Photovoltaics literature survey (No. 193)

In order to help readers stay up-to-date in the field, each issue of Progress in Photovoltaics will contain a list of recently published journal articles that are most relevant to its aims and scope. This list is drawn from an extremely wide range of journals, including IEEE Journal of Photovoltaics, Solar Energy Materials and Solar Cells, Renewable Energy, Renewable and Sustainable Energy Reviews, Journal of Applied Physics, and Applied Physics Letters. To assist readers, the list is separated into broad categories, but please note that these classifications are by no means strict. Also note that inclusion in the list is not an endorsement of a paper's quality. If you have any suggestions please email Ziv Hameiri at [email protected].

Pham, PV, Mai, TH, Dash, SP, et al. Transfer of 2D films: From imperfection to perfection. Acs Nano 2024; 18(23): 14841–14876.

Hanif, MF, Mi, J. Harnessing AI for solar energy: Emergence of transformer models. Applied Energy 2024; 369: 123541.

Han, YB, Fang, XS, Shi, ZF. Advances in chalcogenide perovskites: Fundamentals and applications. Applied Physics Reviews 2024; 11(2): 021338.

Chakraborty, A, Lucarelli, G, Xu, J, et al. Photovoltaics for indoor energy harvesting. Nano Energy 2024; 128: 109932.

Buratti, Y, Javier, GMN, Abdullah-Vetter, Z, et al. Machine learning for advanced characterisation of silicon photovoltaics: A comprehensive review of techniques and applications. Renewable and Sustainable Energy Reviews 2024; 202: 114617.

Gupta, V, Kumar, P, Singh, R. Unveiling the potential of bifacial photovoltaics in harvesting indoor light energy: A comprehensive review. Solar Energy 2024; 276: 112660.

Chen, KJ, Johnston, SW, Taylor, PC, et al. Crystalline Si surface passivation with nafion for bulk defects detection with electron paramagnetic resonance. Acs Applied Materials and Interfaces 2024; 16(17): 22736–22746.

Chen, XT, Kamat, PV, Janáky, C, et al. Charge transfer kinetics in halide perovskites: On the constraints of time-resolved spectroscopy measurements. Acs Energy Letters 2024; 9(6): 3187–3203.

Akatsuka, A, Miura, M, Kapil, G, et al. Direct measurement of electron affinity of carbazole-based self-assembled monolayer used as hole-selective layer in high-efficiency perovskite solar cells. Applied Physics Letters 2024; 124(24): 241603.

Weber, JW, Kunz, O, Knaack, C, et al. Daylight photoluminescence imaging of photovoltaic systems using inverter-based switching. Progress in Photovoltaics: Research and Applications 2024; 32(9): 643–651.

Aly, SP, Chapaneri, K, John, JJ, et al. Suns-V_mp method for health monitoring of 110 PV modules. Renewable and Sustainable Energy Reviews 2024; 202: 114653.

Li, F, Colvin, DJ, Pavan Buddha, VS, et al. Electroluminescence and infrared imaging of fielded photovoltaic modules: A complementary analysis of series resistance-related defects. Solar Energy 2024; 276: 112704.

Tang, R, Ren, Z, Ning, S, et al. Fault classification of photovoltaic module infrared images based on transfer learning and interpretable convolutional neural network. Solar Energy 2024; 276: 112703.

Javier, GMN, Evans, R, Trupke, T, et al. Enhancing solar cell production line monitoring through advanced statistical analysis. Solar Energy Materials and Solar Cells 2024; 274: 112950.

Yang, Q, Bittkau, K, Eberst, A, et al. The impact of interface recombination on the external quantum efficiency of silicon solar cells. Solar Energy Materials and Solar Cells 2024; 273: 112953.

Li, G, Yuan, S, Zhou, S, et al. Separated striations in n-type Czochralski silicon solar cells. Applied Physics Letters 2024; 124(25): 252103.

Ru, XN, Yang, M, Yin, S, et al. Silicon heterojunction solar cells achieving 26.6% efficiency on commercial-size p-type silicon wafer. Joule 2024; 8(4): 1092–1104.

