Open research questions in Solar Thermal and Photovoltaic Systems
93 gap statements mined from Solar Thermal and Photovoltaic Systems papers in our 4.5M-paper local library, which holds 1,600 papers on the topic — drawn mostly from each paper's own stated research gap, future-work, challenge and limitation notes, and its abstract. The ones listed below are a selection still marked open; each names the study that raised it, with a DOI link where the paper has one.
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What the literature leaves open
The manuscript claims that ZnO-water and MgO-water nanofluids have not been compared previously in PTSC applications.
The need to dissipate PV power into heat using commercial positive temperature coefficient resistors. The challenge of achieving high thermal conductance between the PTC and the hot plate + pot. The need to avoid water-evaporation losses and ensure safe operation.
The study does not provide a comprehensive evaluation of the technology in real-world environments. The experimental tests are limited to a concept and feasibility prototype (TRL 4). The study suggests that subsequent testing of a pre-series unit in field conditions would be necessary to complete the development.
There is a need for more efficient solar collector systems. Prior work has not fully addressed the challenge of maintaining optimal thermal performance.
Improved Performance Assessment of Photovoltaic Systems Using Paraffin-Based Phase Change Materials and Innovative Container Designs · 2026 · DOIThe need to balance generation gains, economic viability, and structural safety in balcony PV systems.
Multidimensional Benefit Analysis of Balcony Photovoltaic Systems from a Dual-Carbon Perspective · 2026 · DOIThe study highlights the need for a numerical investigation into the effect of passageways and mass flow rates on the thermal performance.
A Numerical Investigation into the Thermohydraulic Performance of a Spiral Triangle Solar Air Heater · 2026 · DOIConventional solar stills have limitations such as low productivity and poor heat retention. There is a need for sustainable and decentralized desalination technologies. The study addresses the gap by investigating an IoT-enabled solar water desalination system with active basin heating and glass surface cooling.
IoT-Enabled Solar Water Desalination System with Active Basin Heating and Glass Surface Cooling for Enhanced Freshwater Production · 2026 · DOIThe lack of techno-economic assessments of PV-TES-VRF systems for building cooling in tropical regions. The need for solar-powered air-conditioning systems that can reduce cooling costs and environmental impacts.
A Techno-Economic Analysis of Solar-Powered Air-Conditioning Systems with Thermal Energy Storage for Cost Reduction in Tropical Regions · 2026 · DOILimited heat transfer efficiency of LHS systems. High costs associated with the development and implementation of advanced thermal energy storage systems. Technical challenges related to the integration of dish-Stirling technology with LHS systems.
Hybrid solar power system using stirling engine and phase change material for energy storage: design, optimization and efficiency enhancement · 2026 · DOIA unified design methodology that addresses building-relevant solar metrics, thermodynamic performance indicators, and robustness constraints remains limited. Prior works have focused on single architectures or isolated optical metrics, with limited consideration of thermodynamic relevance and long-term robustness.
Multi-Objective Numerical Design of Phase-Change-Material-Enabled Tunable Solar Management Structures · 2026 · DOIFuture work will address these aspects to provide a more comprehensive evaluation of PTSC performance, along with sensitivity analysis of key geometric and operating parameters. Finally, the present study is limited to thermo-hydraulic performance analysis without second-law analyses including exergy and entropy generation.
Computational heat transfer analysis of solar based energy systems via employment of numerical calculations and finite volume scheme · 2026 · DOIThere is a need to evaluate the environmental performance of solar-assisted heating systems under different auxiliary heat generation technologies. The existing body of research on solar-assisted heating systems lacks a comprehensive analysis of the impact of different auxiliary energy sources on overall sustainability.
The high temperature of solar panels can reduce their efficiency. The lack of effective cooling systems can limit the potential of solar energy generation.
High initial cost Requires large land area Performance affected by cloudy weather Complex tracking systems Maintenance of reflective surfaces IX.
Investigate the impact of balcony PV systems in other climatic regions or varying latitudes.
Multidimensional Benefit Analysis of Balcony Photovoltaic Systems from a Dual-Carbon Perspective · 2026 · DOIThe study aims to provide information for optimizing solar energy systems in the TR83 region of Turkey.
Limited generation capacity, transmission constraints, and frequent outages in sub-Saharan Africa.
A Techno-Economic Analysis of Solar-Powered Air-Conditioning Systems with Thermal Energy Storage for Cost Reduction in Tropical Regions · 2026 · DOIThe study does not provide a detailed analysis of the system's economic viability. The experimental setup was limited to a specific location with high direct normal irradiance.
Hybrid solar power system using stirling engine and phase change material for energy storage: design, optimization and efficiency enhancement · 2026 · DOIAddressing the limitations of standardized testing, durability over time, and techno-economic and life-cycle considerations. Investigating the performance of evacuated-tube solar collectors in various applications.
