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Editorial

Editorial for the Special Issue “Feature Paper Collection in the Section ‘Energy Science and Technology’”

Department of Mechanical and Energy Engineering, Wroclaw University of Science and Technology, 50-370 Wroclaw, Poland
Appl. Sci. 2025, 15(22), 11909; https://doi.org/10.3390/app152211909 (registering DOI)
Submission received: 28 October 2025 / Accepted: 31 October 2025 / Published: 9 November 2025

1. Introduction

Energy science and technology sit at the heart of today’s decarbonization challenge [1,2,3,4]. As global demand grows, society needs order-of-magnitude gains in efficiency, rapid integration of renewables, and deployable control and forecasting tools that safeguard reliability and health [5,6,7]. This Special Issue collects feature papers spanning materials, systems modeling, controls, and field-ready solutions—covering solar and wind, thermal storage and cooling, hydrogen production and use, power electronics, transport, buildings, and power-quality/public health interfaces.

2. Overview of Contributions

Nomandela, Mnguni, and Raji validate grid-connected operation of a large-scale wind power plant via real-time simulation aligned with renewable energy grid codes, showing improved busbar voltages and offering a transferable methodology for future compliance studies. Zhou, Zeng, Zheng, Wang, and Zhou introduce a de-stationarized Crossformer for remaining useful life prediction in PEM fuel cells—combining adaptive normalization, non-stationary attention, crafted features, and a similarity-focused loss—to outperform Transformer/Crossformer baselines on real-vehicle data. Teixeira, Cerveira, Pires, and Baptista integrate LSTM with genetic algorithms for short- to medium-term weather forecasting, and Emexidis and Gkonis benchmark IoT-driven models for wind-energy prediction, highlighting Random Forest’s robustness. Gabaldón, Ruiz-Abellón, Martínez, and Guillamón propose aggregated supercapacitor–battery models for hybrid locomotives to enable pre-feasibility sizing and improved energy recovery on non-electrified lines. Santana-Méndez, García-Afonso, and González-Díaz model Tenerife’s pathway to 100% renewable supply for power and road transport, quantifying the scale of renewables, storage, dispatchables, and electrolysis required. Pukalskas and co-authors assess dual-fuel gasoline–hydrogen operation across WLTC, finding efficiency gains and lower incomplete-combustion products alongside reduced CO2. Mendiara, Filsouf, Adánez-Rubio, Izquierdo, and Abad evaluate Ti-doped manganese oxide oxygen carriers for chemical looping, demonstrating durable oxygen release/regeneration and stable fluidization with an estimated multi-thousand-hour lifetime. Fernando and Naser develop a Eulerian–Eulerian CFD approach to predict iron-particle agglomeration in DRI conditions, aligning with CFD-DEM and experiments. Kočí, Maděra, and Černý present an on-site sensor self-adjustment technique for maintenance-free heat-flow monitoring in building envelopes. Marmol, Zamiri, Purraji, Murillo, Tuñón Díaz, Vazquez, and de Castro mitigate non-minimum-phase behavior in DC–DC boost converters via a dual-control scheme—short-horizon FCS-MPC for fast dynamics with a PI controller that tunes the current reference for steady-state accuracy (validated in simulation and HIL). Gonzalez-Rodriguez, Roldan-Fernandez, Serrano-Gonzalez, and Muñoz-Díez accelerate offshore wind-farm layout optimization by reframing wake interactions as power-deficit aggregation with a conservative-field analogy, achieving substantial runtime reductions in irregular concession areas. Khalil provides a comparative viability analysis across current and emerging hydrogen production pathways using quantitative and qualitative criteria, identifying electrolysis and biomass-waste valorization as the most promising near-term routes to DOE cost targets. Criollo and co-authors show how reduced-order electrolyzer models preserve techno-economic fidelity while cutting compute cost. Skibko and co-authors report a biogas-plant case where undersized feed-in cables caused large voltage excursions; practical fixes restored dual-generator operation and improved stability. Litzbarski and colleagues measure low-frequency EMF near power infrastructure, contrasting ICNIRP guidelines with stricter national limits and advocating localized exposure assessments. Li et al. proposed a source–storage–load collaborative scheduling strategy for aluminum electrolysis, using refined load models (including temperature–output–power coupling and crane–production dynamics) and a multi-objective formulation to cut costs and emissions while maximizing renewable use. An improved heuristic algorithm solves the model. Simulations show, versus single-objective optimization, up to 1677.35 t CO2 reduction and +12.11% renewable use at 67.8% RE penetration, and up to 8260.97 t CO2 reduction and +18.86% renewable use at 76.2%, without harming production stability. Bucur et al. used 2D time-resolved simulations (ANSYS Fluent, Dynamic Mesh 6DOF) to test passive flow control and blade material choices for H-Darrieus VAWTs. Blades with inclined cavities on the extrados accelerate faster and achieve higher tip-speed ratios and power coefficients than baseline NACA0012, especially at higher wind speeds. Lightweight 3D-printed polycarbonate outperforms resin, indicating that combining cavity-modified profiles with low-mass materials can markedly improve VAWT start-up and overall efficiency, guiding future experiments and prototypes.

