Optimization of thermal efficiency in double pass solar air heating systems with emphasis on collector design parameters and operating conditions by Natrayan Lakshmaiya, Naga Dheeraj Kumar Reddy Chukka, M. Karthick, Nimel Sworna Ross, Seeniappan Kaliappan, Ramya Maranan

“…Notably, lower wire mesh pitches and higher collector inclination angles consistently led to higher thermal efficiencies, highlighting the importance of optimizing these parameters for increased energy output. …”
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Unsupervised Learning for Distributed Downlink Power Allocation in Cell-Free mMIMO Networks by Mattia Fabiani, Asmaa Abdallah, Abdulkadir Celik, Omer Haliloglu, Ahmed M. Eltawil

“…Cell-free massive multiple-input multiple-output (CF-mMIMO) surmounts conventional cellular network limitations in terms of coverage, capacity, and interference management. …”
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Enhanced Dynamic Network DEA: A Novel Algorithm for Sustainable Development Efficiency Assessment in “Internet Plus Logistics” Sector by Yingli Wang, Guobin Qiu, Jing Wang, Qi Sun

“…This methodology leverages a comprehensive evaluation indicator system, emphasizing waterway, highway, and railway logistics outputs. The integration of custom algorithms into the CCR and BCC models has provided a deeper insight into efficiency trends and highlighted the need for a shift to an intensive economic model. …”
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Optimizing Small Cell Performance: A New MIMO Paradigm With Distributed ASTAR-RISs by Shakil Ahmed, Ahmed E. Kamal, Mohamed Y. Selim, Md Akbar Hossain, Saifur Rahman Sabuj

“…Small cell networks (ScNs) integrated with reconfigurable intelligent surfaces (RISs) and multiple-inputmultiple-output (MIMO) have emerged as promising solutions to address this issue. …”
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Unraveling the Nexus Between Competition and Banking Efficiency in an Emerging Economy: A Two-Stage Stochastic Frontier Analysis Framework by Muhammad Mateen Naveed, Tingli Liu, Sohaib Mustafa, Xiangtang Chen

“…Pakistan’s banking sector faces a critical juncture as rising competition intersects with uneven efficiency, jeopardizing financial stability. This study employs a two-stage empirical framework: (1) evaluating cost-efficiency (CE) evolution via a novel stochastic frontier analysis (SFA) framework incorporating desirable and undesirable outputs (e.g., nonperforming loans) and (2) assessing competition’s impact using a novel multi-product Lerner index across loan, deposit, and asset markets, analyzed via a two-step dynamic panel data system generalized method of moments. …”
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Experimental validation of an adaptive fuzzy logic controller for MPPT of grid connected PV system by Basem E. Elnaghi, Ahmed M. Ismaiel, Mohamed M. Ismail, Honey A. Zedan, Ahmed A. Salem

“…Recent developments in MPPT methods focus on improving control strategies to ensure efficient operation and smooth integration with the grid. …”
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Development of a new method for maintainability and downtime analysis of mining machinery by M. Rezaei Dashtaki, A. Jandaghi Jafari, S. H. Hoseinie

“…Abstract Shovels are universally acknowledged as vital machinery in surface mining production systems, and enhancements to this equipment substantially augment operational mine output capacity. Extending the length of continuous operation is a cost-efficient strategy that may result in significant productivity improvements, as it is directly linked to the fleet’s reliability and maintainability. …”
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An intelligent prediction method for rock core integrity based on deep learning by Zhaoxia Hu, Hua Mei, Lei Yu

“…Then the fused feature layer is decoded by the feature decoder to output the detection results of rock core fissure. …”
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Method of matched sections in application to thin-walled and Mindlin rectangular plates by Kirill Danylenko, Igor Orynyak

“…The numerical examples for the thin-walled and Mindlin plates show the high efficiency and accuracy of the method.   …”
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Intelligent fault tolerance control using long short-term memory for efficient system performance under fault conditions by Mostafa H. El-Mahdy, Abdelrahman O. Ali, O. H. Hassan, Eman M. El-Gendy, Mahmoud M. Saafan