Traditional concentrating systems have significant energy losses due to defocusing, scattering, and optical losses - Solar thermal technology generates electricity…
Experimental validation of the simulation results. Investigation of other Phase Change Materials and configurations. Development of more efficient PVT-PCM systems.
Improved Performance Assessment of Photovoltaic Systems Using Paraffin-Based Phase Change Materials and Innovative Container Designs · 2026 · DOIFuture work should focus on optimising nanofluid concentration and composition, exploring advanced absorber geometries and phase change material (PCM) Experimental evaluation of SiO2–MWCNT/water hybrid nanofluids for sustainable cooling…
Experimental evaluation of SiO2–MWCNT/water hybrid nanofluids for sustainable cooling of photovoltaic/thermal systems · 2026 · DOIExplorar la viabilidad de la arquitectura de red propuesta mediante datos etiquetados de vuelo o de simulación de alta fidelidad. Desarrollar un prototipo del sistema para validar su funcionamiento en un entorno de vuelo real. Investigar la aplicación del sistema en diferentes tipos de misiones espaciales.
La necesidad de desarrollar sistemas de navegación autónomos y eficientes energéticamente para pequeños satélites. La falta de una arquitectura integrada que combine sensores solares MEMS, rectennas inteligentes y inteligencia artificial.
While the system shows great potential for eco-friendly milk pasteurization in remote areas, future studies should focus on integrating energy storage solutions to further minimize auxiliary heating demands and enhance operational cost-effectiveness under varying solar conditions, and also, a detailed life-cycle assessment (LCA) is recommended for future studies to accurately quantify the CO2 emission savings…
Simulation and performance analysis of a solar-assisted venturi-plasma pasteurization system for milk · 2026 · DOI
Most-cited papers in Solar Thermal and Photovoltaic Systems
- Amplifying thermal performance of solar flat plate collector by Al2O3/ Cu/MWCNT/SiO2 mono and hybrid nanofluid · Applied Thermal Engineering · 2024 · 339 citations
- Recent progress on flat plate solar collectors and photovoltaic systems in the presence of nanofluid: A review · Journal of Cleaner Production · 2021 · 329 citations
- A comprehensive techno-economic analysis and multi-criteria optimization of a compressed air energy storage (CAES) hybridized with solar and desalination units · Energy Conversion and Management · 2021 · 273 citations
- Concentrating solar power (CSP) technologies: Status and analysis · International Journal of Thermofluids · 2023 · 257 citations
- Recent advances in using nanofluids in renewable energy systems and the environmental implications of their uptake · Nano Energy · 2021 · 256 citations
- Review of cooling techniques used to enhance the efficiency of photovoltaic power systems · Environmental Science and Pollution Research · 2022 · 249 citations
- Numerical investigation of a new combined energy system includes parabolic dish solar collector, Stirling engine and thermoelectric device · International Journal of Energy Research · 2021 · 249 citations
- Thermal improvement of linear Fresnel solar system utilizing Al2O3-water nanofluid and multi-way twisted tape · International Journal of Thermal Sciences · 2022 · 234 citations
- Progress in full spectrum solar energy utilization by spectral beam splitting hybrid PV/T system · Renewable and Sustainable Energy Reviews · 2021 · 220 citations
- Performance enhancement by tungsten trioxide and silicon dioxide mixed nanofluids in solar collector of evacuated tube type · Case Studies in Thermal Engineering · 2024 · 215 citations
Most recent work
- Machine learning algorithms to enhance PV/T cooling performance with Y2O3 nanofluids · Chemical Engineering Science · 2026
- Improving the effectiveness of photovoltaic thermal systems with nanofluids and NePCM in tropical climates · Solar Energy · 2026
- Layered discs - Thermal performance study of ring-microstructure broadband solar absorbers · Micro and Nanostructures · 2026
- A novel passive cooling configuration for photovoltaic panels based on bio-inspired heatsinks and nanoparticle-enhanced PCM · Applied Thermal Engineering · 2026
- Performance enhancement of bi-fluid photovoltaic-thermal systems with tubular finned tubes and phase change materials · International Communications in Heat and Mass Transfer · 2026
- Experimental investigation of active closed-loop water-based photovoltaic/thermal cooling systems with finned surfaces · Applied Thermal Engineering · 2026
- Integrating weather extremes and desalination flexibility to design a resilient concentrated solar power–photovoltaic–wind system with battery and thermal storage using TRNSYS · Energy Conversion and Management · 2026
- A bibliometric analysis and recent trends of heat transfer enhancement techniques in parabolic trough collectors · Solar Energy Materials and Solar Cells · 2026
- Hybrid solar technologies: A critical review of PV/T systems, cooling methods, and performance trends · Renewable and Sustainable Energy Reviews · 2026
- AI-driven analysis of thermal and energy transport in solar-assisted photovoltaic automobiles employing non-Newtonian regimes for sustainable heat management · Energy Conversion and Management · 2026
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