Su, Q, Lin, H, Wang, G, et al. Theoretical limiting-efficiency assessment on advanced crystalline silicon solar cells with Auger ideality factor and wafer thickness modifications. Progress in Photovoltaics: Research and Applications 2024; 32(9): 587–598.

Wang, X, Ding, B, Zhou, Y, et al. Large-area MoO_x/c-Si heterojunction solar cells with a ICO/Ag back reflector. Progress in Photovoltaics: Research and Applications 2024; 32(9): 599–606.

Cao, M, Wang, Q, Shang, J, et al. Low-cost Sn-doped indium oxide films with high mobility by reactive plasma deposition for silicon heterojunction solar cells. Solar Energy Materials and Solar Cells 2024; 273: 112954.

Chen, Y, Li, Z, Li, S, et al. Colored and patterned silicon photovoltaic modules through highly transparent pearlescent pigments. Solar Energy Materials and Solar Cells 2024; 275: 113033.

Gu, S, Yuan, L, Guo, K, et al. Laser damage and post oxidation repair performance of n-TOPCon solar cells with laser assisted doping boron selective emitter. Solar Energy Materials and Solar Cells 2024; 274: 112988.

Ma, S, Du, DX, Ding, D, et al. Improving the performance of industrial TOPCon solar cells through the insertion of intrinsic a-Si layer. Solar Energy Materials and Solar Cells 2024; 275: 113024.

Peng, C-W, He, C, Wu, H, et al. Improving the performance of high-efficiency silicon heterojunction solar cells through low-temperature deposition of an i-a-Si:H anti-epitaxial buffer layer. Solar Energy Materials and Solar Cells 2024; 273: 112952.

Thome, FT, Yilmaz, C, Kwapil, W, et al. Why is gallium-doped silicon (sometimes) stable? Kinetics of light and elevated temperature induced degradation. Solar Energy Materials and Solar Cells 2024; 275: 112986.

Wang, Q, Gu, S, Guo, K, et al. Influence of the medium-temperature light soaking process on the passivation and electronic performance of the N-TOPCon solar cells. Solar Energy Materials and Solar Cells 2024; 273: 112959.

Xi, X, Yu, L, Shao, J, et al. The differences between the hydrogenation by means of photon-injection and electron-injection for n-type tunnel oxide passivated contacts solar cells. Solar Energy Materials and Solar Cells 2024; 273: 112962.

Yang, L, Hu, Z, He, Q, et al. Insights into mechanism of UV-induced degradation in silicon heterojunction solar cells. Solar Energy Materials and Solar Cells 2024; 275: 113022.

Mertens, V, Dorn, S, Langlois, J, et al. Plasma-enhanced chemical-vapor-deposited SiO_x(N_y)/n-type polysilicon-on-oxide-passivating contacts in industrial back-contact Si solar cells. Solar RRL 2024; 8(12): 2300919.

Hulst, MK, Magoss, D, Massop, Y, et al. Comparing environmental impacts of single-junction silicon and silicon/perovskite tandem photovoltaics-A prospective life cycle assessment. Acs Sustainable Chemistry and Engineering 2024; 12(23): 8860–8870.

Lim, J, Park, NG, Seok, SI, et al. All-perovskite tandem solar cells: From fundamentals to technological progress. Energy and Environmental Science 2024; 17(13): 4390–4425.

Wagner, L, Suo, JJ, Yang, BW, et al. The resource demands of multi-terawatt-scale perovskite tandem photovoltaics. Joule 2024; 8(4): 1142–1160.

Cheng, ZD, Zhang, M, Zhang, Y, et al. Stable wide-bandgap perovskite solar cells for tandem applications. Nano Energy 2024; 127: 109708.

Zheng, XT, Kong, WC, Wen, J, et al. Solvent engineering for scalable fabrication of perovskite/silicon tandem solar cells in air. Nature Communications 2024; 15(1): 4907.

Jia, ZY, Pan, JN, Chen, X, et al. Eco-friendly volatile additive enabling efficient large-area organic photovoltaic module processed with non-halogenated solvent. Energy and Environmental Science 2024; 17(11): 3908–3916.