3. Outlook

Future research should pair scalable optimization with explicit optimality bounds and uncertainty quantification; advance validated digital twins via data reconciliation and hybrid modeling for plant-level monitoring and dispatch; couple thermal storage with low-exergy cooling in buildings and industry; and link comparative TEA/LCA for hydrogen with operational control strategies and infrastructure planning, particularly in isolated or weakly interconnected systems. Finally, engineering-policy co-design will remain essential to harmonize grid codes, exposure standards, and public acceptance.

Funding

Research conducted by Demis Pandelidis is carried out under the “ Destylacja Punktu Rosy/Dew Point Distillation (DPD)” project within the FENG.02.02-IP.05-0247/23 program, First Team of the Foundation for Polish Science, co-financed by the European Union under the European Funds for Smart Economy 2021–2027 (FENG).

Conflicts of Interest

The authors declare no conflict of interest.

List of Contributions

  • Nomandela S.; Mnguni M.E.S.; Raji A.K. A Case Study on the Validation of Renewable Energy Grid Code Compliance for a Large-Scale Wind Power Plant Grid-Connected Mode of Operation in Real-Time Simulation. Appl. Sci. 2025, 15, 5521. https://doi.org/10.3390/app15105521.
  • Zhou N.; Zeng H.; Zheng Z.; Wang K.; Zhou J. PEMFC RUL Prediction for Non-Stationary Time Series Based on Crossformer Model. Appl. Sci. 2025, 15, 2515. https://doi.org/10.3390/app15052515.
  • Teixeira R.; Cerveira A.; Pires E.J.S.; Baptista J. Enhancing Weather Forecasting Integrating LSTM and GA. Appl. Sci. 2024, 14, 5769. https://doi.org/10.3390/app14135769.
  • Gabaldón A.; Ruiz-Abellón M.C.; Martínez F.; Guillamón A. Demand Management in Hybrid Locomotives Through Aggregated Models of Supercapacitors and Railway Units. Appl. Sci. 2025, 15, 2412. https://doi.org/10.3390/app15052412.
  • Pukalskas, S.; Vipartas, T.; Rimkus, A.; Kriaučiūnas, D.; Žaglinskis, J.; Stravinskas, S.; Ušinskas, A.; Juknelevičius, R.; Mejeras, G.; Žuraulis, V.; et al. Numerical Modelling Assessment of the Impact of Hydrogen on the Energy and Environmental Performance of a Car Using Dual Fuel (Gasoline–Hydrogen). Appl. Sci. 2025, 15, 1939. https://doi.org/10.3390/app15041939.
  • Mendiara T.; Filsouf A.; Adánez-Rubio I.; Izquierdo M.T.; Abad A. Performance of Granulated Ti-Dopped Manganese Oxide Oxygen Carriers in Chemical Looping Processes. Appl. Sci. 2025, 15, 750. https://doi.org/10.3390/app15020750.
  • Khalil Y.F. A Comparative Science-Based Viability Assessment Among Current and Emerging Hydrogen Production Technologies. Appl. Sci. 2025, 15, 497. https://doi.org/10.3390/app15020497.
  • Xu L.; You J.; Wu J.; Liu Y.; Zhang D. Parameter Correction on Waste Heat Recovery System of a Gas Turbine Using Supercritical CO2 Based on Data Reconciliation. Appl. Sci. 2025, 15, 248. https://doi.org/10.3390/app15010248.
  • Gonzalez-Rodriguez A.G.; Roldan-Fernandez J.M.; Serrano-Gonzalez J.; Muñoz-Díez J.V. Gradient Descent Algorithm with Greedy Repositioning Using Power Deficit Aggregation of Wakes to Accelerate the Offshore Wind Farm Layout Optimization Problem in Irregular Concession Areas. Appl. Sci. 2024, 14, 11331. https://doi.org/10.3390/app142311331.
  • Criollo, A.; Minchala-Avila, L.I.; Benavides, D.; Ochoa-Correa, D.; Tostado-Véliz, M.; Meteab, W.K.; Jurado, F. Green Hydrogen Production—Fidelity in Simulation Models for Technical–Economic Analysis. Appl. Sci. 2024, 14, 10720. https://doi.org/10.3390/app142210720.
