Performance evaluation of limited-memory Broyden–Fletcher–Goldfarb–Shanno algorithm for image reconstruction in through-the-wall radar imaging for rescue missions by Tumaini Edgar, Abdi T. Abdalla, Abdullah F. Ally

“…In all tested scenarios, the LBFGS-based algorithm consistently reconstructed images within the four-minute threshold, achieving satisfactory mean square error values and outperforming traditional sparse reconstruction algorithms. …”
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Structural Vibration Detection Using the Optimized Optical Flow Technique and UAV After Removing UAV’s Motions by Xin Bai, Rongliang Xie, Ning Liu, Zi Zhang

“…The method tracked MTS vibrations with 97% accuracy in a laboratory environment, and the robustness of the environment was confirmed by successful noise reduction using a dedicated noise-suppression algorithm under camera-induced interference conditions. …”
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Building Damage Visualization Through Three-Dimensional Reconstruction and Window Detection by Ittetsu Kuniyoshi, Itsuki Nagaike, Sachie Sato, Yue Bao

“…Results show that the proposed approach achieved measurement accuracy comparable to or better than traditional methods, with an error reduction of approximately 19% in prefabricated structures and 21.72% in detached houses. …”
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Equilibrium Solubility of Ammonium Nitrate and Potassium Nitrate in (NH₄NO₃-KNO₃-H₂O-C₂H₅OH) Mixed System by Xian Wu, Ganbing Yao, Hao Feng

“…Error analysis demonstrates that the calculated values exhibit satisfactory agreement with the experimental data.…”
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A Unified IMC based PI/PID Controller Tuning Approach for Time Delay Processes by Amir Hossein Ahmadi, Seyed Kamaledin Nikravesh, Ali Moradi Amani

“…The proposed PI/PID controller is designed based on the IMC principle and is tuned using a new constraint and without requiring any approximation or model reduction techniques. Meanwhile, the set-point weighting method plays a vital role in achieving a desired performance in both servo and regulatory problems. …”
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Comparison of 3DVar and EnSRF Data Assimilation Using Radar Observations for the Analysis and Prediction of an MCS by Shibo Gao, Jinzhong Min

“…Additionally, the humidity, temperature, and wind fields were also improved by EnSRF; the largest error reduction was found in the water vapor field near the surface and at upper levels.…”
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The axiom about the market (cadastral) cost of the reproducible factors of a single propert by A. D. Vlasov

“…This is the basis of corruption, challenging the results of cadastral assessment of problems of formation of budgets of all levels, reduction in the rate of economic development of Russia. …”
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Adaptive Smart System for Energy-Saving Campus by Ziling Chen, Ray-I Chang, Quincy Wu

“…Although energy saving and carbon reduction have become a global ambition, the implementation of energy-saving mechanisms remains limited. …”
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Post-event Simulation and Analysis of "9.7" Extreme Heavy Rainstorm and Flooding in Shenzhen River Basin by LIU Xunping, ZHENG Jingwei, WANG Zheng, WANG Mengjie

“…The simulated and measured water level processes were in good agreement, with the absolute error in the maximum water levels and flood mark depths being within ±0.2 m. …”
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Random-forest-based task pricing model and task-accomplished model for crowdsourced emergency information acquisition by Wenxiang Li, Shengqun Chen, Lijin Lin, Li Chen

“…Our simulation results demonstrate that the proposed method has an average reduction in Mean Squared Error (MSE) by 44.16 % for task pricing and an average increase in accuracy of 17.71 % for task-accomplished prediction compared to traditional regression models. …”
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Self-Localizing On-Demand Portable Wireless Beacons for Coverage Enhancement of RF Beacon-Based Indoor Localization Systems by Changwei Chen, Solmaz S. Kia

“…Simulation studies of the ultrawideband beacon deployment and localization demonstrates the effectiveness and robustness of the proposed solution in terms of the accurate autonomous position estimation for multiple beacons with <inline-formula><tex-math notation="LaTeX">$1\text{-m}$</tex-math></inline-formula> positioning accuracy, and an average error reduction being 79.21&#x0025; and 34.41&#x0025; with respect to the conventional methods in literature.…”
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Generating context-specific sports training plans by combining generative adversarial networks. by Juquan Tan, Jingwen Chen

“…The proposed GAN model outperforms traditional ML and rule-based methods, achieving a 22% reduction in MSE and a 45% improvement in generation time. …”
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Validation of an Eye-Tracking Algorithm Based on Smartphone Videos: A Pilot Study by Wanzi Su, Damon Hoad, Leandro Pecchia, Davide Piaggio

“…<b>Results:</b> CHT_TM significantly improved the running speed of the CHT_ACM algorithm, with not much difference in the resource consumption, and improved the accuracy on the x axis. CHT_TM achieved a reduction by 79% of the execution time. CHT_TM performed with an average mean percentage error of 0.34% and 0.95% in the x and y direction across the 19 manually validated videos, compared to 0.81% and 0.85% for CHT_ACM. …”
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Predicting Oil Price Trends During Conflict With Hybrid Machine Learning Techniques by Hicham Boussatta, Marouane Chihab, Mohamed Chiny, Younes Chihab

“…Prior to the war, the models showed strong predictive capabilities, evidenced by low mean-squared error (MSE) values and high coefficients of determination (R2). …”
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Mechanical Properties of 17-4 PH Stainless Steel Manufactured by Atomic Diffusion Additive Manufacturing by Animesh Kumar Basak, Jasim Mohammed Sali, Alokesh Pramanik

“…Several scientific facts, such as dimensional error, surface quality, tensile behavior and the internal structure of this process for specific materials for certain conditions, are not well explained in the existing literature. …”
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Comparing setup time and patient preferences for SCIg therapy: a head-to-head cross-sectional evaluation of two SC pumps by Brent Rutland, Suzanne Strasters, Jasmin Bosshard

“…Patients preferred prefilled syringes due to ease and potential error reduction. Fast setup time was important for arthritis management, reducing stress, work accommodation, and caregiver assistance.Conclusion A significant majority (78%) of patients preferred Pump A over Pump B. …”
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Forecasting Carbon Emissions by Considering the Joint Influences of Urban Form and Socioeconomic Development—An Empirical Study in Guangdong, China by Zhijie Rao, Jiapei Li, Jinyao Lin

“…In comparison to the baseline model, which considered only socioeconomic factors, the incorporation of urban form into the carbon emission forecast resulted in a reduction in the mean absolute percentage error from 7.16% to 6.18%. …”
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Fault Isolation in Network of State Automates by I. V. Bystrova, B. P. Podkopaev

“…It was established that with an increase in the number of network components, the reduction of intentioned redundancy by functional diagnostics devices compared with the original version increased significantly.…”
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Design and numerical analysis of bicycle driver compartment area through CFD simulation by Boru Godana Golo, Degefa Legesse Bekele, Garbe Chukulu Jarso, Dr. Ing. Getachew Shunki Tibba

“…Model 3 achieves further drag reduction to 0.437 by increasing the rounding radius. …”
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Risk assessment of water inrush from coal floor based on enhanced samples with class distribution by Shiwei Liu, Jiaxin Zhao, Hao Yu, Jiaqi Chen

“…Compared to other optimization models, our model showed the best prediction performance, with an error reduction of 42.95–51.27% and results biased towards safety. …”
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