Tu, LJ, Wang, H, Duan, WX, et al. Cyano-functionalized pyrazine: an electron-deficient unit as a solid additive enables binary organic solar cells with 19.67% efficiency. Energy and Environmental Science 2024; 17(10): 3365–3374.

Zhang, T, An, CB, Bi, PQ, et al. A highly crystalline donor enables over 17% efficiency for small-molecule organic solar cells. Energy and Environmental Science 2024; 17(11): 3927–3936.

Vubangsi, M, Mubarak, AS, Al-Turjman, F. Enhancing predictive modeling of photovoltaic materials' solar power conversion efficiency using explainable AI. Energy Reports 2024; 11: 3824–3835.

Basu, R, Gumpert, F, Lohbreier, J, et al. Report Large-area organic photovoltaic modules with 14.5% certified world record efficiency. Joule 2024; 8(4): 970–978.

Chen, ZH, Zhang, SQ, Zhang, T, et al. Simplified fabrication of high-performance organic solar cells through the design of self-assembling hole-transport molecules. Joule 2024; 8(6): 1723–1734.

Deng, HJ, Bai, YH, Shen, XX, et al. Balancing miscibility and crystallinity enables high-efficiency organic solar cells via ternary copolymerization. Journal of Power Sources 2024; 613: 234897.

Liu, H, Xin, YF, Suo, ZC, et al. Dipole moments regulation of biphosphonic acid molecules for self-assembled monolayers boosts the efficiency of organic solar cells exceeding 19.7%. Journal of the American Chemical Society 2024; 146(20): 14287–14296.

Wang, W, Cui, Y, Yu, Y, et al. Indoor organic photovoltaic module with 30.6% efficiency for efficient wireless power transfer. Nano Energy 2024; 128: 109893.

Wang, JC, Ochiai, Y, Wu, NN, et al. Intrinsically stretchable organic photovoltaics by redistributing strain to PEDOT:PSS with enhanced stretchability and interfacial adhesion. Nature Communications 2024; 15(1): 4902.

Luo, W, Khaing, AM, Rodriguez-Gallegos, CD, et al. Long-term outdoor study of an organic photovoltaic module for building integration. Progress in Photovoltaics: Research and Applications 2024; 32(7): 481–491.

Ho, NKT, Tseng, CC, Wang, CT, et al. Organic solar modules with good stability under ultraviolet irradiation. Solar RRL 2024; 8(11): 2400101.

Sun, BW, Gerber, B, Shoaee, S, et al. An analytical model for describing transient photocurrents in bias-assisted charge extraction for low-mobility organic solar cells. Solar RRL 2024; 8(12): 2400211.

Holzhacker, D, Ringleb, A, Schlettwein, D. Impedance spectroscopy using microscopic reference electrodes to analyze different rate-determining steps in aqueous dye-sensitized solar cells using nitroxide radicals as redox mediators. Electrochimica Acta 2024; 497: 144582.

Ishaq, A, Gill, YQ, Nazar, R, et al. Rational design and elucidation of interfacial dynamics in PMMA/PVDF compatibilized blends through solution blending for stable quasi-solid-state dye-sensitized solar cells. Electrochimica Acta 2024; 497: 144613.

López-Duarte, I, Kawata, T, Urbani, M, et al. Exploring the role of central metals in bulky phthalocyanines for dye-sensitized solar cells. Chemistry-a European Journal 2024; 30(37): e202400468.

Wu, W, Li, Y, Zhang, J, et al. Theoretical modelling of metal-based and metal-free dye sensitizers for efficient dye-sensitized solar cells: A review. Solar Energy 2024; 277: 112748.

Zheng, D, Yang, X, Cucek, L, et al. Revolutionizing dye-sensitized solar cells with nanomaterials for enhanced photoelectric performance. Journal of Cleaner Production 2024; 464: 142717.

Hossain, K, Sivadas, D, Kabra, D, et al. Perovskite solar cells dominated by bimolecular recombination-how far is the radiative limit? Acs Energy Letters 2024; 9(5): 2310–2317.

