Article
Green & Sustainable Science & Technology
V. V. Tyagi, K. Chopra, B. Kalidasan, Aditya Chauhan, U. Stritih, Sanjeev Anand, A. K. Pandey, Ahmet Sari, Richa Kothari
Summary: This paper discusses the significant role of thermal energy storage in building energy performance, combining thermal properties of PCM materials and their applications in energy efficient buildings. The article summarizes the advancements, applications, and future solutions in thermal energy storage technologies, with a focus on PCM composites, control strategies, and PCM-based PV/T systems.
SUSTAINABLE ENERGY TECHNOLOGIES AND ASSESSMENTS
(2021)
Article
Polymer Science
Ehssan Ahmed Hassan, Maha A. Tony
Summary: Highlighting waste as a wealth is the future sustainability of the world. Using stored solar energy can overcome the energy crisis. The study suggests that the combination of wood chip waste and paraffin-based PCM can improve the performance of thermal systems.
Article
Green & Sustainable Science & Technology
Faisal Hassan, Furqan Jamil, Abid Hussain, Hafiz Muhammad Ali, Muhammad Mansoor Janjua, Shahab Khushnood, Muhammad Farhan, Khurram Altaf, Zafar Said, Changhe Li
Summary: This review discusses the applications of phase change materials (PCMs) in energy conservation and thermal control. Various methods, such as adding highly thermal conductivity nanoparticles and encapsulation, have been used to improve the low thermal conductivity of PCMs. PCMs have a wide range of applications, including in photovoltaic, thermal management, and food packaging. Based on analysis of recent literature, phase transition temperature, phase transition enthalpy, and thermal conductivity are identified as important parameters for selecting suitable PCMs.
SUSTAINABLE ENERGY TECHNOLOGIES AND ASSESSMENTS
(2022)
Article
Chemistry, Multidisciplinary
Hossam A. Nabwey, Maha A. Tony
Summary: Thermal energy storage is a technology that can efficiently store energy and is attractive for thermal applications. However, common organic phase change materials have low thermal conductivity, resulting in slow thermal response that is not suitable for many applications. Therefore, there is a search for methods to improve their thermal properties. This study introduces a novel phase change material system based on waste material, and enhances its performance by adding nanoparticles. The experimental results show improved behavior in the charging and discharging processes.
Article
Thermodynamics
Boniface Dominick Mselle, Gabriel Zsembinszki, David Verez, Emiliano Borri, Luisa F. Cabeza
Summary: This study provides a detailed energy analysis of a novel compact thermal energy storage module that can be integrated into a refrigeration system, demonstrating its feasibility to work as both a thermal energy storage and a heat exchanger. The results show that the PCM stored around 54% of the total energy, despite accounting for only 14% of the total mass, and the module exhibited the highest charging/discharging power within the temperature range of most phase change.
APPLIED THERMAL ENGINEERING
(2022)
Article
Energy & Fuels
Abdelrahman M. Elshaer, A. M. A. Soliman, M. Kassab, Shinsuke Mori, A. A. Hawwash
Summary: This study investigates thermal management hardware under intermittent heating loads by incorporating PCM/copper foam combination to enhance thermal conductivity, and examines the influence of different copper foam pore sizes on temperature. The results show that the copper foam sample with 30 PPI can reduce the maximum temperature by about 8.9%, while the samples with 20 PPI and 10 PPI can reduce the temperature by 5.1% and 2.8% respectively.
JOURNAL OF ENERGY STORAGE
(2023)
Article
Thermodynamics
Arni M. Pornea, Hern Kim
Summary: A novel hierarchical SiO2/TiO2/polydopamine composite shell was synthesized to improve the solar-thermal conversion efficiency of encapsulated phase change materials, achieving efficient solar energy storage through light-driven localized heating. This composite shell enhances structural stability, durability, and promotes localized surface photo thermal effect in various PCM solar-thermal conversion applications.
ENERGY CONVERSION AND MANAGEMENT
(2021)
Review
Engineering, Environmental
Heng Gu, Yuanyuan Chen, Xiaoyan Yao, Li Huang, Deqiu Zou
Summary: This paper provides an overview of the classification, thermophysical properties, and modification of phase change materials (PCM) for heat pump systems. It summarizes in detail the thermal energy storage (TES) for thermal energy supply and defrosting on both sides of the condenser and evaporator. Furthermore, the frontier technologies of coupling heat pump with PCM driven by renewable energy are introduced, and the existing problems, solutions, and future research directions are raised.
