Research graph
References from Filling-ratio-dependent heat transfer behavior and machine-learning prediction of hybrid water–paraffin phase change thermal storage. Local targets link to admitted publications; unresolved targets remain external evidence.
National growth dynamics of wind and solar power compared to the growth required for global climate targets
10.1038/s41560-021-00863-0 · 2021 · External reference
Trading off regional and overall energy system design flexibility in the net-zero transition
10.1038/s41893-025-01556-2 · 2025 · External reference
The momentum of the solar energy transition
10.1038/s41467-023-41971-7 · 2023 · External reference
Solution-processed electrochromics for synergistic solar and radiative heat management
10.1038/s41893-026-01774-2 · 2026 · External reference
Globally interconnected solar-wind system addresses future electricity demands
10.1038/s41467-025-59879-9 · 2025 · External reference
Energy, power, and infrastructure demands from electrifying airport ground support equipment at United States airports
2026 · External reference
Optimizing agricultural irrigation as virtual energy storage to match renewable power profiles unlocks climate benefits during the energy transition
10.1038/s43016-025-01285-x · 2026 · External reference
Concentrating solar thermal power in the U.S.: lessons from setbacks at Ivanpah, light for the future
10.1038/s44435-026-00007-4 · 2026 · External reference
Renewable energy systems for building heating, cooling and electricity production with thermal energy storage
10.1016/j.rser.2022.112560 · 2022 · External reference
Progress in research and development of phase change materials for thermal energy storage in concentrated solar power
2023 · External reference
Advances in thermal energy storage: fundamentals and applications
10.1016/j.pecs.2023.101109 · 2024 · External reference
Phase change material (PCM) candidates for latent heat thermal energy storage (LHTES) in concentrated solar power (CSP) based thermal applications-a review
10.1016/j.rser.2023.113904 · 2024 · External reference
Dynamic PCM strategies with nano-enhanced composites for optimal thermal energy storage and management
10.1016/j.ceja.2025.100789 · 2025 · External reference
Latent heat thermal energy storage solution for CSPs: Integration of PCM heat exchangers
10.1016/j.est.2023.109150 · 2023 · External reference
Nano-enhanced organic form stable PCMs for medium temperature solar thermal energy harvesting: recent progresses, challenges, and opportunities
10.1016/j.rser.2022.112321 · 2022 · External reference
A comprehensive review on solar to thermal energy conversion and storage using phase change materials
10.1016/j.est.2023.108280 · 2023 · External reference
Current progress in energy utilization of building systems combining solar thermal and heat storage technologies
10.1016/j.rser.2025.116330 · 2026 · External reference
Research progress on synergistic enhanced heat transfer of metal foams in phase change energy storage process
10.1016/j.ijheatmasstransfer.2025.127736 · 2026 · External reference
A review on heat transfer enhancement techniques for PCM based thermal energy storage system
10.1016/j.est.2023.108161 · 2023 · External reference
A. Sarı, A review on phase change materials (PCMs) for thermal energy storage implementations
10.1016/j.matpr.2022.02.231 · 2022 · External reference
Multifunctional performance of carbon nanotubes in thermal energy storage materials
10.1016/j.mattod.2024.04.005 · 2024 · External reference
Review of PCM charging in latent heat thermal energy storage systems with fins
2024 · External reference
Numerical investigation of performance enhancement in a PCM-based thermal energy storage system using stair-shaped fins and nanoparticles
10.1016/j.applthermaleng.2024.124433 · 2024 · External reference
Numerical investigation on thermal behavior of PCM embedded in structured porous fins (SPFs) with various configurations and materials
10.1016/j.applthermaleng.2025.126617 · 2025 · External reference
A comparative analysis of enhancement techniques in a PCM-embedded heat sink: fin forms, nanoparticles, and metal foam
10.1016/j.ijheatmasstransfer.2024.125730 · 2024 · External reference
Phase change heat transfer and energy storage in a wavy-tube thermal storage unit filled with a nano-enhanced phase change material and metal foams
10.1016/j.est.2022.105277 · 2022 · External reference
Preparation and performance characterization of metal foam/paraffin/ single-walled carbon nanotube composite phase change material
10.1016/j.ijheatmasstransfer.2022.122825 · 2022 · External reference
