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  • Open Access

    ARTICLE

    A Novel Comparative Analysis of Statistical and Deep Learning Approaches for Time Series Forecasting of Solar Energy Output

    Said Benkachcha1,*, Mustapha Adar1, Mohamed Maniana2, Youssef Najih1, Mourad Kaddiri1, Mutapha Mabrouki1

    Energy Engineering, Vol.123, No.6, 2026, DOI:10.32604/ee.2026.075406 - 27 May 2026

    Abstract Accurate forecasting of solar photovoltaic (PV) power generation is essential for enabling reliable integration of renewable energy into modern power systems. Variability in solar production, driven by meteorological fluctuations and inherent nonlinear dynamics, presents significant challenges for grid stability, operational planning, and energy management. This study investigates and compares the performance of classical statistical forecasting techniques and advanced deep learning approaches using real PV production data from a Moroccan solar plant. The analysis focuses on accuracy, robustness, computational efficiency, and suitability for short-term operational applications. Among statistical approaches, the Holt–Winters model demonstrated strong capability in… More > Graphic Abstract

    A Novel Comparative Analysis of Statistical and Deep Learning Approaches for Time Series Forecasting of Solar Energy Output

  • Open Access

    ARTICLE

    Economic Optimization of Wind Solar Energy Storage Microgrid in the Northwest Gobi Region of China Based on Improved MDA Algorithm

    Qingguo Nie, Yongfang Nie*

    Energy Engineering, Vol.123, No.6, 2026, DOI:10.32604/ee.2026.069025 - 27 May 2026

    Abstract This study proposes an optimized design method for wind-solar-storage microgrid systems in the Gobi Desert region of northwest China. The core innovation is the development of a Modified Dragonfly Algorithm (MDA) to address the challenges of optimal system sizing and operation under complex desert conditions characterized by high renewable volatility and demanding environmental constraints. To strengthen the algorithm’s global search capability and convergence speed, three key enhancements are introduced: optimal point set initialization for even population distribution, cosine similarity guidance for balanced exploration-exploitation, and a nonlinear convergence factor for adaptive adjustment. The multi-objective optimization model… More >

  • Open Access

    ARTICLE

    Performance Optimization of an Integrated Full-Capacity Domestic Hot Water Supply System for Hotel Applications

    Lanyue Liu1, Chunzhi Zhang1,*, Zhongyi Yu2

    Energy Engineering, Vol.123, No.5, 2026, DOI:10.32604/ee.2025.071463 - 27 April 2026

    Abstract This study develops an optimized integrated system for full-capacity hot water supply in hotels by combining solar thermal energy and air-source heat pumps. Using a hotel in Wuhan as a case study, a four-season × four-occupancy multidimensional working-condition matrix was established. Dynamic simulation and multi-objective optimization were performed on TRNSYS-TRNOPT, with the cost-benefit ratio (CBR) as the core evaluation metric. Key parameters—including collector area, tilt and azimuth angles, heat pump capacity, and storage tank volume—were jointly optimized. Model calibration against measured data yielded a deviation of less than 8%. The results demonstrate that the optimized More >

  • Open Access

    ARTICLE

    Optimization and Scheduling Method for Wind-Solar-Thermal-Storage Power System of Multiple Energy Stations Using Correlation-IGDT

    Yang Liu1, Yinguo Yang1, Pingping Xie1, Qiuyu Lu1, Yue Chen1, Zhanpeng Xu2,*, Zejie Huang2

    Energy Engineering, Vol.123, No.5, 2026, DOI:10.32604/ee.2025.068436 - 27 April 2026

    Abstract With the large-scale integration of wind and solar energy into the power grid, the power system is facing uncertainty challenges in multiple links, such as source, grid, and load. How to efficiently dispatch flexible resources, such as energy storage, has become an urgent problem to be solved. To this end, this paper considers the correlation between new energy stations due to natural conditions, uses Vine-Copula theory to describe the correlation characteristics of the output of multiple new energy stations, and proposes a wind solar new energy output scenario generation method based on Vine-Copula theory; Then,… More >

  • Open Access

    ARTICLE

    Experimental Assessment of a Modified PTC with Aluminum Tubes on the Reflector Surface

    Ebtehal Chasseb Jbary*, Alaa R. Al-Badri

    Energy Engineering, Vol.123, No.3, 2026, DOI:10.32604/ee.2025.074415 - 27 February 2026

    Abstract Despite significant advancements in solar collector technology, persistent challenges remain in improving the overall efficiency of solar systems. This paper investigates the use of mini-channel aluminum tubes mounted on the reflective surface as preliminary heating stages to enhance the overall system thermal performance. Experimental assessments were conducted with flow rates ranging from 0.1 to 0.8 LPM and tilt angles of 180° South and 225° Southwest in Al-Kut, Iraq, from 9:00 AM to 2:00 PM. Fluid flows sequentially through five flat aluminum tubes totaling 50 channels, named stage-1, then flows through four aluminum tubes totaling 40… More >

