In recent years, the rapid development of new energy vehicles, driven by global policy initiatives, has placed lithium-ion batteries at the forefront of energy storage research. As a researcher in this field, I have witnessed firsthand the growing demand for high-performance lithium-ion batteries, with installation capacities increasing annually. However, the core component—the cathode material—faces intrinsic challenges such as harmful phase… Read more: Advances in Failure Mechanisms and Modifications of Cathode Materials for Lithium-Ion Batteries

In the context of global efforts toward carbon neutrality and sustainable energy, wind power has emerged as a pivotal renewable source due to its cost-effectiveness and scalability. However, the inherent intermittency and volatility of wind energy pose significant challenges to grid stability and economic viability when integrated at large scales. To mitigate these issues, the deployment of cell energy storage… Read more: Economic Risk Assessment of Wind Farms Integrated with Cell Energy Storage Systems

As a researcher deeply immersed in the field of photovoltaic technologies, I have witnessed the rapid evolution of thin film solar panels over the years. These devices, which convert sunlight directly into electricity, offer a promising path toward sustainable energy due to their potential for low-cost production and flexibility. Among the various materials explored, copper zinc tin sulfide (CZTS) and… Read more: Advancements in CZTS-Based Single Crystal Thin Film Solar Panels

As the global demand for renewable energy integration continues to surge, large-scale electrochemical energy storage systems have become indispensable. Among various emerging technologies, sodium-ion batteries have attracted significant attention due to their abundant raw materials, low cost, and environmental friendliness. However, the electrical architecture design and optimization of sodium-ion battery energy storage systems still face numerous challenges. In this study,… Read more: Optimized Electrical Architecture for Sodium-Ion Battery Energy Storage Systems

The pursuit of efficient, high-quality power conversion from photovoltaic (PV) sources to the utility grid places stringent demands on the inverter technology at the heart of these systems. Grid-connected solar inverters must not only achieve high conversion efficiency, typically above 94%, but also ensure exceptional output current quality, with Total Harmonic Distortion (THD) mandated to be less than 5% and… Read more: Advanced SVPWM Synthesis for Three-Level Solar Inverters

The global push towards carbon peaking and carbon neutrality has fundamentally reshaped the energy landscape. Renewable energy sources like wind and solar are poised to become the dominant contributors to our power grids. However, their inherent intermittency and instability necessitate robust energy storage solutions to ensure grid reliability and efficiency. Among the various storage technologies, lithium iron phosphate (LiFePO4) battery… Read more: Fire Protection Water Supply Design for LiFePO4 Battery Energy Storage Prefabricated Cabinets

In recent years, the growing demand for renewable energy has highlighted the importance of distributed power generation systems (DPGS). The on-grid inverter serves as a critical interface between renewable energy sources and the grid, injecting high-quality and stable current. To reduce grid current harmonics, L-type and LCL-type filters are widely used. Compared to the L-type filter, the LCL-type filter offers… Read more: A Delay Compensation Method Based on a Biquad Filter for LCL-Type On-Grid Inverter

This paper proposes an adaptive control strategy to improve the stable active power output capability of solar inverters under weak grid conditions. By dynamically adjusting the reactive power-voltage (Q-V) droop coefficient, the method addresses both static operational constraints and small-signal stability challenges. 1. Static Power Capability Enhancement Through Primary Q-V Droop Optimization The primary optimization ensures solar inverters operate within… Read more: Adaptive Q-V Droop Coefficient Online Tuning Method for Enhancing Stable Active Power Output of Solar Inverters in Weak Grids

With the rapid development of photovoltaic (PV) technology, lithium-ion batteries have become critical components in energy storage systems due to their high energy density and cycle stability. Accurate prediction of State of Charge (SOC) and State of Health (SOH) is essential for optimizing energy management and ensuring system reliability. This study proposes enhanced algorithms for SOC and SOH estimation, addressing… Read more: Research on Energy Prediction Models for Photovoltaic Energy Storage Systems

The rapid expansion of the global energy storage market, driven by the dual‑carbon targets and the electrification of new energy systems, has placed the transport safety of energy storage cells at the forefront of logistics and regulatory concerns. As an energy storage cell, particularly the lithium‑ion type, possesses high energy density and reactive chemistry, any mishandling during transportation can lead… Read more: Energy Storage Cell Transport Safety: A Comprehensive Analysis of International Regulations and Technical Requirements