CHEMICAL ENGINEERING JOURNAL
(2023)
Review
Green & Sustainable Science & Technology
Kun Du, John Calautit, Philip Eames, Yupeng Wu
Summary: Mobilized-Thermal Energy Storage (M-TES) systems are an attractive alternative solution for supplying heat to distributed heat users by recovering and transporting low-temperature industrial waste heat. The use of M-TES can significantly reduce CO2 emissions and energy consumption costs. The review of Phase Change Materials (PCM) applied in M-TES systems, along with a summary of the concept, research achievements, and future research recommendations.
Article
Materials Science, Multidisciplinary
Paola Bassani, Matteo Molteni, Elisabetta Gariboldi
Summary: The aim of this study was to explore the possibility of producing Sn-bearing composite phase change materials (C-PCMs) for Latent Heat Thermal Energy Storage (LH-TES) systems. Pure Al and A356 Al alloy with 40% mass Sn were produced by granulating process. The addition of Sn delayed solidification and increased microstructural refinement. A356-Sn alloy exhibited suitable microstructure for limiting the exudation of the Sn-rich phase.
MATERIALS & DESIGN
(2023)
Review
Energy & Fuels
Vikash Kumar Chauhana, Shailendra Kumar Shukla, Pushpendra Kumar Singh Rathore
Summary: Solar desalination is becoming the most prominent solution for water scarcity, with continuous improvements in distilled water production. Heat storage techniques are used to match supply and demand, and the use of biodegradable and nonbiodegradable materials has improved heat storage capabilities. This review provides a detailed analysis of these concepts and includes economic considerations.
JOURNAL OF ENERGY STORAGE
(2022)
Article
Energy & Fuels
Cemil Alkan, Nazan Goksen Tosun, Ozlem Kaplan
Summary: Dicarboxylic acid esters have gained attention as thermal energy storage materials due to their easy production, wide temperature range, and overcome the limitations of fatty alcohols. In this study, dicarboxylic acid esters of 1-hexadecanol were synthesized from adipic, succinic, and oxalic acid for the first time and characterized using spectroscopic techniques. The thermophysical properties and surface morphology of the esters were examined, revealing specific melting and crystallization behaviors. The applicability of the dicarboxylic acid esters was evaluated through integral graphs, time-dependent heating and cooling curves, and thermal stability analysis after repetitive thermal cycles.
Article
Energy & Fuels
Jingmeng Sun, Junqi Zhao, Weiye Zhang, Jianuo Xu, Beibei Wang, Xuanye Wang, Jun Zhou, Hongwu Guo, Yi Liu
Summary: Phase change materials (PCMs) can reduce energy waste in construction by stabilizing daily temperature changes. A new type of shell-core PCM (E-shell PCM) with high latent heat potential and good structural stability was prepared through cation exchange and layer upon layer self-assembly. The thermal energy storage (TES) wood-plastic composites (WPC) manufactured using this E-shell PCM showed excellent morphological stability, high phase transition heat, thermal stability, heat storage performance, and mechanical strength. The introduction of expanded perlite (EP) improved heat and smoke suppression in the composites, making it a potential building material for temperature control.
Article
Construction & Building Technology
Hafiz Muhammad Ali
Summary: This manuscript discusses a proposed method for storing solar energy and highlights the importance of PCMs, nanofluids, and molten salts as storage materials. It also provides an overview of other current solar energy storage materials. The research focuses on measuring absorption efficiency, examining the effects of different particles, and evaluating the thermophysical and storage properties of the discussed materials. The studies presented in the manuscript show significant enhancements in efficiency and other positive outcomes. However, the commercialization of these materials is hindered by various challenges such as high costs, corrosion and erosion, pressure drop, friction factor appreciation, and instability.
JOURNAL OF BUILDING ENGINEERING
(2022)
Review
Energy & Fuels
Alireza Khademi, Kyle Shank, Seyed Ali Abtahi Mehrjardi, Saeed Tiari, Giancarlo Sorrentino, Zafar Said, Ali J. Chamkha, Svetlana Ushak
Summary: Thermal energy storage by phase change materials has many applications, but their low thermal conductivity requires the combination of multiple heat transfer enhancement techniques. Studies have shown that utilizing hybrid enhancement methods can improve the performance of the storage system, making it a promising approach for future studies.