  • Open Access

    ARTICLE

    Experimental Study of Solar-Powered Underfloor Heating in a Defined Space

    Firas Mahmood Younis1,*, Omar Mohammad Hamdoon2, Ayad Younis Abdulla1

    Energy Engineering, Vol.123, No.2, 2026, DOI:10.32604/ee.2025.073483 - 27 January 2026

    Abstract This paper presents an experimental analysis of a solar-assisted powered underfloor heating system, designed primarily to boost energy efficiency and achieve reliable desired steady-state temperature in buildings. We thoroughly tested the system’s thermal and operational features by subjecting it to three distinct scenarios that mimicked diverse solar irradiance and environmental conditions. Our findings reveal a strong correlation between variations in solar input and overall system performance. The Solar Fraction (SF), our key energy efficiency metric, varied significantly across the cases, ranging from 63.1% up to 88.7%. This high reliance on renewables resulted in a substantial… More >

  • Open Access

    ARTICLE

    Advanced Meta-Heuristic Optimization for Accurate Photovoltaic Model Parameterization: A High-Accuracy Estimation Using Spider Wasp Optimization

    Sarah M. Alhammad1, Diaa Salama AbdElminaam2,3,*, Asmaa Rizk Ibrahim4, Ahmed Taha2

    CMC-Computers, Materials & Continua, Vol.86, No.3, 2026, DOI:10.32604/cmc.2025.069263 - 12 January 2026

    Abstract Accurate parameter extraction of photovoltaic (PV) models plays a critical role in enabling precise performance prediction, optimal system sizing, and effective operational control under diverse environmental conditions. While a wide range of metaheuristic optimisation techniques have been applied to this problem, many existing methods are hindered by slow convergence rates, susceptibility to premature stagnation, and reduced accuracy when applied to complex multi-diode PV configurations. These limitations can lead to suboptimal modelling, reducing the efficiency of PV system design and operation. In this work, we propose an enhanced hybrid optimisation approach, the modified Spider Wasp Optimization… More >

  • Open Access

    ARTICLE

    Theoretical Simulation of the Physical Properties of Solar Energy Material α-Cu2Se

    S. H. Fan1,*, Y. S. Song1, H. J. Hou1, H. L. Guo2, S. R. Zhang3

    Chalcogenide Letters, Vol.22, No.12, pp. 987-997, 2025, DOI:10.15251/CL.2025.2212.987 - 01 December 2025

    Abstract Using first-principles calculations, the physical behavior of α-Cu2Se are thoroughly examined. The computed structural parameters align closely with experimental data. Through computational analysis, the electronic properties for α-Cu2Se are determined. Additionally, mechanical characteristics-including bulk modulus B, shear modulus G, Young’s modulus E, and B/G are evaluated under varying pressure conditions. Furthermore, the optical properties are investigated. The study reveals that α-Cu2Se exhibits a direct bandgap of 0.782 eV, indicating its promising potential for optoelectronic applications. More >

  • Open Access

    ARTICLE

    Scalable and Passive Concentrator Photovoltaics Using a Multi-Focal Pyramidal Array: A Multi-Physics Modeling Approach

    Mussad Mohammed Al-Zahrani*, Taher Maatallah

    Frontiers in Heat and Mass Transfer, Vol.23, No.6, pp. 1883-1905, 2025, DOI:10.32604/fhmt.2025.074656 - 31 December 2025

    Abstract Conventional concentrator photovoltaics (CPV) face a persistent trade-off between high efficiency and high cost, driven by expensive multi-junction solar cells and complex active cooling systems. This study presents a computational investigation of a novel Multi-Focal Pyramidal Array (MFPA)-based CPV system designed to overcome this limitation. The MFPA architecture employs a geometrically optimized pyramidal concentrator to distribute concentrated sunlight onto strategically placed, low-cost monocrystalline silicon cells, enabling high efficiency energy capture while passively managing thermal loads. Coupled optical thermal electrical simulations in COMSOL Multiphysics demonstrate a geometric concentration ratio of 120×, with system temperatures maintained below More >

  • Open Access

    ARTICLE

    Simulation and Performance Analysis of a Photovoltaic-Thermal Heat Pump System

    Jinyou Qiu1,2, Jiale Liu1,2, Yubing Li1,2,*, Shaogeng Zhong3, Guilong Dai1,2, Wenhua Liu4

    Frontiers in Heat and Mass Transfer, Vol.23, No.6, pp. 2025-2049, 2025, DOI:10.32604/fhmt.2025.072260 - 31 December 2025

    Abstract The growing demand for energy-saving and renewable heating solutions has made photovoltaic/thermal (PV/T) heat pump systems a promising technology. However, their thermal and electrical performance, as well as the overall utilization of solar energy, strongly depend on capacity configuration and operating parameters. To address this issue, this study proposes a PV/T heat pump system featuring a novel rhombic flow channel structure that functions as the collector-evaporator. An experimental test bench was established to evaluate system performance, and a one-dimensional numerical model was developed to investigate the effects of environmental and operating parameters. The simulation results… More > Graphic Abstract

    Simulation and Performance Analysis of a Photovoltaic-Thermal Heat Pump System

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