In the production of LiFePO4 batteries, the formation process critically determines the quality of the solid electrolyte interface (SEI) film on the graphite anode, which subsequently influences electrochemical performance. This study investigates the effects of three formation charge states (62%, 72%, and 82% SOC) on SEI morphology, initial Coulombic efficiency, impedance characteristics, high-temperature storage, and cycling stability. The results demonstrate… Read more: Impact of Formation Charge State on the Performance of LiFePO4 Battery Systems

With the rapid expansion of renewable energy integration, a massive number of power electronic converters are employed to interconnect renewable sources with the power grid. However, as the proportion of renewable generation rises, the share of traditional synchronous generators declines, leading to reduced system inertia and degraded frequency stability. Grid-forming control technology offers an effective solution by enabling power converters… Read more: Operation Condition Emulation Method for Grid-Connected Testing of Grid-Forming Solar Inverters

As a researcher deeply engaged in the field of energy storage, I have witnessed the growing interest in sodium-ion batteries as a promising alternative to lithium-ion batteries. The abundance of sodium resources and lower cost make sodium-ion batteries a viable solution for large-scale energy storage applications. In particular, hard carbon anode materials have emerged as a focal point due to… Read more: Comprehensive Review of Hard Carbon Anode Evolution for Sodium-Ion Batteries

In the rapidly evolving landscape of renewable energy systems, the integration of photovoltaic (PV) power generation into the electrical grid has become a cornerstone of sustainable development. Among the various topologies for grid-connected PV systems, the single-phase cascaded H-bridge (CHB) inverter stands out as one of the most promising types of solar inverters due to its modular structure, independent maximum… Read more: Power Balance Control Strategy for Cascaded H-Bridge Grid-Connected PV Inverters With Batteries

The rapid and large-scale integration of photovoltaic (PV) generation into the power grid has fundamentally altered the dynamics of modern electrical power systems. A primary consequence of this shift is the marked reduction in overall system inertia and damping, as traditional rotating synchronous generators are displaced by power electronic interfaced solar inverters. This deficiency manifests as an increased susceptibility to… Read more: Grid-Forming Solar Inverters: Impedance Modeling and Stability Analysis

As we witness a transformative phase in energy storage technologies, the emergence of sodium-ion battery systems marks a pivotal advancement. From my perspective as an observer in the field, the recent deployment of large-scale sodium-ion battery energy storage stations signifies a breakthrough that could reshape the global landscape of renewable energy integration. The development of these systems addresses critical challenges… Read more: The New Era of Sodium-Ion Battery Energy Storage

As a researcher deeply engaged in the field of electrochemical energy storage, I am keenly aware of the transformative role that lithium-ion batteries play in modern technology. Their high energy density, long cycle life, and lack of memory effect have cemented their status as the premier choice for applications ranging from consumer electronics to electric vehicles, and from satellites to… Read more: Fast-Charging Lithium-Ion Batteries: Principles, Challenges, and Advancements

The widespread adoption of electrochemical energy storage systems, primarily built upon lithium-ion battery technology, is a cornerstone of modern energy strategies aimed at integrating renewable sources and enhancing grid stability. Among the various cathode chemistries, Lithium Iron Phosphate (LiFePO4) batteries are favored for large-scale stationary storage due to their perceived superior safety profile, long cycle life, and thermal stability. However,… Read more: Investigating the Gas Generation Characteristics During Thermal Runaway of LiFePO4 Batteries

As I delve into the transformation of global energy systems, the role of the energy storage battery has emerged as a cornerstone for achieving carbon neutrality and peak carbon targets. The rapid integration of renewable energy sources such as wind and solar power introduces significant operational challenges to the power grid, including frequency instability, voltage fluctuations, and peak shaving difficulties.… Read more: Energy Storage Battery Planning and Configuration in New Power Systems: A Market and Regulatory Perspective

The quest for sustainable and resilient energy systems has led to significant research and development in integrating renewable energy sources into the core infrastructure of modern society. Among the most promising approaches is the complementary combination of wind and solar photovoltaic (PV) power generation. This synergy effectively mitigates the inherent intermittency of each source—solar insolation is highest during the day… Read more: Analysis of Maximum Power Supply Capability and Integrated Building Design with Wind-Solar Complementary Systems

