A big data dynamic approach for adaptive music instruction with deep neural fuzzy logic control by Dong Li, Zhenfang Liu

“…Abstract Background Music training for learners has improved greatly in recent years with the inclusion of information technology and optimization methods. The improvements focus on assisted learning, instruction suggestions, and performance assessments. …”
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Tropospheric Ducting: A Comprehensive Review and Machine Learning-Based Classification Advancements by Mohammed Banafaa, Ali Hussein Muqaibel

“…The insights gained pave the way for further research and optimization of communication system performance in duct-prone environments.…”
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Spatiotemporal assessment of recreation ecosystem service flow from green spaces in Zhengzhou’s main urban area by Fan Qindong, Lu Qiaosu, Yang Xiaoyu

“…This research systematically evaluates the RESF and its spatiotemporal variations, providing decision support for optimizing urban layout and improving urban construction.…”
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Post-Occupation Evaluation of Industrial Heritage Transformation into a Mixed-Mode Park Within the Context of Urban Renewal: A Case Study of Hebei, China by Xiaowei Chen, Yijing Chen, Yuchen Liu

“…The research finds out the shortcomings of the commonalities and differences of mixed-mode industrial heritage parks, finally putting forward optimization suggestions for the problems, in order to provide theoretical reference and practical guidance for the renovation projects of the same type of industrial heritage in the urban renewal stage.…”
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Masked autoencoder of multi-scale convolution strategy combined with knowledge distillation for facial beauty prediction by Junying Gan, Junling Xiong

“…Finally, the teacher net performs knowledge distillation, and the student net receives the loss function transmitted from the teacher net for optimization. The experimental results show that the proposed method outperforms other methods on the FBP task, improves FBP accuracy, and can be widely applied in tasks such as image classification.…”
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A Full Stage Data Augmentation Method in Deep Convolutional Neural Network for Natural Image Classification by Qinghe Zheng, Mingqiang Yang, Xinyu Tian, Nan Jiang, Deqiang Wang

“…Simultaneous data augmentation during training and testing stages can ensure network optimization and enhance its generalization ability. …”
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Cognitive Driven Multilayer Self-Paced Learning with Misclassified Samples by Qi Zhu, Ning Yuan, Donghai Guan

“…In recent years, self-paced learning (SPL) has attracted much attention due to its improvement to nonconvex optimization based machine learning algorithms. As a methodology introduced from human learning, SPL dynamically evaluates the learning difficulty of each sample and provides the weighted learning model against the negative effects from hard-learning samples. …”
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GENETIC CHARACTERIZATION OF AVIAN INFECTIOUS BRONCHITIS VIRUS ISOLATES RECOVERED IN CIS COUNTRIES IN 2015–2017 by L. O. Scherbakova, S. N. Kolosov, Z. B. Nikonova, N. G. Zinyakov, Ye. V. Ovchinnikova, I. A. Chvala

“…This stipulates the need for the continuous monitoring of the virus isolates for the prevention schedule optimization. The paper demonstrates test results of 840 biological samples collected from chickens on the poultry farms in Russia and some CIS countries in 2015–2017. …”
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Dog recognition in public places based on convolutional neural network by Jianquan Ouyang, Hao He, Yi He, Huanrong Tang

“…First, the image is divided into several grids; then, the dense–scale invariant feature transform algorithm is used to split and combine the descriptors, and the channel information of the eight directions of the image is extracted as the input of the convolutional neural network; and finally, we design a convolutional neural network based on Adam optimization algorithm and cross-entropy to identify the dog species. …”
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Developing a supply chain coordination model through a revised revenue sharing contract: Incorporating sales efforts and green quality considerations by Mahdi Nakhaeinejad, Abolfazl Dehghan, Nayereh Sadat Vaziri

“…This research identifies the need for effective decision optimization models and coordination mechanisms that incentivize supply chain members to collaborate towards sustainable production without compromising their financial goals. …”
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Dynamic analysis of the flexible protection system for electricity transmission engineering by Y. Gu, Z. Gu, Z. Yu, P. Lan, N. Lu