Moral, RF, Perini, CAR, Kodalle, T, et al. Anion and cation migration at 2D/3D halide perovskite interfaces. Acs Energy Letters 2024; 9(5): 2703–2716.

Park, DA, Zhang, CY, Park, NG. Strain-less perovskite film engineered by interfacial molecule for stable perovskite solar cells. Acs Energy Letters 2024; 9(5): 2428–2435.

Wang, H, Wan, XY, Li, FL, et al. Chelating dual interface for efficient and stable crystal growth and iodine defect management in Sn-Pb perovskite solar cells. Acs Nano 2024; 18(26): 16867–16877.

Ke, LL, Xiong, X, Hu, D, et al. Defect passivation enabled by amphiphilic polymer additives for perovskite solar cells with suppressed charge recombination. Acs Sustainable Chemistry and Engineering 2024; 12(19): 7434–7442.

Duan, YW, Chen, Y, Wu, YH, et al. A comprehensive review of organic hole-transporting materials for highly efficient and stable inverted perovskite solar cells. Advanced Functional Materials 2024; 34(25): 2315604.

Wang, Y, Zheng, DX, Wang, K, et al. Lattice mismatch at the heterojunction of perovskite solar cells. Angewandte Chemie-International Edition 2024; 63(29): e202405878.

Lee, HJ, Heo, JH, Im, SH. Interfacial modification strategies to secure phase-stability for inorganic perovskite solar cells. Applied Physics Reviews 2024; 11(3): 031301.

Hao, MW, Zhou, YY. Grain-boundary grooves in perovskite solar cells. Joule 2024; 8(4): 913–921.

Lee, DS, Kim, KW, Seo, YH, et al. Overcoming stability limitations of efficient, flexible perovskite solar modules. Joule 2024; 8(5): 1380–1393.

Zhou, JJ, Tan, LG, Liu, Y, et al. Highly efficient and stable perovskite solar cells via a multifunctional hole transporting material. Joule 2024; 8(6): 1691–1706.

Alessi, B, Kambley, AU, McDonald, C, et al. Improvement in stability of perovskite solar cells by adlayer of laser treated FAPbI₃ quantum dots. Nano Energy 2024; 128: 109846.

Guo, YX, Du, SJ, Hu, XZ, et al. Defect passivation and carrier management via a multifunctional additive for efficient and stable wide-bandgap perovskite solar cells with high fill factor. Nano Energy 2024; 126: 109612.

Kumar, V, Kathiravan, A, Jhonsi, MA. Beyond lead halide perovskites: Crystal structure, bandgaps, photovoltaic properties and future stance of lead-free halide double perovskites. Nano Energy 2024; 125: 109523.

Shahiduzzaman, M, Hossain, MI, Gantumur, M, et al. Unlocking high stability in perovskite solar cells through vacuum-deposited Cs₃Bi₂I₉ thin layer. Nano Energy 2024; 127: 109726.

Gong, C, Li, HY, Wang, HX, et al. Silver coordination-induced n-doping of PCBM for stable and efficient inverted perovskite solar cells. Nature Communications 2024; 15(1): 4922.

Mariani, P, Molina-García, MÁ, Barichello, J, et al. Low-temperature strain-free encapsulation for perovskite solar cells and modules passing multifaceted accelerated ageing tests. Nature Communications 2024; 15(1): 4552.

Weerasinghe, HC, Macadam, N, Kim, JE, et al. The first demonstration of entirely roll-to-roll fabricated perovskite solar cell modules under ambient room conditions. Nature Communications 2024; 15(1): 1656.

Yeom, KM, Cho, CS, Jung, EH, et al. Quantum barriers engineering toward radiative and stable perovskite photovoltaic devices. Nature Communications 2024; 15(1): 4547.

Zhang, Z, Wang, HH, Jacobsson, TJ, et al. Big data driven perovskite solar cell stability analysis. Nature Communications 2024; 15(1): 7639.

Yuan, YB, Huang, JS. Perovskite solar cells that withstand photolysis and are stable under reverse bias. Nature Materials 2024; 23(6): 739–740.

Jiang, Q, Zhu, K. Rapid advances enabling high-performance inverted perovskite solar cells. Nature Reviews Materials 2024; 9(6): 399–419.