As a researcher and practitioner deeply involved in the modernization of power systems, I have witnessed firsthand the transformative role of energy storage technologies. The integration of battery energy storage systems (BESS) into electrical grids is not merely an option but a cornerstone for enabling a sustainable energy future. In this comprehensive article, I will delineate the typical operational schemes… Read more: Battery Energy Storage System Grid Integration: A Holistic Technical and Economic Analysis

As a researcher in the field of photovoltaics, I have witnessed the rapid evolution of solar energy technologies. Among these, thin film solar panels stand out as a promising solution for large-scale, cost-effective renewable energy generation. In this article, I will delve into the principles, advancements, and future prospects of thin film solar panels, with a focus on copper-zinc-tin-sulfur-selenium (CZTSSe)… Read more: Thin Film Solar Panels: A Pathway to Sustainable Energy

In this paper, I present a comprehensive study on a single-phase photovoltaic off-grid solar inverter that combines repetitive control with traditional proportional-integral (PI) control to enhance both steady-state waveform quality and dynamic response. The increasing demand for renewable energy, particularly solar energy, has driven the development of efficient and reliable solar inverter systems. Conventional PI controllers alone cannot achieve zero… Read more: Research on Solar Inverter Based on Repetitive and PI Control

Photovoltaic (PV) power generation has become a vital component of clean renewable energy, playing an increasingly important role in the global energy structure transition. The inverter, as the key device connecting the PV array to the grid, directly determines the power generation efficiency, power quality, and operational stability of a PV station. Grid-connected control technology for inverters faces multiple challenges:… Read more: PV Inverter Grid-Connected Control: Key Technologies and Practices

In modern direct current (DC) microgrids, renewable energy sources such as wind and solar power are extensively integrated into distributed generation systems. The battery energy storage system plays a pivotal role as the energy storage unit within these distributed frameworks. The bidirectional DC-DC converter acts as the critical interface between the generation system and the battery energy storage system, enabling… Read more: Control Strategy for Bidirectional DC-DC Converters in Battery Energy Storage Systems

In recent years, the integration of renewable energy sources, particularly photovoltaic (PV) systems, into the power grid has gained significant momentum. The grid tied inverter serves as a critical interface between the PV array and the utility grid, converting direct current (DC) from solar panels into alternating current (AC) suitable for grid injection. Ensuring the stability, efficiency, and power quality… Read more: Integrated Sliding Mode Control for Grid Tied Inverter Using Convolutional Neural Network

Perovskite solar cells have garnered significant attention in the scientific community due to their advantages in cost, light absorption properties, carrier transport characteristics, and exciton lifetime, positioning them at the forefront of next-generation thin-film solar cell research. Over the past decade, the certified power conversion efficiency (PCE) of perovskite solar cells has rapidly increased from 3.8% to 26.1%. However, these… Read more: Fabrication of High-Efficiency MAPbI3 Perovskite Solar Cells and Modules Using Volatile Solvents

In the context of global energy structure transformation, energy storage technology has become a critical enabler for mitigating the intermittency and volatility of renewable energy sources. Large-capacity energy storage cells are increasingly favored in modern energy storage systems and electric vehicles due to their high energy density, which reduces the cost per kilowatt-hour and simplifies system integration. However, the thermal… Read more: Thermal Behavior and Capacity Degradation of Large-Capacity Energy Storage Cells

In the realm of renewable energy, photovoltaic (PV) power generation has emerged as a cornerstone for sustainable electricity production. As solar energy systems scale up, the efficiency and reliability of power conversion components become paramount. Among these, high-power solar inverters play a critical role in converting DC power from PV arrays into grid-compatible AC power. A key component within these… Read more: Active Power Loss Measurement of Output Filtering Reactors in High-Power Solar Inverters: A Novel Testing Platform Based on Reciprocity Principle

With the large-scale integration of renewable energy sources into the power grid, issues such as reduced equivalent rotational inertia during frequency control and insufficient frequency regulation reserve capacity of traditional thermal power units have become prominent. Energy storage systems, particularly those based on battery technology, offer a promising solution due to their fast response and flexible regulation capabilities. Among these,… Read more: Multi-objective Cooperative Control Strategy of Energy Storage Cell for Primary Frequency Regulation