“…The accurate dynamic analysis of the process of wire falling into a nylon rope net after tension failure is the key to the design and optimization of the flexible protection system. Efficient modeling and analysis of rope network are the core problems. …”
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Laboratory Model Test Research on Mechanical Characteristics of Anchor in Loess Tunnel under the Action of Pull-Out Load by Zhongming Su, Jianxun Chen, Yanbin Luo, Xin He

“…The results compared are basically consistent, indicating that the conclusion has strong engineering practice, which can provide technical basis for the design and optimization of the system anchor in the sidewall of loess tunnel.…”
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Artificial intelligence techniques applications in the wastewater: A comprehensive review by Zakur Yahya, Márquez Fausto, Al-Taie Ali, Alsaidi Saif, Alsadoon Abeer, Mirashrafi Seyed Bagher, Flaih Laith, Zakoor Yousif

“…Also, the review discusses the application of the various (AI) algorithms on the various wastewater treatment plants (WWTPs), predicting (“WWTP”) effluent properties, the wastewater inflows, the anomaly detecting, and the energy optimization. The critical gaps and the future directions in the (AI) algorithms for the wastewater treatment, including the explain ability of the data-driven models or transfer Learning processes and reinforcement learning, are also addressed.…”
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Robot Path Planning Using Improved Ant Colony Algorithm in the Environment of Internet of Things by Hongliu Huang, Guo Tan, Linli Jiang

“…Aiming at the problems of slow convergence speed, redundant planning path, and easy to fall into local optimal value of ant colony algorithm in a complex environment, a robot path planning based on improved ant colony algorithm is proposed. …”
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Yttrium iron garnet: Dodecahedral substitutions by N. Askarzadeh, H. Shokrollahi, L. Karimi

“…It also highlights recent advances in synthesis methods, property optimization, and emerging applications, while emphasizing the role of dopants in tuning YIG for next-generation magneto-optical and spintronic technologies. …”
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Energy-Efficient Routing Control Algorithm in Large-Scale WSN for Water Environment Monitoring with Application to Three Gorges Reservoir Area by Yuanchang Zhong, Lin Cheng, Liang Zhang, Yongduan Song, Hamid Reza Karimi

“…Secondly, the algorithm adjusts cluster heads and optimizes the clustering according to the maximum energy-welfare of the cluster by the cluster head shifting mechanism. …”
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Structure and Electrochemical Properties of a Mechanochemically Processed Silicon and Oxide-Based Nanoscale Composite as an Active Material for Lithium-Ion Batteries by Norihiro Shimoi, Kazuyuki Tohji

“…Si is essential as an active material in Li-ion batteries because it provides both high charge and optimal cycling characteristics. A composite of Si particles, Cu particles, and pure H2O was realized to serve as an anode active material and optimize the charge–discharge characteristics of Li-ion batteries. …”
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Research Areas on Transition to Renewable Energy Sources in Bibliographic Publications by Mammadov Nurmammad, Akbarova Samira

“…The results indicate significant interest in optimizing the production, use, and utilization of energy resources, prospects for the development of renewable energy, and ensuring environmental sustainability. …”
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A Dopamine Sensor Based on Pre-Concentration by Magnetic Nanoparticles by Mojtaba Bagherzadeh, Somayeh Ansari, Fariborz Riahi, Anahita Farahbakhsh

“…Subsequent to experimental and instrumental optimization, a calibration curve from 5.0×10-6 to 1.0×10-3 M DA with r2=0.999, DL = 7.6×10-7 M DA, and RSD = 4.6%, was obtained in the presence of 1.0×10-3 M AA. …”
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Experimental Research on Mix Ratio of Construction Waste Cemented Filling Material Based on Response Surface Methodology by Weixin Chen, Guohua Zhang, Qin Tao, Liangliang Yu, Tao Li, Xianhua Guan

“…Finally, based on filling material cost optimization model, an optimal mix ratio is given, in which the wet fly ash/aggregate ratio, Talbol gradation index of recycled aggregate, and dosage of water reducing agent to cement are 0.507, 0.5, and 0.678%, respectively. …”
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