Chen, H, Liu, C, Xu, J, et al. Improved charge extraction in inverted perovskite solar cells with dual-site-binding ligands. Science 2024; 384(6692): 189–193.

Duan, TW, You, S, Chen, M, et al. Chiral-structured heterointerfaces enable durable perovskite solar cells. Science 2024; 384(6698): 878–884.

Fei, CB, Kuvayskaya, A, Shi, XQ, et al. Strong-bonding hole-transport layers reduce ultraviolet degradation of perovskite solar cells. Science 2024; 384(6700): 1126–1134.

Lin, YH, Yang, FN, Cao, XL, et al. Bandgap-universal passivation enables stable perovskite solar cells with low photovoltage loss. Science 2024; 384(6697): 767–775.

Sidhik, S, Metcalf, I, Li, WB, et al. Two-dimensional perovskite templates for durable, efficient formamidinium perovskite solar cells. Science 2024; 384(6701): 1227–1235.

Zhu, PD, Wang, D, Zhang, Y, et al. Aqueous synthesis of perovskite precursors for highly efficient perovskite solar cells. Science 2024; 383(6682): 524.

Wang, J, Feng, Y, He, YQ. Advancements in recycling technologies for waste CIGS photovoltaic modules. Nano Energy 2024; 128: 109847.

Wang, YH, Wang, RL, Wang, G, et al. Preparation of CuSe nanoparticles by antisolvent process for doping and passivation of absorber layer in CdTe solar cells. Nano Energy 2024; 127: 109810.

Wang, JL, Shi, JJ, Yin, K, et al. Pd(II)/Pd(IV) redox shuttle to suppress vacancy defects at grain boundaries for efficient kesterite solar cells. Nature Communications 2024; 15(1): 4344.

Adeleye, D, Sood, M, Melchiorre, M, et al. Composition dependence of electronic defects in CuGaS₂. Progress in Photovoltaics: Research and Applications 2024; 32(8): 528–545.

Bai, Y, Wang, Y, Liu, R, et al. Enhancing the performance of CZTSSe solar cells via an alternate spin-coating process with DMSO and DMF. Solar Energy Materials and Solar Cells 2024; 274: 112976.

Vaas, TS, Pieters, BE, Roosen-Melsen, D, et al. Light induced degradation of CIGS solar cells. Solar Energy Materials and Solar Cells 2024; 275: 113036.

Park, M, Lim, C, Lee, H, et al. Sn-doped zinc oxide as an electron transporting layer for enhanced performance in PbS quantum dot solar cells. Acs Applied Materials and Interfaces 2024; 16(25): 32375–32384.

Wang, YJ, Liang, WT, Hao, DY, et al. Flexible, stable, and efficient counter electrode for quantum-dot-sensitized solar cells based on carbon nanotube films. Acs Applied Materials and Interfaces 2024; 16(27): 35474–35483.

Kwon, N, Jin, J, Kim, S, et al. The influence of ligands passivation on strength of Fermi level pinning in the quantum dots interface. Applied Surface Science 2024; 664: 160235.

Barthel, A, Sato, S, Sayre, L, et al. Open-circuit voltage degradation and trap-assisted tunneling in electron and proton-irradiated ultra-thin GaAs solar cells. Journal of Applied Physics 2024; 135(22): 224505.

Asami, M, Hino, M, Li, G, et al. Comprehensive voltage-loss analysis and reduction of radiative recombination voltage loss in quantum-structured solar cells. Solar Energy Materials and Solar Cells 2024; 273: 112957.

Astete, I, Castro, M, Lorca, Á, et al. Optimal cleaning scheduling for large photovoltaic portfolios. Applied Energy 2024; 372: 123760.

Bellone, Y, Croci, M, Impollonia, G, et al. Simulation-based decision support for agrivoltaic systems. Applied Energy 2024; 369: 123490.

Tan, HJ, Guo, ZL, Lin, ZY, et al. General generative AI-based image augmentation method for robust rooftop PV segmentation. Applied Energy 2024; 368: 123554.