Numerical investigation of melting process for phase change material (PCM) embedded in metal foam structures with Kelvin cells at pore scale level
10.1016/j.ijheatmasstransfer.2023.124440 · 2023 · External reference
Impact of innovative fin design on phase change material melting for thermal energy storage system
10.1016/j.applthermaleng.2023.120914 · 2023 · External reference
Thermal energy storage using phase change materials in building applications: a review of the recent development
10.1016/j.enbuild.2023.112908 · 2023 · External reference
Recent developments in solid-solid phase change materials for thermal energy storage applications
10.1016/j.est.2024.111570 · 2024 · External reference
Enhanced thermal management of 3D-printed heat sinks with paraffin and low-melting-point alloy for electronic cooling
10.1016/j.icheatmasstransfer.2026.110885 · 2026 · External reference
A critical review on heat transfer enhancement techniques in latent heat storage systems based on phase change materials. Passive and active techniques, system designs and optimization
10.1016/j.est.2023.106830 · 2023 · External reference
Research progress of fin design in latent heat energy storage enhancement technology
10.1016/j.applthermaleng.2025.127157 · 2025 · External reference
Advances in phase change materials, heat transfer enhancement techniques, and their applications in thermal energy storage: a comprehensive review
10.1016/j.est.2024.111329 · 2024 · External reference
Enhancement of shallow ground heat exchanger with phase change material
10.1016/j.renene.2023.02.079 · 2023 · External reference
Pulse heating and slip enhance charging of phase-change thermal batteries
10.1038/s41586-025-09877-0 · 2026 · External reference
Nanocomposite phase change materials for high-performance thermal energy storage: a critical review
10.1016/j.ensm.2022.12.037 · 2023 · External reference
Paraffin wax–water nanoemulsion: a superior thermal energy storage medium providing higher rate of thermal energy storage per unit heat exchanger volume than water and paraffin wax
10.1016/j.enconman.2018.01.073 · 2018 · External reference
Analysis of a laboratory scale thermal energy accumulator using two-phases heterogeneous paraffin wax-water mixtures
10.1016/j.renene.2019.06.007 · 2020 · External reference
Melting and solidification characteristics of a semi-rotational eccentric tube horizontal latent heat thermal energy storage
10.1016/j.applthermaleng.2022.118812 · 2022 · External reference
CFD-DEM-VOF-phase diagram modelling of multi-phase flow with phase changes
10.1016/j.ces.2023.118651 · 2023 · External reference
Investigation of improved VOF method in CFD simulation of sodium heat pipes using a multi-zone modeling method
10.1016/j.icheatmasstransfer.2024.107669 · 2024 · External reference
Revisiting melting heat transfer of nano-enhanced phase change materials (NePCM) in differentially-heated rectangular cavities using thermochromic liquid crystal (TLC) thermography
10.1016/j.ijheatmasstransfer.2020.120119 · 2020 · External reference
Porous carbon network-based composite phase change materials with heat storage capacity and thermal management functions
10.1016/j.carbon.2024.119174 · 2024 · External reference
Encapsulated phase change material for high temperature thermal energy storage – Heat transfer analysis
10.1016/j.ijheatmasstransfer.2014.07.087 · 2014 · External reference
Unresolved reference
External reference
Direct numerical simulation of fluid flow accompanied by coupled mass and heat transfer in dense fluid–particle systems
10.1016/j.ces.2014.05.036 · 2014 · External reference
A review of smart integrated energy systems towards industrial carbon neutrality: opportunity and challenge
10.1038/s44435-025-00003-0 · 2026 · External reference
The role of artificial neural network and machine learning in utilizing spatial information
10.1007/s41324-022-00494-x · 2023 · External reference
Forecasting monthly gas field production based on the CNN-LSTM model
10.1016/j.energy.2022.124889 · 2022 · External reference
Working memory connections for LSTM
10.1016/j.neunet.2021.08.030 · 2021 · External reference
Stock market analysis and prediction using LSTM: a case study on technology stocks
10.62836/iaet.v2i1.162 · 2023 · External reference
GNN-LSTM-based fusion model for structural dynamic responses prediction
10.1016/j.engstruct.2024.117733 · 2024 · External reference
Failure analysis of corroded high-strength pipeline subject to hydrogen damage based on FEM and GA-BP neural network
10.1016/j.ijhydene.2021.11.082 · 2022 · External reference
