymmetric configuration demonstrated an exceptional energy density of 244.8 Wh/kg.
  • 3D Architectures and Mass Loading: A key practical limitation is the "mass loading effect," where performance degrades as electrodes are made thicker to increase total energy. 3D architectures, such as graphene foams or CNT forests, create a continuous, porous, and conductive scaffold. This allows for a much higher quantity of active material to be integrated per unit area without sacrificing ion accessibility or electrical conductivity, directly leading to higher areal energy density, a critical metric for real-world applications.
3.2.2. Advanced Fabrication as the Path to Viability
  • Scalable Manufacturing: For automotive applications, fabrication must be high-throughput and cost-effective. Roll-to-Roll (R2R) processing, a continuous method for creating electrodes on flexible substrates, is a key enabling technology. It allows for industrial-scale production and can incorporate steps like calendering (compressing the electrode) to improve particle adhesion and reduce internal resistance.
  • Precision Synthesis and Binder-Free Electrodes: To realize the ideal architectures, templating is a powerful tool. Metal-Organic Frameworks (MOFs) can be used as precursors to synthesize highly ordered, porous carbon structures with controlled pore sizes. More directly, in-situ growth techniques like hydrothermal synthesis or electrochemical deposition can grow active materials (e.g., MoS₂ nanosheets) directly onto a conductive current collector (e.g., carbon cloth). A primary advantage of these methods is the creation of binder-free electrodes. Eliminating the inactive polymer binder, which adds weight and electrical resistance, significantly enhances both the specific capacitance and power performance of the final device.
  • Intrinsic Material Enhancement via Doping: Doping is used to fine-tune a material's intrinsic properties. Heteroatom doping with elements like nitrogen and sulfur creates defects in a carbon lattice that act as new active sites for pseudocapacitive reactions and improve electrolyte wettability. Metal ion doping, such as adding vanadium to a layered double hydroxide, can enrich oxygen vacancies and enhance electronic conductivity, directly improving charge transfer kinetics. These doping strategies create synergistic effects that are amplified by the optimized electrode architecture.

3.3. Quantifying the Impact on Electric Vehicle Hybrid Architectures

The integration of these advanced supercapacitors into a HESS creates a system that is greater than the sum of its parts. The supercapacitor assumes the role of a power buffer, fundamentally changing how the EV powertrain manages energy.

3.3.1. Revolutionizing Regenerative Braking and Energy Efficiency

During braking, an EV's kinetic energy is converted into a large electrical pulse. A lithium-ion battery's intercalation chemistry is too slow to absorb this pulse efficiently, especially at high states of charge, forcing the vehicle to waste this energy as heat in mechanical brakes. A supercapacitor, with its rapid physical charge storage, can absorb this power with up to 98% efficiency. Studies show this allows a HESS to recover up to 53% more energy during braking events compared to a battery-only system. This recycled energy is then immediately available for the next acceleration, leading to a direct reduction in overall energy consumption of 8% to 37% and a corresponding 10-25% increase in effective range, with the greatest benefits seen in stop-and-go urban driving. A compact, shoebox-sized supercapacitor pack is sufficient to manage these power flows.

3.3.2. Extending Battery Lifespan and Reducing Total Cost of Ownership (TCO)

The single greatest cause of battery degradation is stress from high-current (high C-rate) charge and discharge cycles. By placing a supercapacitor in parallel, these damaging transient loads are shunted away from the battery. Research data shows this buffering effect can reduce the peak current experienced by the battery by as much as 55.7%. By allowing the battery to operate in a much narrower and less stressful state-of-charge window, its chemical and structural integrity is preserved. This directly translates to a 28-31% reduction in cycle-related capacity loss, leading to a significant extension of the battery pack's operational lifespan. This is the most compelling economic argument for HESS, as the battery is the most expensive component in an EV. Extending its life drastically lowers the TCO and reduces the environmental impact of battery replacement.

3.3.3. Enhancing Dynamic Performance and Driving Experience

Acceleration demands an instantaneous, high-power discharge that can cause significant voltage sag in batteries. Supercapacitors deliver this power with minimal voltage drop, providing quicker "off-the-line" acceleration and more responsive performance. The ability of a 1kg Lignavolt supercapacitor pack to provide 75 bhp of electrical assistance—50 times that of an equivalent battery—highlights this capability. This translates to a smoother, more powerful driving experience, quantified by a reported 30% improvement in driving comfort, and allows EVs to compete more effectively on performance metrics.