Tao, K, Zhao, J, Tao, Y, et al. Operational day-ahead photovoltaic power forecasting based on transformer variant. Applied Energy 2024; 373: 123825.

Zhou, P, Wang, R, Wang, CH, et al. SIIF: Semantic information interactive fusion network for photovoltaic defect segmentation. Applied Energy 2024; 371: 123643.

Radonjić, I, Pantić, L, Petronijević, M, et al. An impact of fly ash on photovoltaic panel performance in the built environment: A case study. Energy and Buildings 2024; 318: 114485.

Belhachat, F, Larbes, C. Photovoltaic array reconfiguration strategies for mitigating partial shading effects: Recent advances and perspectives. Energy Conversion and Management 2024; 313: 118547.

Chaib, L, Tadj, M, Choucha, A, et al. Improved crayfish optimization algorithm for parameters estimation of photovoltaic models. Energy Conversion and Management 2024; 313: 118627.

Harrou, F, Dairi, A, Taghezouit, B, et al. Automatic fault detection in grid-connected photovoltaic systems via variational autoencoder-based monitoring. Energy Conversion and Management 2024; 314: 118665.

Jiang, M, Ding, K, Chen, X, et al. Research on time-series based and similarity search based methods for PV power prediction. Energy Conversion and Management 2024; 308: 118391.

Ramadan, EA, Moawad, NM, Abouzalm, BA, et al. An innovative transformer neural network for fault detection and classification for photovoltaic modules. Energy Conversion and Management 2024; 314: 118718.

Rinchi, B, Ayadi, O, Al-Dahidi, S, et al. A universal tool for estimating monthly solar radiation on tilted surfaces from horizontal measurements: A machine learning approach. Energy Conversion and Management 2024; 314: 118703.

Said, SZ, Islam, SZ, Radzi, NH, et al. Dust impact on solar PV performance: A critical review of optimal cleaning techniques for yield enhancement across varied environmental conditions. Energy Reports 2024; 12: 1121–1141.

Chen, ZR, Bai, YL, Hong, JT. Constructing two-stream input matrices in a convolutional neural network for photovoltaic power prediction. Engineering Applications of Artificial Intelligence 2024; 135: 108814.

Sahani, M, Choudhury, S, Siddique, MD, et al. Precise single step and multistep short-term photovoltaic parameters forecasting based on reduced deep convolutional stack autoencoder and minimum variance multikernel random vector functional network. Engineering Applications of Artificial Intelligence 2024; 136: 108935.

Shihab, MMH, Sajjad, RN, Khan, MR. Effects of local economy and seasonal cleaning cycle on yield and profit of soiled solar farms. IEEE Journal of Photovoltaics 2024; 14(4): 669–678.

Adothu, B, Kumar, S, John, JJ, et al. Comprehensive review on performance, reliability, and roadmap of c-Si PV modules in desert climates: A proposal for improved testing standard. Progress in Photovoltaics: Research and Applications 2024; 32(8): 495–527.

Poddar, S, Rougieux, F, Evans, JP, et al. Accelerated degradation of photovoltaic modules under a future warmer climate. Progress in Photovoltaics: Research and Applications 2024; 32(7): 456–467.

Tonita, EM, Valdivia, CE, Russell, ACJ, et al. Quantifying spectral albedo effects on bifacial photovoltaic module measurements and system model predictions. Progress in Photovoltaics: Research and Applications 2024; 32(7): 468–480.

Keddouda, A, Ihaddadene, R, Boukhari, A, et al. Experimentally validated thermal modeling for temperature prediction of photovoltaic modules under variable environmental conditions. Renewable Energy 2024; 231: 120922.

Asa'a, S-N, Bizinoto Ferreira Bosco, G, Kyranaki, N, et al. Assessing the light scattering properties of c-Si PV module materials for agrivoltaics: Towards more homogeneous light distribution in crop canopies. Solar Energy 2024; 276: 112690.

Hassan, G, Sami Yilbas, B, Al-Sharafi, A, et al. Dust mitigation strategies concerning solar energy applications: A comprehensive review. Solar Energy 2024; 277: 112728.