A branch current estimation and correction method for a parallel connected battery system based on dual BP neural networks
10.1016/j.geits.2022.100029 · 2022 · External reference
The role of artificial neural network and machine learning in utilizing spatial information
10.1007/s41324-022-00494-x · ExternalCitation · doi-reference
Melting and solidification characteristics of a semi-rotational eccentric tube horizontal latent heat thermal energy storage
10.1016/j.applthermaleng.2022.118812 · ExternalCitation · doi-reference
Impact of innovative fin design on phase change material melting for thermal energy storage system
10.1016/j.applthermaleng.2023.120914 · ExternalCitation · doi-reference
Numerical investigation of performance enhancement in a PCM-based thermal energy storage system using stair-shaped fins and nanoparticles
10.1016/j.applthermaleng.2024.124433 · ExternalCitation · doi-reference
Numerical investigation on thermal behavior of PCM embedded in structured porous fins (SPFs) with various configurations and materials
10.1016/j.applthermaleng.2025.126617 · ExternalCitation · doi-reference
Research progress of fin design in latent heat energy storage enhancement technology
10.1016/j.applthermaleng.2025.127157 · ExternalCitation · doi-reference
Porous carbon network-based composite phase change materials with heat storage capacity and thermal management functions
10.1016/j.carbon.2024.119174 · ExternalCitation · doi-reference
Dynamic PCM strategies with nano-enhanced composites for optimal thermal energy storage and management
10.1016/j.ceja.2025.100789 · ExternalCitation · doi-reference
Direct numerical simulation of fluid flow accompanied by coupled mass and heat transfer in dense fluid–particle systems
10.1016/j.ces.2014.05.036 · ExternalCitation · doi-reference
CFD-DEM-VOF-phase diagram modelling of multi-phase flow with phase changes
10.1016/j.ces.2023.118651 · ExternalCitation · doi-reference
Thermal energy storage using phase change materials in building applications: a review of the recent development
10.1016/j.enbuild.2023.112908 · ExternalCitation · doi-reference
Paraffin wax–water nanoemulsion: a superior thermal energy storage medium providing higher rate of thermal energy storage per unit heat exchanger volume than water and paraffin wax
10.1016/j.enconman.2018.01.073 · ExternalCitation · doi-reference
Forecasting monthly gas field production based on the CNN-LSTM model
10.1016/j.energy.2022.124889 · ExternalCitation · doi-reference
GNN-LSTM-based fusion model for structural dynamic responses prediction
10.1016/j.engstruct.2024.117733 · ExternalCitation · doi-reference
Nanocomposite phase change materials for high-performance thermal energy storage: a critical review
10.1016/j.ensm.2022.12.037 · ExternalCitation · doi-reference
Phase change heat transfer and energy storage in a wavy-tube thermal storage unit filled with a nano-enhanced phase change material and metal foams
10.1016/j.est.2022.105277 · ExternalCitation · doi-reference
A critical review on heat transfer enhancement techniques in latent heat storage systems based on phase change materials. Passive and active techniques, system designs and optimization
10.1016/j.est.2023.106830 · ExternalCitation · doi-reference
A review on heat transfer enhancement techniques for PCM based thermal energy storage system
10.1016/j.est.2023.108161 · ExternalCitation · doi-reference
A comprehensive review on solar to thermal energy conversion and storage using phase change materials
10.1016/j.est.2023.108280 · ExternalCitation · doi-reference
Latent heat thermal energy storage solution for CSPs: Integration of PCM heat exchangers
10.1016/j.est.2023.109150 · ExternalCitation · doi-reference
Advances in phase change materials, heat transfer enhancement techniques, and their applications in thermal energy storage: a comprehensive review
10.1016/j.est.2024.111329 · ExternalCitation · doi-reference
Recent developments in solid-solid phase change materials for thermal energy storage applications
10.1016/j.est.2024.111570 · ExternalCitation · doi-reference
A branch current estimation and correction method for a parallel connected battery system based on dual BP neural networks
10.1016/j.geits.2022.100029 · ExternalCitation · doi-reference
Investigation of improved VOF method in CFD simulation of sodium heat pipes using a multi-zone modeling method
10.1016/j.icheatmasstransfer.2024.107669 · ExternalCitation · doi-reference
Enhanced thermal management of 3D-printed heat sinks with paraffin and low-melting-point alloy for electronic cooling
10.1016/j.icheatmasstransfer.2026.110885 · ExternalCitation · doi-reference