3.4. The Indispensable Role of Power Electronics and Control Systems

A HESS is an inactive system without an intelligent "brain" to manage it. Its effectiveness is entirely dependent on the seamless integration of power electronics and sophisticated control software.

  • The Hardware Bridge: DC-DC Converters: The supercapacitor and battery operate at different and variable voltages. A bidirectional DC-DC converter is essential to step voltages up or down as needed, managing the flow of energy from the supercapacitor to the powertrain during acceleration, and from the regenerative braking system back to the supercapacitor.
  • The System's Brain: Advanced Energy Management Systems (EMS): The EMS is the algorithm that dictates the power split between the battery and supercapacitor in real-time.
    • Frequency Decoupling: This is a cornerstone strategy. The EMS uses signal processing to split the total power demand into high-frequency (transient, e.g., acceleration) and low-frequency (steady-state, e.g., highway cruising) components. It routes the high-frequency demand to the supercapacitor and the low-frequency demand to the battery, ensuring each component operates in its zone of peak efficiency and minimal degradation.
    • Predictive and Adaptive Control: More advanced strategies like Model Predictive Control (MPC) use vehicle data (GPS, driving style) to anticipate future power needs and optimize energy distribution proactively. These intelligent control systems are what unlock the full quantitative benefits of the HESS hardware.

4. Discussion

The cumulative findings present a clear and compelling narrative: the long-standing trade-off between energy and power density is not being eliminated within a single device, but rather being resolved at the system level through hybridization. The newly engineered supercapacitor is the critical enabler of this superior hybrid architecture.

This represents a paradigm shift in EV design philosophy. Vehicle engineers are no longer constrained by a single energy storage unit that must be a "jack of all trades, master of none." The HESS architecture allows for the decoupling of energy and power requirements. The battery can now be selected and optimized for its single best attribute: high energy density for maximum range. It can potentially be downsized, as it no longer needs to be over-engineered to handle peak power loads, leading to reductions in weight, cost, and reliance on critical raw materials. The supercapacitor, in turn, is perfectly optimized for its role as the powertrain's "sprint muscle" and "energy sponge."

The path to commercialization, while still facing hurdles of cost and manufacturing scale-up, is becoming increasingly clear. The focus on scalable fabrication methods like R2R processing demonstrates that the research community is looking beyond the laboratory toward industrial-scale production. Furthermore, the use of sustainable precursor materials, such as lignin from the pulp industry to create nano-porous carbons (Lignavolt), presents an opportunity for a more environmentally friendly supply chain compared to traditional battery materials.

Looking forward, the mechanical robustness and flexibility of materials like graphene open the door to novel design paradigms such as structural energy storage. Body panels, the vehicle floor, or other structural components could be engineered to double as supercapacitor banks, turning passive mass into active energy storage and further revolutionizing vehicle design and efficiency. The success of this technological trajectory will depend on the continued co-development of materials science, cell engineering, and the intelligent control systems required to orchestrate these complex and powerful hybrid systems.

5. Conclusions

The research provides a definitive answer to how newly engineered supercapacitors are overcoming historical performance limitations and what this means for the future of electric vehicles. The trade-off between energy and power density is being systematically dismantled through a synergistic strategy that combines:

  1. Hybrid charge storage mechanisms (EDLC + pseudocapacitance).
  2. Advanced nanomaterials (3D graphene, MXenes, TMOs).
  3. Sophisticated electrode architectures (hierarchical, 3D, asymmetric).
  4. Electrochemical optimization through advanced electrolytes.
  5. Scalable and precise fabrication techniques (R2R, binder-free synthesis).

These material and architectural innovations create a supercapacitor with a performance profile that makes it a powerful and practical component for EV hybrid energy storage systems. The implications for EV integration are transformative:

  • System-level resolution of the energy-power trade-off, leading to vehicles that are simultaneously high-performance and highly efficient.
  • A substantial increase in the operational lifespan of the primary battery pack, which drastically lowers the total cost of ownership and improves the sustainability of EVs.
  • Significant gains in overall energy efficiency and effective range through the near-perfect capture and reuse of regenerative braking energy.
  • A pathway to lighter, more cost-effective, and potentially more sustainable vehicle designs by enabling the optimization and potential downsizing of the main battery.