Kumar, S, Nayak, PK. An effective method for detection and location estimation of faults in large-scale solar PV arrays. Solar Energy 2024; 277: 112727.

Zeng, F, He, Y, Yang, J, et al. Cracking propensity of UV-aged transparent backsheets for bifacial photovoltaic modules and their effects on barrier properties. Solar Energy 2024; 276: 112662.

Bomber, J, Einhorn, A, Engtrakul, C, et al. Soiling, cleaning, and abrasion: The results of the 5-year photovoltaic glass coating field study. Solar Energy Materials and Solar Cells 2024; 275: 113035.

Jin, S, Wang, S, Feng, H, et al. Mechanically robust and self-cleaning antireflective coatings for photovoltaic modules. Solar Energy Materials and Solar Cells 2024; 275: 113009.

Despotovic, M, Voyant, C, Garcia-Gutierrez, L, et al. Solar irradiance time series forecasting using auto-regressive and extreme learning methods: Influence of transfer learning and clustering. Applied Energy 2024; 365: 123215.

Nie, Y, Paletta, Q, Scott, A, et al. Sky image-based solar forecasting using deep learning with heterogeneous multi-location data: Dataset fusion versus transfer learning. Applied Energy 2024; 369: 123467.

Jia, YJ, Dong, ZL. Characteristics and influencing factors of risk spillover effects across clean energy stock prices: A comparative analysis during four periods of the COVID-19 pandemic. Energy Economics 2024; 135: 107644.

D'Adamo, I, Gastaldi, M, Luthra, S, et al. Agrisolar, incentives and sustainability: Profitability analysis of a photovoltaic system integrated with a storage system. Energy Reports 2024; 12: 251–258.

Alharbey, M, Ben-Salha, O. Does climate policy uncertainty predict renewable energy stocks? A quantile-based (a)symmetric causality analysis. Energy Strategy Reviews 2024; 54: 111443.

Bai, B, Wang, Z, Chen, J. Shaping the solar future: An analysis of policy evolution, prospects and implications in China's photovoltaic industry. Energy Strategy Reviews 2024; 54: 101474.

Peng, Y, Bai, XM. Identifying social tipping point through perceived peer effect. Environmental Innovation and Societal Transitions 2024; 51: 100847.

Soubelet, A, Torné, A, Thalmann, P, et al. Distributional justice, effectiveness, and costs of current and alternative solar PV incentive schemes in Switzerland. Environmental Research Letters 2024; 19(6): 064075.

Dehghanimadvar, M, Egan, R, Chang, NL. Quantifying the costs of diversifying silicon PV module assembly with local economic policies. Joule 2024; 8(5): 1322–1349.

Glowik, M, Chwialkowska, A, Bhatti, WA. Global solar photovoltaic industry network dynamics 2007–2023. Inter-organizational relationships as a source of competitive advantage? Journal of Cleaner Production 2024; 467: 142921.

Aleksandra, A, Sara, BP, Małgorzata, J, et al. Role of solar PV in net-zero growth: An analysis of international manufacturers and policies. Progress in Photovoltaics: Research and Applications 2024; 32(9): 607–622.

Ruan, G, Chen, X, Lim, EG, et al. On the use of sky images for intra-hour solar forecasting benchmarking: Comparison of indirect and direct approaches. Solar Energy 2024; 276: 112649.

Peters, IM, Hauch, J, Brabec, C. Cradle-to-cradle recycling in terawatt photovoltaics: A vision of perpetual utility. Joule 2024; 8(4): 899–912.

Kwok, KH, Savaget, P, Fukushige, S, et al. The necessity for end-of-life photovoltaic technology waste management policy: A systematic review. Journal of Cleaner Production 2024; 461: 142497.

Shaw, SL, Rencheck, ML, Siegfried, GA, et al. A circular economy roadmap for solar photovoltaics. Solar Energy 2024; 276: 112580.

Wang, J, Feng, Y, Shi, M, et al. A comparative study of mechanical crushing and pyrolysis techniques for separation and recovery of discarded polycrystalline silicon photovoltaic modules. Solar Energy Materials and Solar Cells 2024; 275: 113020.