JOURNAL OF ENERGY STORAGE
(2022)
Article
Thermodynamics
Xinyi Feng, Tao Ma
Summary: This paper investigates the impact of partial shading on the power output of photovoltaic modules and proposes suggestions for optimizing the layout and utilization of shaded land, providing guidance for practical photovoltaic projects.
INTERNATIONAL JOURNAL OF GREEN ENERGY
(2023)
Article
Chemistry, Multidisciplinary
Zhenpeng Li, Tao Ma, Senji Li, Wenbo Gu, Lin Lu, Hongxing Yang, Yanjun Dai, Ruzhu Wang
Summary: This study presents a colorization strategy for solar PVs using photonic glass. By depositing a photonic glass layer on silicon solar cells, it enables the cells to have structural colors. These colored solar cells have low power conversion efficiency loss and can be encapsulated to produce PV modules with various colors and patterns.
Article
Green & Sustainable Science & Technology
Muhammad Shahzad Javed, Jakub Jurasz, Madeleine McPherson, Yanjun Dai, Tao Ma
Summary: This paper optimizes different configurations of renewable energy sources (RES) and flexibility options to study the optimal energy management, cost, curtailment, and reliability level of microgrids. The results show that high utilization of RES is achieved, but the important hours of RES generation differ depending on the type of RES. Load loss scenarios reduce system cost and curtailment. Increasing flexibility reduces off-grid RES cost and the type of RES input source affects system self-sufficiency and energy usage ratio.
RENEWABLE & SUSTAINABLE ENERGY REVIEWS
(2022)
Article
Green & Sustainable Science & Technology
Tao Ma, Yijie Zhang, Wenbo Gu, Gang Xiao, Hongxing Yang, Shuxiao Wang
Summary: This study develops a mathematical model for photovoltaic battery system and proposes five operation strategies considering battery charging and simple weather predictions. The results show that purchasing more grid electricity during valley hours can increase the self-consumption rate and self-sufficiency rate. Additionally, pre-charging the battery by the grid during valley hours effectively improves the system's economic performance.
Article
Computer Science, Information Systems
Shuai Xue, Shang Zhao, Quan Chen, Zhuo Song, Shanpei Chen, Tao Ma, Yong Yang, Wenli Zheng, Minyi Guo
Summary: This study proposes Kronos, a runtime system to address contention issues on shared cache and memory bandwidth. Kronos consists of an online bus contention tolerance meter and a bus contention-aware job scheduler to minimize latency, reduce the number of SLA violations, and improve overall performance.
FRONTIERS OF COMPUTER SCIENCE
(2023)
Article
Energy & Fuels
Arash Kazemian, Meysam Khatibi, Tao Ma, Jinqing Peng, Yang Hongxing
Summary: A new unit named photovoltaic thermal with solar thermal collector enhancer has been developed, which improves the photothermal energy conversion ratio and system performance compared to conventional photovoltaic thermal systems. Different glazing arrangements, tilt angle, azimuth angle, mass flow rate, and dust accumulation are investigated for their effects on the system. Results show that the proposed system has significantly higher power and shorter payback time.
Article
Green & Sustainable Science & Technology
Fuyou Zhao, Zhenpeng Li, Dengjia Wang, Tao Ma
Summary: This study proposes an innovative energy management method that integrates demand-side management (DSM) into peer-to-peer (P2P) energy sharing to ensure fair and low-cost participation for households. By considering evaluation indexes such as grid stability and revenue distribution fairness, a multi-objective optimization approach is used to obtain the optimal scheduling scheme for flexible loads in P2P sharing. Simulation results show that the proposed method can reduce overall cost, power fluctuation factor, and inequality index by 16.8%, 76%, and 62.6%, respectively, compared to only P2P energy sharing.
JOURNAL OF CLEANER PRODUCTION
(2023)
Article
Materials Science, Multidisciplinary
Zhenpeng Li, Sinan Li, Tao Ma
Summary: This study investigates the feasibility of using photonic glass as a colored cover for solar energy harvesting. Based on optical simulations, the color and solar transmissivity of photonic glasses with varying parameters are evaluated. Results show that specific microspheres and refractive index can achieve high brightness colors while maintaining high solar transmissivity.