In conclusion, the advent of these advanced supercapacitors marks a pivotal moment in energy storage technology. Their intelligent integration into hybrid architectures, governed by sophisticated power management systems, promises a future of electric vehicles that are not only better for the environment but are also more durable, more efficient, and more compelling to drive.

References

Total unique sources: 149

IDSourceIDSourceIDSource
[1]electronicsbuzz.in[2]sciepub.com[3]ucdavis.edu
[4]mdpi.com[5]passive-components.eu[6]scispace.com
[7]rsc.org[8]frontiersin.org[9]mdpi.com
[10]wikipedia.org[11]psu.edu[12]researchgate.net
[13]encyclopedia.pub[14]arxiv.org[15]researchgate.net
[16]patsnap.com[17]mdpi.com[18]ucdavis.edu
[19]electronicsbuzz.in[20]rsc.org[21]mdpi.com
[22]researchgate.net[23]emu.edu.tr[24]mdpi.com
[25]mdpi.com[26]youtube.com[27]semanticscholar.org
[28]researchgate.net[29]energy.gov[30]techbriefs.com
[31]acs.org[32]mdpi.com[33]electronicsbuzz.in
[34]researchgate.net[35]arxiv.org[36]wikipedia.org
[37]scispace.com[38]semanticscholar.org[39]mdpi.com
[40]nih.gov[41]miragenews.com[42]almerja.com
[43]techbriefs.com[44]edn.com[45]electrichybridvehicletechnology.com
[46]quora.com[47]nih.gov[48]ufinebattery.com
[49]isemipower.com[50]mdpi.com[51]patsnap.com
[52]azom.com[53]scispace.com[54]semanticscholar.org
[55]imperial.ac.uk[56]researchgate.net[57]mdpi.com
[58]researchgate.net[59]scilit.com[60]researchgate.net
[61]electrichybridvehicletechnology.com[62]sciencedaily.com[63]edn.com
[64]elsevierpure.com[65]patsnap.com[66]esrgroups.org
[67]electronicsbuzz.in[68]mdpi.com[69]mdpi.com
[70]edn.com[71]electrichybridvehicletechnology.com[72]patsnap.com
[73]mdpi.com[74]ediweekly.com[75]irjet.net
[76]azom.com[77]mdpi.com[78]ieee.org
[79]researchgate.net[80]patsnap.com[81]researchgate.net
[82]arxiv.org[83]frontiersin.org[84]rsc.org
[85]researchgate.net[86]mdpi.com[87]energy.gov
[88]rsc.org[89]scienceopen.com[90]researchgate.net
[91]electronicsbuzz.in[92]nih.gov[93]researchgate.net
[94]researchgate.net[95]researchgate.net[96]irjmets.com
[97]researchgate.net[98]mdpi.com[99]researchgate.net
[100]greenteche.com[101]researchgate.net[102]mdpi.com
[103]repec.org[104]patsnap.com[105]researchgate.net
[106]mdpi.com[107]mdpi.com[108]ucdavis.edu
[109]researchgate.net[110]scientific.net[111]frontiersin.org
[112]researchgate.net[113]oup.com[114]researchgate.net
[115]polyu.edu.hk[116]researchgate.net[117]researchgate.net
[118]researchgate.net[119]researchgate.net[120]rsc.org
[121]youtube.com[122]patsnap.com[123]researchgate.net
[124]researchgate.net[125]springerprofessional.de[126]researchgate.net
[127]advancedcarbonscouncil.org[128]polito.it[129]researchgate.net
[130]researchgate.net[131]researchgate.net[132]mdpi.com
[133]researchgate.net[134]researchgate.net[135]rsc.org
[136]nih.gov[137]rsc.org[138]acs.org
[139]rsc.org[140]researchgate.net[141]mdpi.com
[142]rsc.org[143]nih.gov[144]researchgate.net
[145]mdpi.com[146]mdpi.com[147]patsnap.com
[148]mdpi.com[149]nih.gov

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