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    An efficient method for predicting temperature field of PC beams with CSWs using thermocouple numerical analysis and random forest algorithm by Haiping Zhang, Hao Long, Fanghuai Chen, Yuan Luo, Xinhui Xiao, Yang Deng, Naiwei Lu, Yang Liu

    Published 2025-10-01
    “…A training database for the temperature field was then constructed based on these numerical results. Three machine learning models, random forest, backpropagation neural network, and convolutional neural network, were employed to improve computational efficiency and address the limitations of numerical analysis in handling large datasets for temperature field simulation. …”
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  3. 1043

    A Simulation-Based Comprehensive Analysis for Traffic Efficiency and Spatial Distribution of Risks in Short Weaving Area of Municipal Interchange by Xiaofei Wang, Zhenzhong Ding, Kai Guo, Yongjie Lin

    Published 2021-01-01
    “…Through variance analysis via a large number of simulation scenarios, the weaving length is identified as the most important factor affecting traffic efficiency and risks in the short weaving area. …”
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    Thermal Analysis of Energy Efficiency Performance and Indoor Comfort in a LEED-Certified Campus Building in the United Arab Emirates by Khushbu Mankani, Mutasim Nour, Hassam Nasarullah Chaudhry

    Published 2025-08-01
    “…This study investigates the energy and thermal comfort performance of a LEED Gold-certified, mixed-use university campus in Dubai through a calibrated digital twin developed using IES thermal modelling software. The analysis evaluated existing sustainable design strategies alongside three retrofit energy conservation measures (ECMs): (1) improved building envelope U-values, (2) installation of additional daylight sensors, and (3) optimization of fan coil unit efficiency. …”
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    Assessing raw material efficiency and waste management for Sustainable Development: A VIKOR and TOPSIS Multi-Criteria Decision Analysis by Depczyński Radosław

    Published 2024-12-01
    “…We applied Multi-Criteria Decision Analysis (MCDA) methods, specifically TOPSIS (Technique for Order Preference by Similarity to an Ideal Solution) and VIKOR (in Serbian: VlseKriterijuska Optimizacija I Komoromisno Resenje), along with three weighting techniques, namely Entropy, Standard Deviation, and CRITIC (Criteria Importance Through Inter-criteria Correlation), to evaluate the sustainability of four products. …”
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    Comparative analysis of PCM configurations for energy-efficient air conditioning systems: A case study in Riyadh, Saudi Arabia by Abdulaziz Alasiri, Mohamed Nasser

    Published 2025-01-01
    “…The PCM unit is employed before the AC condenser as an air cooler. Three scenarios are conducted: a base AC without PCM and an AC with flat and corrugated PCM plates. …”
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    Efficiency analysis of primary health care resources: DEA and Tobit regression evidence from village clinics in Jiangsu Province by Wei Jiang, Boyi Yang, Xiaoli Dai, Shanshan Li

    Published 2025-04-01
    “…BackgroundVillage clinics are essential for delivering primary health care in rural China, yet their resource allocation efficiency remains a concern. Many clinics face challenges such as low technical efficiency, imbalanced resource distribution, and insufficient technological progress, which may hinder the delivery of quality healthcare services.MethodsThis study evaluates the resource allocation efficiency of village clinics across 13 cities in Jiangsu Province, China, using Data Envelopment Analysis. …”
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