ADVANCED OPTICAL MATERIALS
(2023)
Article
Chemistry, Physical
Zhenpeng Li, Tao Ma, Fan Ji, He Shan, Yanjun Dai, Ruzhu Wang
Summary: We propose a composite backplate for cooling PV panels, which consists of hygroscopic hydrogels with an adsorption-evaporative cooling effect and protective membranes. The composite backplate demonstrates nondegrading cooling performance during multiday field tests, with an average temperature reduction ranging from 1.5 to 6.4 degrees C compared to a normal PV panel. This results in an increase in energy yield by 0.57% to 2.43%.
ACS ENERGY LETTERS
(2023)
Article
Energy & Fuels
Muhammad Shahzad Javed, Jakub Jurasz, Pawel Bronislaw Dabek, Tao Ma, Piotr Jadwiszczak, Elzbieta Niemierka
Summary: In order to achieve carbon neutrality in the industrial sector, the use of variable low-carbon and low-cost electricity sources, along with various storage technologies, may be the only viable option. This study investigates different scenarios for manufacturing facilities under different emission reduction targets to determine the most cost-effective decarbonization pathway. The findings emphasize the importance of specific technologies at different decarbonization levels and highlight the critical role of hydrogen facilities in deep decarbonization.
Article
Engineering, Manufacturing
Haotian Yu, Jingwu Zhang, Ming Fang, Tao Ma, Bin Wang, Zhihan Zhang, Zeping Hu, Haotong Li, Xinru Cao, Can Ding, Hailiang Deng, Kang Yang
Summary: This study successfully constructed bio-inspired organic-inorganic composites using waste A. pernyi silk fabric and glass fabric. The composites were made through a simple hot-pressing process. The sample with A. pernyi silk inside and glass fabric outside showed the highest impact strength and demonstrated a dynamic load-dependent toughening mechanism. The composite with optimal impact performance had a low density and could be used to make lightweight and high-impact resistant automobile bumpers.
COMPOSITES PART A-APPLIED SCIENCE AND MANUFACTURING
(2023)
Review
Construction & Building Technology
Wenbo Gu, Gaochao Li, Arepati Xiermaimaiti, Tao Ma
Summary: This article provides an overview of the latest techniques in passive solar heating, focusing on Trombe walls. It introduces various structural improvements and technological innovations, summarizes assessment indicators, and proposes future perspectives and challenges.
ENERGY AND BUILDINGS
(2023)
Article
Green & Sustainable Science & Technology
Muhammad Shahzad Javed, Jakub Jurasz, Mohammad Guezgouz, Fausto A. Canales, Tyler H. Ruggles, Tao Ma
Summary: It is a challenge to fully power large-scale grids with intermittent renewable energy due to technical and economic difficulties. However, with the decrease in the cost of renewable off-grid systems, there has been an increase in real-world implementations and studies on optimal capacity sizing. This study shows that considering extended simulation periods improves the reliability and robustness of renewable energy systems, and underestimating energy storage capacities in off-grid systems can affect their long-term sustainability.
RENEWABLE & SUSTAINABLE ENERGY REVIEWS
(2023)
Article
Green & Sustainable Science & Technology
Arash Kazemian, Meysam Khatibi, Soroush Entezari, Tao Ma, Hongxing Yang
Summary: This study proposes a photovoltaic thermal system with a solar thermal collector enhancer and phase change materials for electricity and thermal power generation. Results show that selecting appropriate phase change materials under different weather conditions can improve system performance and thermal energy storage.
RENEWABLE & SUSTAINABLE ENERGY REVIEWS
(2023)
Article
Construction & Building Technology
Yijie Zhang, Tao Ma, Hongxing Yang, Sunliang Cao, Yuhong Wang
Summary: Under the carbon neutrality targets, the important role of easy-installation low-investment photovoltaic (PV) technology is emphasized. However, the limited urban rooftop area and high building facade cost hinder the onsite installation of PV systems. To address this, pavement-integrated photovoltaic/thermal (PIPV(T)) technology, which harvests solar energy from the road, shows promise. This study proposes and verifies 2D finite element PIPV(T) models, and conducts parametric analyses on system designs, weather conditions, and ground boundary conditions. The results demonstrate the significance of factors such as water tank volume and fluid velocity in improving thermal efficiency.
SUSTAINABLE CITIES AND SOCIETY
(2023)
Article
Energy & Fuels
M. Ahmadifar, K. Benfriha, M. Shirinbayan, A. Aoussat, J. Fitoussi
Summary: This study investigates the impact of innovative polymer-metal interface treatment on the reliability and robustness of hydrogen storage technology. A scaled-down demonstrator was fabricated using rotomolding to examine the mechanical characteristics, damage, and fatigue behaviors of the metal-polymer interface. The findings reveal that sandblasting treatment enhances the resilience of the interface.
