A Hybrid Method for SOC Estimation of Power Battery by Jiliang Yi, Xuechun Zhou, Jin Zhang, Zhongqi Li

“…Simulation results show that the estimated SOC error of the proposed algorithm is less than 1.6% and the convergence time is within 70 s. …”
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Effect of Hyperparameter Tuning on Performance on Classification model by Muhammad Sholeh, Uning Lestari, Dina Andayati

“…In the algorithm. SVM and decision tree algorithms, the performance results before hyperparameter tuning actually have a higher accuracy value. …”
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Near-Infrared Hyperspectral Target Tracking Based on Background Information and Spectral Position Prediction by Li Wu, Mengyuan Wang, Weixiang Zhong, Kunpeng Huang, Wenhao Jiang, Jia Li, Dong Zhao

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基于Alpha Shapes三维重建原理的机器人工作空间求解方法 by 范启忠, 陈是扦, 刁燕, 罗华, 王强

“…The workspace is an important kinematics index of robot and workspace analysis of a surgical robot is a key link in structural optimization and surgery planning.First,the point cloud of workspace is generated by using the Monte Carlo method and the boundary extraction method of partitioning by angle is put forward to get the boundary points of the point cloud.On the basis of the boundary points,the Alpha Shapes algorithm is employed to reconstruct the workspace.Compared with conventional workspace surface solving method,this method has higher precision and better versatility,for it is convenient to adjust theαvalue according to different workspace types.Finally,the volume of the workspace is calculated with numerical integration method,a foundation for robot carrying out surgery is provided.…”
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Assessment of Decongestion Status Before Discharge in Acute Decompensated Heart Failure: A Review of Clinical, Biochemical, and Imaging Tools and Their Impact on Management Decisio... by Diana-Ligia Pena, Adriana-Mihaela Ilieșiu, Justin Aurelian, Mihai Grigore, Andreea-Simona Hodorogea, Ana Ciobanu, Emma Weiss, Elisabeta Badilă, Ana-Maria Balahura

“…This descriptive review synthesizes current evidence on congestion assessment methods in ADHF, focusing on their role in discharge decision-making and prognostic value. We describe various evaluation tools, including clinical examination, biomarkers, imaging techniques, and congestion scores, presenting their integration into a practical assessment algorithm. …”
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Text classification model based on GNN and attention mechanism by ZENG Shuifei, MENG Yao, LIU Jing

“…Secondly, the reasoning cache size of key-value was reduced by the introduction of multi-head latent attention mechanism that utilized the low-rank key-value joint compression technology, which significantly diminished memory usage and improved the performance of the model. …”
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Rotor angle stability enhancement using DDPG reinforcement agent with Gorilla troops optimized input scaling factors by Ahmed H. Yakout, Ahmed E. B. Abu-Elanien, Hany M. Hasanien

“…Abstract This paper introduces a Reinforcement Learning (RL)-based Power System Stabilizer (PSS) with a Deep Deterministic Policy Gradient (DDPG) algorithm for rotor angle stability. The proposed stabilizer uses scaled values of the generator’s accelerating power, a derivative of accelerating power, integration of accelerating power, and generator real power as inputs. …”
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Prediction of Chemical Gas Emissions Based on Ecological Environment by Guobin Chen, Shijin Li

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Evaluation of Students’ Educational Management Quality Based on Intuitionistic Fuzzy Information by Fangjian Cao

“…On the basis of teaching evaluation, with the help of intuitionistic fuzzy information integration algorithm method, this paper focuses on using intuitionistic fuzzy-weighted average operator and normal distribution weighting method to construct the quality evaluation model of students’ education and teaching management, and develops the teaching quality evaluation system based on intuitionistic fuzzy theory. …”
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Deep learning method for cucumber disease detection in complex environments for new agricultural productivity by Jun Liu, Xuewei Wang, Qian Chen, Peng Yan, Xin Liu

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Simultaneous Wood Defect and Species Detection with 3D Laser Scanning Scheme by Zhao Peng, Li Yue, Ning Xiao

“…The integration algorithm is used to calculate the surface area and volume of every defect. …”
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Investigation into fatigue micro-crack identification of steel bridge decks based on acoustic emission detection technology. by Li Jiaqing, Song Fei, Xiao Zidong, Zhu Longji, Chen Lan, Wei Zheliang

“…To address the non-stationary nature of acoustic emission (AE) signals during crack initiation and propagation, this study combines the K-singular value decomposition (K-SVD) dictionary learning algorithm with convolutional neural networks (CNN) to enhance AE signal processing and fatigue crack detection. …”
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Expeditious Dynamic Clustering in Preprocessing for High-Performance Classification by Anamika Pimpa, Narissara Eiamkanitchat

“…This integration selectively combines clusters based on a low-frequency criterion value, optimizing the clustering of the dataset. …”
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Nondestructive freshness recognition of chicken breast meat based on deep learning by Rui Jian, Guangbo Li, Xie Jun, Guolong Shi

“…In conclusion, the YOLOv8n_CA_DSC3 algorithm demonstrates good performance in feature extraction and integration of upper and lower layer information for chicken breast freshness, exhibiting high robustness and providing technical support for non-destructive recognition of chicken breast freshness and food safety.…”
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Frequency regulation of PV-reheat thermal power system via a novel hybrid educational competition optimizer with pattern search and cascaded PDN-PI controller by Serdar Ekinci, Davut Izci, Ozay Can, Mohit Bajaj, Vojtech Blazek

“…The hECO-PS tuned PDN-PI controller achieved a minimum integral of time-weighted absolute error (ITAE) value of 0.4464, outperforming conventional methods like the modified whale optimization algorithm and sea horse algorithm, which yielded ITAE values of 2.6198 and 0.8598, respectively. …”
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Group Stable Matching Problem in Freight Pooling Service of Vehicle–Cargo Matching Platform by Linlin Kong, Min Huang

“…It demonstrates high innovation and practical application value.…”
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Detecting Keratoconus in Adolescents with Anterior Segment Optical Coherence Tomography by Burcu Yücekul, Anika Förster, H. Burkhard Dick, Suphi Taneri

“…Assessing the applicability of an algorithm developed for keratoconus detection in adolescents. …”
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A Framework for Synergy Measurement Between Transportation and Production–Living–Ecological Space Using Volume-to-Capacity Ratio, Accessibility, and Coordination by Xiaoyi Ma, Mingmin Liu, Jingru Huang, Ruihua Hu, Hongjie He

“…This paper breaks through the traditional volume-to-capacity ratio analysis paradigm and innovatively integrates the “production-living-ecological space” theory. …”
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A Review on Research and Application of AI-Based Image Analysis in the Field of Computer Vision by Pan Wu, Xiaoqiang He, Wenhao Dai, Jingwei Zhou, Yutong Shang, Yourong Fan, Tao Hu

“…This paper not only highlights the challenges and limitations, including dataset constraints, algorithm generalization, real-time computational costs, and privacy and ethical concerns, but also offers a forward-looking analysis of development trends such as interdisciplinary integration, weakly supervised and unsupervised learning, algorithm optimization and hardware advancements, and the protection of personal privacy and information. …”
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Digital security risk identification and model construction of smart city based on deep learning by Zhilei Zhao

“…The simulation experiment results show that DL-DSIM achieved 99.13% accuracy, 98.5% recall rate, 98.39% F value, 99.16% accuracy and 95.62% specificity in the training phase, and also achieved 96.1% accuracy, 95.48% recall rate, 96.38% F value, 95.89% accuracy and 93% specificity in the test phase. …”
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