As global urbanization accelerates, rail transit has become a critical component of urban transportation, yet it faces increasing challenges related to energy consumption and lighting management. The power lighting systems in rail transit are essential for passenger safety and comfort, but traditional approaches often lead to significant energy waste and operational inefficiencies. In this article, I explore the integrated application… Read more: Integration of Solar Energy and Intelligent Lighting in Rail Transit Power Lighting Systems

In recent years, the proportion of electric vehicles in non-road applications has been steadily increasing. Among these, electric telescopic boom aerial work platforms, commonly used in construction and maintenance, offer advantages such as low noise, reduced energy consumption, and zero emissions. Moreover, operations like extension and lifting can be controlled via electrical signals, significantly enhancing operator efficiency and precision. However,… Read more: State of Charge Estimation for Electric Telescopic Boom Aerial Work Platform Based on Bi-LSTM Neural Network

Battery energy storage systems are essential for integrating renewable energy sources into modern power grids. However, traditional battery energy storage systems suffer from the “shortboard effect” due to fixed series-parallel connections, which leads to safety risks and reduced capacity utilization. Dynamic reconfigurable battery networks (DRBN) offer a promising solution by using power electronic switches to flexibly change the topology of… Read more: An Cooperative Operation Strategy of DRBN and PCS

In modern energy storage systems, lithium-ion batteries play a pivotal role due to their high energy density, long cycle life, and low self-discharge rate. However, thermal management remains a critical challenge, especially under high-rate discharge conditions where excessive heat generation can lead to thermal runaway, significantly impacting the performance and safety of lithium-ion batteries. To address this, I have focused… Read more: Design and Optimization of Biomimetic Leaf-Vein Liquid Cooling Plate for Lithium-Ion Batteries

In recent years, the integration of renewable energy sources into power grids has accelerated, driven by global efforts to reduce carbon emissions and enhance energy sustainability. As a researcher in this field, I have observed that grid connected inverters play a pivotal role in converting DC power from sources like solar panels into AC power suitable for grid injection. However,… Read more: Coordinated Control of Grid Connected Inverters with LC Filter Assistance

In recent years, the development of thin film solar panels has gained significant momentum due to their potential for low-cost, high-efficiency photovoltaics. As a researcher in this field, I have been closely following the progress in materials science, particularly focusing on absorber layers and buffer layers that can enhance performance while reducing environmental impact. One of the most promising absorber… Read more: Advances in Cd-Free Buffer Layers for Thin Film Solar Panels

In recent years, the rapid expansion of new energy vehicles has led to an ever-increasing demand for power batteries. Currently, lithium-ion batteries dominate the energy storage market, but the growing scarcity of lithium resources has prompted an urgent need to develop alternative battery systems. Sodium-ion batteries have emerged as a promising candidate due to the abundant reserves of sodium and… Read more: Macro-Preparation and Performance Evaluation of Cobalt Oxide Anodes for Sodium-Ion Batteries

In my research, I focus on enhancing the performance of power electronic converters, particularly those used in renewable energy systems. Among the various configurations, LCL-type voltage source inverters are widely adopted for grid-connected solar applications due to their excellent harmonic attenuation and voltage utilization. However, the control of these inverters faces challenges such as parameter sensitivity in traditional model predictive… Read more: Adaptive Linear Extended State Observer Based Model-Free Predictive Power Control for Types of Solar Inverters

We present a novel dual closed-loop control strategy for single-phase solar inverter systems, combining an improved linear active disturbance rejection controller (LADRC) in the outer voltage loop with a conventional proportional-integral (PI) controller in the inner current loop. Traditional PI-based dual-loop controllers neglect the inherent nonlinearities of the inverter, leading to degraded dynamic and static performance. Our approach enhances the… Read more: Improved LADRC-PI Dual Closed-Loop Control Strategy for Single-Phase Solar Inverter

In recent years, the advancement of electrochemical energy storage technologies has garnered widespread attention. Among these, lithium-ion batteries stand out due to their high energy density, long cycle life, and environmental friendliness, making them a competitive choice for portable electronics, electric vehicles, and large-scale energy storage systems. The lifepo4 battery, a specific type of lithium-ion battery, is particularly valued for… Read more: MoS2@c-MOF Sensor for Detecting Thermal Runaway Gas C2H4 in Lifepo4 Batteries