JOURNAL OF ENERGY STORAGE
(2024)
Article
Energy & Fuels
A. A. Kandil, Mohamed M. Awad, Gamal I. Sultan, Mohamed S. Salem
Summary: This paper proposes a novel hybrid system that splits solar radiation into visible and thermal components using a beam splitter and integrates a phase change material (PCM) packed bed with a PV cell. Experimental and theoretical analyses show that the hybrid configuration significantly increases the net power output of the system compared to using a PV system alone.
JOURNAL OF ENERGY STORAGE
(2024)
Article
Energy & Fuels
Jinchao Li, Ya Xiao, Shiqiang Lu
Summary: The combination of energy storage and microgrids is crucial in addressing the uncertainty of distributed wind and solar resources. This article proposes a multi microgrid interaction system with electric-hydrogen hybrid energy storage, which optimizes the system's capacity configuration to improve its economy and reliability.
JOURNAL OF ENERGY STORAGE
(2024)
Review
Energy & Fuels
Shri Hari S. Pai, Sarvesh Kumar Pandey, E. James Jebaseelan Samuel, Jin Uk Jang, Arpan Kumar Nayak, HyukSu Han
Summary: This review discusses the structure-property relationship of nickel oxide nanostructures as excellent supercapacitive materials and provides an overview of various preparation methods and strategies to enhance specific capacitance. It comprehensively analyzes the current status, challenges, and future prospects of nickel oxide electrode materials for energy storage devices.
JOURNAL OF ENERGY STORAGE
(2024)
Article
Energy & Fuels
Xiaowei Wu, Xin Dong, Ziqin Liu, Xinyi Wang, Pu Hu, Chaoqun Shang
Summary: The growth of Li dendrites in lithium metal batteries is effectively controlled by constructing a three-dimensional framework on the surface of Li using Ni(OH)2 nanosheets modified Prussian blue tubes. This method provides a homogenous Li+ flux and sufficient space to accommodate the volume change of Li, resulting in suppressed dendrite growth and improved cycling performance.
JOURNAL OF ENERGY STORAGE
(2024)
Article
Energy & Fuels
Yan-Jie Liao, Yi-Yen Hsieh, Yi-Chun Yang, Hsing-Yu Tuan
Summary: We present two-dimensional AgInP2Se6 (AIPSe) bimetallic phosphorus trichalcogenides nanosheets as anodes for advanced alkali metal ion batteries (AMIBs). The introduction of bimetallic components enhances the electronic/ionic conductivity and optimizes the redox dynamics, resulting in superior electrochemical performance. The AIPSe@G anodes achieve high specific capacity, excellent cycle stability, and rate capability in both lithium-ion (LIBs) and potassium-ion batteries (PIBs). The comprehensive full cell tests further demonstrate the stability of AIPSe@G anodes under diverse current regimes.
JOURNAL OF ENERGY STORAGE
(2024)
Article
Energy & Fuels
Chenghu Wu, Weiwei Li, Tong Qian, Xuehua Xie, Jian Wang, Wenhu Tang, Xianfu Gong
Summary: In the context of increasing global environmental pollution and constant increase of carbon emission, hydrogen production from surplus renewable energy and hydrogen transportation using existing natural gas pipelines are effective means to mitigate renewable energy fluctuation, build a decarbonized gas network, and achieve the goal of carbon peak and carbon neutral in China. This paper proposes a quasi-steady-state modeling method of a hydrogen blended integrated electricity-gas system (HBIEGS) considering gas linepack and a sequential second-order cone programming (S-SOCP) method to solve the developed model. The results show that the proposed method improves computational efficiency by 91% compared with a general nonlinear solver.
JOURNAL OF ENERGY STORAGE
(2024)
Article
Energy & Fuels
Jingcen Zhang, Zhi Guo, Yazheng Zhu, Haifeng Zhang, Mengjie Yan, Dong Liu, Junjie Hao
Summary: In this study, a new type of sensible heat storage material was prepared using low-cost steel slag as the main component, providing an effective way of recycling steel slag. By analyzing the effects of different pretreatment steel slag content and sintering temperatures on the organization and properties of heat storage materials, the study found that the steel slag heat storage material exhibited excellent performance and stability under certain conditions.
