Application of big data technology in visitor behavioral characteristics identification and energy efficiency assessment of intelligent scenic spots by Wei Zhou, Jin Cui

“…However, the large influx of visitors during holidays also brings serious challenges to the management of scenic spots. To efficiently carry out visitor management and energy efficiency management in scenic spots, the study realizes visitor behavior identification and scenic spot energy efficiency assessment based on big data technology. …”
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ECVNet: A Fusion Network of Efficient Convolutional Neural Networks and Visual Transformers for Tomato Leaf Disease Identification by Fendong Zou, Jing Hua, Yuanhao Zhu, Jize Deng, Ruimin He

“…This discrepancy hampers the performance improvement of both model types in the task of tomato leaf disease identification. …”
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An efficient deep learning based approach for automated identification of cervical vertebrae fracture as a clinical support aid by Maninder Singh, Umang Tripathi, Kunvar Kant Patel, Kumar Mohit, Shashwat Pathak

“…Moreover, the automated analysis of the cervical vertebrae fracture is of utmost important, as deep learning models have been widely used and play significant role in identification and classification. …”
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Vehicle Re-Identification Method Based on Efficient Self-Attention CNN-Transformer and Multi-Task Learning Optimization by Yu Wang, Rui Li, Yihan Shao

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Filamentary Convolution for SLI: A Brain-Inspired Approach with High Efficiency by Boyuan Zhang, Xibang Yang, Tong Xie, Shuyuan Zhu, Bing Zeng

“…Evaluated via self-built datasets and cross-validated with public corpora, filamentary convolution improves the low-level feature extraction efficiency and synergizes with temporal models (LSTM/TDNN) to boost recognition. …”
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Comparison of EfficientNetB0 and EfficientNetB7 Models in Classifying Malaria Based on Blood Cells by Muhammad Rizkiansyah Maulana Kiki, Zamah Sari, Didih Rizki

“…This research used two test scenarios to obtain a more effective classification model. The first scenario uses Hyperparameter Tuning and the EfficientNetB0 model with classification results of 95%. …”
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Utilization of EfficientNet-B0 to Identify Oncomelania Hupensis Lindoensis as a Schistosomiasis Host by Moh. Raihan Dirga Putra Lamadjido, Rahmah Laila, Mohammad Yazdi Pusadan, Yuri Yudhaswana, Nouval Trezandy Lapatta, Hajra Rasmita Ngemba

“…The model applied was EfficientNet-B0. The results showed that the EfficientNet-B0 model achieved 98.80% training accuracy and 98.33% validation accuracy. …”
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Robust modeling and planning of radio-frequency identification network in logistics under uncertainties by Bowei Xu, Junjun Li, Yongsheng Yang, Octavian Postolache, Huafeng Wu

“…To realize higher coverage rate, lower reading interference, and cost efficiency of radio-frequency identification network in logistics under uncertainties, a novel robust radio-frequency identification network planning model is built and a robust particle swarm optimization is proposed. …”
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A Lightweight Load Identification Model Update Method Based on Channel Attention by Yong Gao, Junwei Zhang, Mian Wang, Zhukui Tan, Minhang Liang

“…In this study, a load identification method based on the channel attention mechanism is proposed for the lightweight model update problem in the electrical load identification task. …”
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Real-Time Object Detection Model for Electric Power Operation Violation Identification by Xiaoliang Qian, Longxiang Luo, Yang Li, Li Zeng, Zhiwu Chen, Wei Wang, Wei Deng

“…The You Only Look Once (YOLO) object detection model has been widely applied to electric power operation violation identification, owing to its balanced performance in detection accuracy and inference speed. …”
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Online Identification of Aircraft Model Parameters Based on Recursive Least Squares Method by JIANG Yongming, WANG Changqing, XU Cheng

“…In order to realize online update of the flight control system, online assessment of flight capability and online detection of an aircraft fault, the online identification method of unknown parameters in the aircraft dynamics model was studied. …”
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A Bayesian Method for Simultaneous Identification of Structural Mass and Stiffness Using Static–Dynamic Measurements by Zhiyong Li, Zhifeng Wu, Hui Chen

“…To mitigate the computational burden associated with repetitive finite element (FE) analyses during large-scale MCMC sampling, a Kriging surrogate model is employed to efficiently approximate the time-consuming FE simulations. …”
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Comparative Study of Person Re-Identification Techniques Based on Deep Learning Models by Mossaab Idrissi Alami, Abderrahmane Ez-zahout, Fouzia Omary

“…Future research should focus on optimizing model efficiency, reducing computational costs, and extending evaluations to real-time scenarios.…”
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IMPROVING THE EFFICIENCY OF THE FINANCIAL CONTROL SYSTEM IN TERMS OF THE RISK-ORIENTED MODEL by M. N. Ponkratova

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A modified algorithm of 'forward-backward' solving the identification of automata Markov models by A.R. Nurutdinova

“…The paper is devoted to solving the problem of identifying discrete stochastic processes generated on the basis of automata Markov models. This problem is relevant because of the need to increase the efficiency of automata Markov models recognition. …”
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Energy Efficiency of Plasma Jets: Electrical Modeling Based on Experimental Results by Achraf Hani, Karim Saber, Alyen Abahazem, Nofel Merbahi

“…This paper focuses on the determination of and improvement in the energy efficiency of plasma jets. To achieve this goal, an equivalent electrical model of a discharge reactor was developed, incorporating variable electrical parameters. …”
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Identification and leveling of factors affecting the acceptance of excellence model in Islamic Azad University by Seyedeh Somayeh Mousavi Siah Deleh, Samad Jabbari Asl, Musa Rezvani Chaman Zamin

“…Based on this, the current research is looking for an answer to this question: How is the identification and leveling of factors affecting the acceptance of excellence model in Islamic Azad University with the interpretive structural modeling approach? …”
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Field evaluation of genotypes and identification of traits for selection of nitrogen use efficient stable sugarcane (Saccharum Spp. hybrids) clones by Kuldeep Singh, Vikrant Singh

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Research and Experiment on a Chickweed Identification Model Based on Improved YOLOv5s by Hong Yu, Jie Zhao, Xiaobo Xi, Yongbo Li, Ying Zhao

“…However, in practical application scenarios, they still face challenges such as insufficient recognition accuracy, a large number of model parameters, and slow detection speed. In response to the above problems, using chickweed as the identification object, a weed identification model based on improved YOLOv5s was proposed. …”
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Crack Parameters Identification Based on a Kriging Surrogate Model for Operating Rotors by Danyang Wang, Chunrong Hua, Dawei Dong, Biao He, Zhiwen Lu

“…This work proposes a new method to identify crack parameters in a rotor-bearing system based on a Kriging surrogate model and an improved nondominated sorting genetic algorithm-III (NSGA-III). …”
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