The ever-increasing global energy demand and pressing environmental concerns have made the development of efficient, low-cost, and sustainable electrochemical energy storage systems a paramount focus of scientific and industrial research. While lithium-ion batteries (LIBs) currently dominate the market for portable electronics and electric vehicles, concerns over lithium resource scarcity, geopolitical constraints, and rising costs have intensified the search for complementary… Read more: Sodium Iron Sulfate Cathodes for Sodium-Ion Batteries: Challenges and Strategies

As I walked through the bustling halls of the Tokyo International Exhibition Center in early 2015, the energy was palpable. The event, a major international exhibition for photovoltaic technology, marked a pivotal moment in the evolution of solar energy solutions. My focus was drawn overwhelmingly to the residential sector, where a new era of integrated solar systems was unfolding before… Read more: The Dawn of Integrated Residential Solar Systems

In the pursuit of sustainable and cost-effective renewable energy sources, thin film solar panel technology has emerged as a leading contender. Unlike their crystalline silicon counterparts, thin film solar panels offer advantages such as lower material consumption, flexibility, and the potential for large-area, low-temperature manufacturing. Among the various thin film photovoltaic (PV) technologies, copper-based compound absorbers, including Cu(In,Ga)Se2 (CIGS) and… Read more: Comprehensive Investigation of ZnO Thin Films as Window Layers for High-Efficiency Thin Film Solar Panels

As a key component in photovoltaic (PV) power generation systems, the solar inverter plays a critical role in converting DC power from solar panels into grid-compliant AC power, thereby enabling efficient and reliable renewable energy integration. In my experience working with large-scale PV stations, ensuring the stable operation of solar inverters is paramount for maximizing energy yield and minimizing downtime.… Read more: Diagnosis of Solar Inverter Internal Faults Using Current Waveform Analysis

In recent years, the widespread adoption of lithium-ion batteries in various applications, including civil aviation, has raised significant safety concerns due to the risk of thermal runaway. Thermal runaway in lithium-ion batteries can lead to catastrophic events such as fires or explosions, posing severe threats to personnel, property, and operational safety. The early detection of thermal runaway is critical for… Read more: Bionic Gas Chamber Design for Enhanced Lithium-Ion Battery Thermal Runaway Detection

As the global energy transition accelerates, new energy sources such as solar and wind power are increasingly integrated into the power grid through inverter interfaces. Among these, various types of solar inverter, including string inverters, central inverters, and microinverters, have been widely deployed in distributed and utility-scale photovoltaic systems. However, the parallel operation of multiple inverters in weak grid conditions… Read more: Wideband Aggregation Modeling of Parallel Operation in New Energy Grid-Connected Inverters

In recent years, the rapid development of distributed energy systems, such as photovoltaic and wind power generation, has highlighted the need to optimize and enhance the performance and reliability of power electronic devices in renewable energy applications. As a critical interface between renewable energy generation systems and the grid, solar inverters play a pivotal role in grid-connected power systems. Key… Read more: Research on Segmented Modulation for Three-Level Solar Inverters

The rapid expansion of portable electronics and renewable energy technologies has placed high demands on efficient and safe energy storage solutions. Among the various storage technologies, lithium‑ion, sodium‑ion, and solid‑state batteries have become dominant, finding applications in mobile devices, electric vehicles, and grid‑scale backup. At the heart of every modern battery system lies the Battery Management System (BMS), which is… Read more: Daisy Chain Communication Architecture for BMS in Small‑Scale Battery Energy Storage Systems

In the realm of modern power systems and electric vehicles, the role of lithium-ion energy storage batteries has become indispensable due to their high energy density, efficiency, and extended cycle life. As an individual deeply involved in energy storage research, I have observed that the performance of large-scale battery packs is critically influenced by the grouping methods employed. The inherent… Read more: Optimization of Grouping Methods for Lithium-Ion Energy Storage Batteries

In the context of the “dual-carbon” goals, renewable energy sources have experienced rapid development. However, the inherent randomness and intermittency of sources like photovoltaic and wind power generation weaken the ability of grid-connected points to actively support grid voltage amplitude and frequency, posing significant challenges to the security and stable operation of new power systems. The utility interactive inverter, serving… Read more: Self-Synchronizing Voltage Source Control Method for Utility Interactive Inverters