JOURNAL OF ENERGY STORAGE
(2024)
Article
Energy & Fuels
D. Carrillo-Pena, G. Pelaz, R. Mateos, A. Escapa
Summary: Methanogenic biocathodes have the potential to convert CO2 and electricity into methane, making them suitable for long-term electrical energy storage. They can also function as biological supercapacitors for short-term energy storage, although this aspect has received less attention. In this study, carbon-felt-based MB modified with graphene oxide were investigated for their electrical charge storage capabilities. Results showed that the potential of the electrode during discharging plays a significant role in determining the charge storage capacity.
JOURNAL OF ENERGY STORAGE
(2024)
Article
Energy & Fuels
Marco Gambini, Federica Guarnaccia, Michele Manno, Michela Vellini
Summary: This paper presents an analytical assessment of the energy-power relationship for different material-based hydrogen storage systems. It explores the impact of power demand on the amount of discharged hydrogen and the utilization factor. The results show that metal hydrides have higher specific power compared to liquid organic hydrogen carriers. The study provides insights into the discharge duration and energy utilization of hydrogen storage systems.
JOURNAL OF ENERGY STORAGE
(2024)
Article
Energy & Fuels
Shujahadeen B. Aziz, Rebar T. Abdulwahid, Pshko A. Mohammed, Srood O. Rashid, Ari A. Abdalrahman, Wrya O. Karim, Bandar A. Al-Asbahi, Abdullah A. A. Ahmed, M. F. Z. Kadir
Summary: This study investigates a novel biodegradable green polymer electrolyte for energy storage. Results show that the sample with added glycerol has the highest conductivity. The primary conduction species in the electrolyte are ions. Testing confirms that the sample can withstand a voltage suitable for practical applications.
JOURNAL OF ENERGY STORAGE
(2024)
Article
Energy & Fuels
Binit Kumar, Abhishek Awasthi, C. Suresh, Yongseok Jeon
Summary: This study presents a new numerical model for effective thermal conductivity that overcomes the limitations of previous models. The model can be applied to various shapes and phase change materials, using the same constants. By incorporating the natural convection effect, the model accurately calculates the thermal conductivity. The results of the study demonstrate the effectiveness of the model for different shapes and a wide range of alkanes.
JOURNAL OF ENERGY STORAGE
(2024)
Article
Energy & Fuels
Supak Pattaweepaiboon, Wisit Hirunpinyopas, Pawin Iamprasertkun, Katechanok Pimphor, Supacharee Roddecha, Dirayanti Dirayanti, Adisak Boonchun, Weekit Sirisaksoontorn
Summary: In this study, electrode powder from spent zinc-carbon/alkaline batteries was upcycled into LiMn2O4 cathode and carbon anode for rechargeable lithium-ion batteries. The results show that the upcycled LiMn2O4 exhibits improved electrochemical performance, with higher discharge capacity compared to pristine LiMn2O4. Additionally, the recovered carbon materials show superior cycling performance. This research provides great potential for upcycling waste battery electrodes to high-value cathode and anode materials for lithium-ion battery applications.
JOURNAL OF ENERGY STORAGE
(2024)
Article
Energy & Fuels
Pan Yang, H. D. Yang, X. B. Meng, C. R. Song, T. L. He, J. Y. Cai, Y. Y. Xie, K. K. Xu
Summary: This paper introduces a novel multi-task learning data-driven model called GBLS Booster for accurately assessing the state of health (SOH) and remaining useful life (RUL) of lithium batteries. The model combines the strengths of GBLS and the CNN-Transformers algorithm-based Booster, and the Tree-structured Parzen Estimator (TPE) algorithm is used for optimization. The study devises 10 healthy indicators (HIs) derived from readily available sensor data to capture variations in battery SOH. The random forest method (RF) is employed for feature refinement and data dimension reduction, while the complete empirical mode decomposition (CEEMDAN) method and the Pearson correlation coefficient are used for noise reduction and data point elimination in RUL prediction. The proposed model demonstrates exceptional accuracy, robustness, and generalization capabilities.
JOURNAL OF ENERGY STORAGE
(2024)
Article
Energy & Fuels
M. Arrinda, M. Oyarbide, L. Lizaso, U. Osa, H. Macicior, H. J. Grande
Summary: This paper proposes a robust aging model generation methodology for lithium-ion batteries with any kind of lab-level aging data availability. The methodology involves four phases and ensures the robustness of the aging model through a verification process.
JOURNAL OF ENERGY STORAGE
(2024)