Encapsulated phase change material for high temperature thermal energy storage – Heat transfer analysis
10.1016/j.ijheatmasstransfer.2014.07.087 · ExternalCitation · doi-reference
Revisiting melting heat transfer of nano-enhanced phase change materials (NePCM) in differentially-heated rectangular cavities using thermochromic liquid crystal (TLC) thermography
10.1016/j.ijheatmasstransfer.2020.120119 · ExternalCitation · doi-reference
Preparation and performance characterization of metal foam/paraffin/ single-walled carbon nanotube composite phase change material
10.1016/j.ijheatmasstransfer.2022.122825 · ExternalCitation · doi-reference
Numerical investigation of melting process for phase change material (PCM) embedded in metal foam structures with Kelvin cells at pore scale level
10.1016/j.ijheatmasstransfer.2023.124440 · ExternalCitation · doi-reference
A comparative analysis of enhancement techniques in a PCM-embedded heat sink: fin forms, nanoparticles, and metal foam
10.1016/j.ijheatmasstransfer.2024.125730 · ExternalCitation · doi-reference
Research progress on synergistic enhanced heat transfer of metal foams in phase change energy storage process
10.1016/j.ijheatmasstransfer.2025.127736 · ExternalCitation · doi-reference
Failure analysis of corroded high-strength pipeline subject to hydrogen damage based on FEM and GA-BP neural network
10.1016/j.ijhydene.2021.11.082 · ExternalCitation · doi-reference
A. Sarı, A review on phase change materials (PCMs) for thermal energy storage implementations
10.1016/j.matpr.2022.02.231 · ExternalCitation · doi-reference
Multifunctional performance of carbon nanotubes in thermal energy storage materials
10.1016/j.mattod.2024.04.005 · ExternalCitation · doi-reference
Working memory connections for LSTM
10.1016/j.neunet.2021.08.030 · ExternalCitation · doi-reference
Advances in thermal energy storage: fundamentals and applications
10.1016/j.pecs.2023.101109 · ExternalCitation · doi-reference
Analysis of a laboratory scale thermal energy accumulator using two-phases heterogeneous paraffin wax-water mixtures
10.1016/j.renene.2019.06.007 · ExternalCitation · doi-reference
Enhancement of shallow ground heat exchanger with phase change material
10.1016/j.renene.2023.02.079 · ExternalCitation · doi-reference
Nano-enhanced organic form stable PCMs for medium temperature solar thermal energy harvesting: recent progresses, challenges, and opportunities
10.1016/j.rser.2022.112321 · ExternalCitation · doi-reference
Renewable energy systems for building heating, cooling and electricity production with thermal energy storage
10.1016/j.rser.2022.112560 · ExternalCitation · doi-reference
Phase change material (PCM) candidates for latent heat thermal energy storage (LHTES) in concentrated solar power (CSP) based thermal applications-a review
10.1016/j.rser.2023.113904 · ExternalCitation · doi-reference
Current progress in energy utilization of building systems combining solar thermal and heat storage technologies
10.1016/j.rser.2025.116330 · ExternalCitation · doi-reference
The momentum of the solar energy transition
10.1038/s41467-023-41971-7 · ExternalCitation · doi-reference
Globally interconnected solar-wind system addresses future electricity demands
10.1038/s41467-025-59879-9 · ExternalCitation · doi-reference
National growth dynamics of wind and solar power compared to the growth required for global climate targets
10.1038/s41560-021-00863-0 · ExternalCitation · doi-reference
Pulse heating and slip enhance charging of phase-change thermal batteries
10.1038/s41586-025-09877-0 · ExternalCitation · doi-reference
Trading off regional and overall energy system design flexibility in the net-zero transition
10.1038/s41893-025-01556-2 · ExternalCitation · doi-reference
Solution-processed electrochromics for synergistic solar and radiative heat management
10.1038/s41893-026-01774-2 · ExternalCitation · doi-reference
Optimizing agricultural irrigation as virtual energy storage to match renewable power profiles unlocks climate benefits during the energy transition
10.1038/s43016-025-01285-x · ExternalCitation · doi-reference
A review of smart integrated energy systems towards industrial carbon neutrality: opportunity and challenge
10.1038/s44435-025-00003-0 · ExternalCitation · doi-reference
Concentrating solar thermal power in the U.S.: lessons from setbacks at Ivanpah, light for the future
10.1038/s44435-026-00007-4 · ExternalCitation · doi-reference
Stock market analysis and prediction using LSTM: a case study on technology stocks
10.62836/iaet.v2i1.162 · ExternalCitation · doi-reference