In the pursuit of understanding and mitigating thermal runaway hazards in large-scale energy storage systems, we have developed a comprehensive modeling and fault localization methodology centered on lithium iron phosphate energy storage batteries. Our work integrates experimental investigation, multiphysics simulation, and intelligent optimization to address the critical challenge of cascading thermal failure propagation. This paper presents our findings on the… Read more: A Path-Constrained Framework for Cascading Thermal Runaway Modeling and Fault Inversion in Energy Storage Batteries

As we delve into the global landscape of perovskite solar cell development, it becomes evident that this technology represents a pivotal advancement in the transition toward sustainable energy solutions. The remarkable progress in perovskite solar cell efficiency and stability has captured the attention of governments, research institutions, and industries worldwide. In this analysis, we explore the funding patterns, key projects,… Read more: Global Perovskite Solar Cell Funding Projects: An In-Depth Analysis

In this study, we numerically investigated the heat transfer characteristics of parallel air‑cooled and liquid‑cooled battery modules designed for a 50 A·h lithium‑ion energy storage cell array. The objective is to quantitatively compare the cooling effectiveness, flow resistance, overall thermo‑hydraulic performance, and ambient temperature sensitivity between the two thermal management strategies. The insights derived here can guide the selection and optimization… Read more: Thermal Performance Comparison of Air-Cooled and Liquid-Cooled Energy Storage Cell Modules

The evolution of photovoltaic (PV) technology from a purely utilitarian energy infrastructure to a multifunctional design element represents a significant paradigm shift in sustainable architecture and landscape architecture. This transition necessitates a design philosophy that moves beyond mere appendage, instead seeking a deep, intrinsic synthesis where the very nature of photovoltaic materials and systems informs and dictates the spatial, formal,… Read more: Integrative Landscape Design for Building-Integrated Photovoltaics: A Systems Approach from Photovoltaic Characteristics

In recent years, the global energy sector has been grappling with the dual challenges of fossil fuel dependency and environmental degradation. As a researcher in power electronics, I have focused on advancing distributed generation systems, where photovoltaic and wind power integration is pivotal. However, the increased penetration of these resources introduces power quality concerns, necessitating robust power electronic interfaces. Three-level… Read more: A Novel VLMZVM-Based Circulation Current Suppression Method for ANPC Three-Level On-Grid Inverters

In the pursuit of greener maritime transportation, all-electric ships have emerged as a pivotal technology, often conceptualized as “floating microgrids.” At the heart of these systems lies the cell energy storage system, predominantly composed of lithium-ion batteries, which ensures power quality and operational reliability by mitigating load fluctuations. However, the inherent heat generation during charge-discharge cycles poses significant thermal management… Read more: Simulation Analysis of Heat Dissipation Characteristics for Shipboard Cell Energy Storage System Based on Icepak

In recent years, the global photovoltaic industry has experienced rapid growth, with applications evolving from simple street lighting and ground-based power stations to building-integrated photovoltaic systems. Among various technologies, copper indium gallium selenide (CIGS) thin film solar panels stand out due to their excellent comprehensive power generation efficiency and ease of integration with buildings. They represent an optimal choice for… Read more: Performance Study of Back Electrodes for CIGS Thin Film Solar Panels

In the field of modern electric drives, the selection of inverter topology significantly influences system performance, reliability, and cost. Among the various types of solar inverters, such as string inverters, microinverters, and power optimizers, current source inverters (CSIs) have emerged as a promising candidate for high-temperature and high-reliability applications due to their inherent short-circuit tolerance and sinusoidal output waveforms. My… Read more: Deadbeat Predictive Current Control for CSI-PMSM

In the realm of renewable energy integration, the performance of grid-connected solar inverters is paramount. As a researcher deeply involved in power electronics and photovoltaic systems, I have extensively explored control methodologies to enhance the efficiency and reliability of single-phase solar inverters. Traditional approaches often rely on double closed-loop control with PI regulators, but these can exhibit limitations such as… Read more: Advanced Control Strategies for Grid-Connected Solar Inverters: A Focus on Quasi-Proportional Resonant Techniques

In recent years, the integration of distributed energy resources has significantly increased the need for flexible and intelligent energy management. Among these resources, battery energy storage systems play a crucial role in mitigating the intermittency of renewable sources such as photovoltaics. However, the optimal scheduling of battery energy storage systems in a multi-building microgrid remains challenging due to uncertainties in… Read more: Predictive-Guided Deep Reinforcement Learning for Optimal Scheduling of Battery Energy Storage Systems