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Novel Recurrent neural networks for efficient heat transfer analysis in radiative moving porous triangular fin with heat generation by Sana Ullah Saqib, Umar Farooq, Nahid Fatima, Yin-Tzer Shih, Ahmed Mir, Lioua Kolsi

“…AI-based RNN models are employed to simulate and forecast the complex heat transfer behavior in these environments, offering a more precise and efficient analysis as compared to traditional numerical methods. …”
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Timewise–dependent Coefficients Identification Problems for Third-Order Pseudo-Parabolic Equations from Nonlocal Extra Conditions by Mohammed S. Hussein, Sayl Gani, Taysir E. Dyhoum

“…We proved the existence and uniqueness of the solution of the two problems are being proved, but they still need to be proposed (since tiny perturbations in input data cause considerable errors in the output potential term). Consequently, the regularized methods should be employed. …”
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Heartbeat Stars Recognition Based on Recurrent Neural Networks: Method and Validation by Min-Yu Li, Sheng-Bang Qian, Li-Ying Zhu, Wen-Ping Liao, Lin-Feng Chang, Er-Gang Zhao, Xiang-Dong Shi, Fu-Xing Li, Qi-Bin Sun, Ping Li

“…RNNs show excellent performance in recognizing this type of time series data. This method not only allows efficient identification of HBSs but can also be extended to recognize other types of periodic variable stars.…”
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Data-Driven Method for Probabilistic Response Prediction of Cable-Stayed Bridges by Minsun Kim, Jaebeom Lee, Kyoung-Chan Lee, Jeong Hwan Jang, Young-Joo Lee

“…Consequently, the proposed feature-selection method is proven to increase the accuracy and efficiency of the prediction.…”
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An emotional classification method of Chinese short comment text based on ELECTRA by Shunxiang Zhang, Hongbin Yu, Guangli Zhu

“…In response to such problem, the text proposes a new method based on ELECTRA and hybrid neural network. …”
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A Study on Electric Brake Power Control Method for Hybrid Trams by Batu ZHANG

“…Under the premise of ensuring the deceleration of tram electric brake, through the IGBT chopper circuit connected in series with the braking resistor, the power consumed in the braking resistor was adjusted in real time and the electric braking power was fed back to on-board energy storage system to the maximum extent, while not exceeding the power limit of energy storage system, protecting the energy storage system, improving energy utilization efficiency and increasing trams cruising range. At the same time, the problem was solved that when the unidirectional power supply system (such as hydrogen fuel cell system, the internal combustion engine power generation system, etc.) and on-board energy storage device were in hybrid power supply, output power response rate failed to meet the demand of the traction system for power response rate. …”
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Robust Control of Irrigation Systems Using Predictive Methods and Disturbance Rejection by Jose Carreño-Zagarra, Diana Poveda-Rodriguez, Marco Flórez

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Dynamic Modeling of Aeroengine Rotor Speed Based on Data Fusion Method by Jun Hong, Hongxin Wang, Ziqiao Chen, Jiawei Lu, Gang Xiao

“…In this paper, a data-driven system identification method is presented based on the data fusion of a dynamic model and flight test data. …”
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Identification of core sub-team on scientific collaboration networks with Shapley method by Lixin Zhou, Chen Liu, Xue Song

“…Identifying the core sub-teams that drive productivity in scientific collaboration networks is essential for research evaluation and team management. However, existing methods typically rank individual researchers by bibliometric impact or select structurally cohesive clusters, but rarely account for both collaboration patterns and joint scientific output. …”
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Estimation of proximity of controls synthesized on basis of maximum principle and ADAR method by V. P. Lapshin, I. A. Turkin, V. V. Khristoforova

“…The synthesis through the maximum control technique and the ADAR method is performed. In virtue of the comparison of efficiency of these methods, a hypothesis is put forward on the possible compatibility of the studied methods.…”
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