  • Marmol, A.; Zamiri, E.; Purraji, M.; Murillo, D.; Díaz, J.T.; Vazquez, A.; de Castro, A. Dual Control Strategy for Non-Minimum Phase Behavior Mitigation in DC-DC Boost Converters Using Finite Control Set Model Predictive Control and Proportional–Integral Controllers. Appl. Sci. 2024, 14, 10318. https://doi.org/10.3390/app142210318.
  • Emexidis C.; Gkonis P. The Integration of Internet of Things and Machine Learning for Energy Prediction of Wind Turbines. Appl. Sci. 2024, 14, 10276. https://doi.org/10.3390/app142210276.
  • Moravič M.; Marasová D.; Kaššay P.; Ozdoba, M.; Lopot, F.; Bortnowski, P. Experimental Verification of a Compressor Drive Simulation Model to Minimize Dangerous Vibrations. Appl. Sci. 2024, 14, 10164. https://doi.org/10.3390/app142210164.
  • Santana-Méndez I.; García-Afonso Ó.; González-Díaz B. Full Road Transport Sector Transition Towards 100% Autonomous Renewable Energy Supply in Isolated Systems: Tenerife Island Test Case. Appl. Sci. 2024, 14, 9734. https://doi.org/10.3390/app14219734.
  • Litzbarski L.S.; Olesz M.; Redlarski G.; Tojza, P.M.; Żak, A.; Gifuni, E.; Cieślikowska, Z.; Czapliński, M. The Assessment of the Influence of Low-Frequency Electromagnetic Fields Originated from the Power Infrastructure on Humans’ Health. Appl. Sci. 2024, 14, 9668. https://doi.org/10.3390/app14219668.
  • Fernando W.D.S.; Naser J. Eularian–Eularian Model for Agglomeration Behavior of Combusted Iron Particles. Appl. Sci. 2024, 14, 7829. https://doi.org/10.3390/app14177829.
  • Kočí J.; Maděra J.; Černý R. On-Site Sensor Sensitivity Adjustment Technique for a Maintenance-Free Heat Flow Monitoring in Building Systems. Appl. Sci. 2024, 14, 7323. https://doi.org/10.3390/app14167323.
  • Skibko Z.; Borusiewicz A.; Romaniuk W.; Pietruszynska, M.; Milewska, A.; Marczuk, A. Voltage Problems on Farms with Agricultural Biogas Plants—A Case Study. Appl. Sci. 2024, 14, 7003. https://doi.org/10.3390/app14167003.
  • Li J.; Chen Y.; Liu G.; Han R. Low-Carbon Economic Collaborative Scheduling Strategy for Aluminum Electrolysis Loads with a High Proportion of Renewable Energy Integration. Appl. Sci. 2025, 15, 10919. https://doi.org/10.3390/app152010919.
  • Bucur I.O.; Crunțeanu D.E.; Dombrovschi M.C. Performance Optimization of Vertical Axis Wind Turbines Through Passive Flow Control and Material Selection: A Dynamic Mesh Study. Appl. Sci. 2025, 15, 11251. https://doi.org/10.3390/app152011251.

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Pandelidis, D. Editorial for the Special Issue “Feature Paper Collection in the Section ‘Energy Science and Technology’”. Appl. Sci. 2025, 15, 11909. https://doi.org/10.3390/app152211909

AMA Style

Pandelidis D. Editorial for the Special Issue “Feature Paper Collection in the Section ‘Energy Science and Technology’”. Applied Sciences. 2025; 15(22):11909. https://doi.org/10.3390/app152211909

Chicago/Turabian Style

Pandelidis, Demis. 2025. "Editorial for the Special Issue “Feature Paper Collection in the Section ‘Energy Science and Technology’”" Applied Sciences 15, no. 22: 11909. https://doi.org/10.3390/app152211909

APA Style

Pandelidis, D. (2025). Editorial for the Special Issue “Feature Paper Collection in the Section ‘Energy Science and Technology’”. Applied Sciences, 15(22), 11909. https://doi.org/10.3390/app152211909

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