VJDNet: A Simple Variational Joint Discrimination Network for Cross-Image Hyperspectral Anomaly Detection by Shiqi Wu, Xiangrong Zhang, Guanchun Wang, Puhua Chen, Jing Gu, Xina Cheng, Licheng Jiao

“…In this paper, a simple and lightweight unsupervised cross-image HAD method called Variational Joint Discrimination Network (VJDNet) is proposed. …”
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Tapping line detection and rubber tapping pose estimation for natural rubber trees based on improved YOLOv8 and RGB-D information fusion by Yaya Chen, Hui Yang, Junxiao Liu, Zhifu Zhang, Xirui Zhang

“…This study proposed a method for tapping line detection and rubber tapping pose estimation based on improved YOLOv8 and RGB-D information fusion. …”
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Fine-Tuning BiomedBERT with LoRA and Pseudo-Labeling for Accurate Drug–Drug Interactions Classification by Ioan-Flaviu Gheorghita, Vlad-Ioan Bocanet, Laszlo Barna Iantovics

“…The framework is designed to log every prediction it makes, allowing results to be refined later, either manually or through automated updates, without discarding low-confidence cases, as traditional threshold-based methods often do. The method keeps a record of every output it generates, making it easier to revisit earlier predictions, either by experts or with improved tools, without depending on preset confidence cutoffs. …”
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Advanced genetic algorithm (GA)-independent component analysis (ICA) ensemble model for predicting trapped humans through hybrid dimensionality reduction by Enoch Adama Jiya, Ilesanmi B. Oluwafemi

“…However, this method's primary drawbacks are its large dimensionality, infrequency, and noise, which makes catastrophic scenario prediction difficult. …”
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FLUIDITY SPEECH FORMATION AS A QUALITATIVE CHARACTERISTIC OF THE ORAL STATEMENT OF PRESCHOOL AGE CHILDREN WITH STUTTER by E. A. Borisova

“…The research demonstrates data analyses of postexperimental diagnostic examination of stuttering preschool children, proving the efficiency of the author’s applied method. Scientific novelty. …”
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Optimizing Solid Oxide Fuel Cell Performance Using Advanced Meta-Heuristic Algorithms by Siva Ram Rajeyyagari, Srinivas Nowduri

“…The background of this research is rooted in the need for enhanced SOFC efficiency and reliability, which are critical for sustainable energy solutions. …”
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Cardioprotective Effect of Trimetazidine in Cardiac Contusion: Experimental Study by O. V. Korpacheva, V. T. Dolgikh

“…Materials and methods: experiments were carried out on non-inbred albino male rats anesthetized with sodium thiopental. …”
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Considerations of Physical Design and Implementation for 5 MHz-100 W LLC Resonant DC-DC Converters by Akinori Hariya, Ken Matsuura, Hiroshige Yanagi, Satoshi Tomioka, Yoichi Ishizuka, Tamotsu Ninomiya

“…Also, the physical parameters and the size of the planar transformer are optimized by using derived equations and finite element method (FEM) with Maxwell 3D. Some experiments are done with prototype LLC resonant DC-DC converter using gallium nitride high electron mobility transistors (GaN-HEMTs); the input voltage is 42–53 V, the reference output voltage is 12 V, the load current is 8 A, the maximum switching frequency is about 5 MHz, the total volume of the circuit is 4.1 cm3, and the power density of the prototype converter is 24.4 W/cc.…”
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Integrating PCA and DEA techniques for strategic assessment of network security by Reza Rasinojehdehi, Seyyed Najafi

“…As a rule of thumb, the number of DMUs should be at least three times larger than the sum of the numbers of inputs and outputs to maintain DEA's discriminating power. Through the combined application of DEA and PCA, this research contributes a comprehensive and efficient method for evaluating and classifying computer network security, providing valuable insights for enhancing overall network resilience against cyber threats.…”
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SlimPort: Port-Driven High-Level Synthesis for Continuous-Flow Microfluidic Biochips by Youlin Pan, Yanbo Xu, Ziyang Chen, Xing Huang, Genggeng Liu

“…High-level synthesis, as an important stage in the design flow of CFMBs, generates binding and scheduling solutions whose quality directly affects the efficiency of the execution of bioassays. Existing high-level synthesis methods perform numerous transport tasks concurrently to increase efficiency. …”
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Safety Prediction Using Vehicle Safety Evaluation Model Passing on Long-Span Bridge with Fully Connected Neural Network by Yang Yang, Lin Yang, Bo Wu, Gang Yao, Hang Li, Soltys Robert

“…In particular, the input and output variables of the vehicle safety evaluation model are determined, and simultaneously training, validation, and testing data are achieved. …”
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A New Semisupervised-Entropy Framework of Hyperspectral Image Classification Based on Random Forest by Mengmeng Sun, Chunyang Wang, Shuangting Wang, Zongze Zhao, Xiao Li

“…The purposes of the algorithm presented in this paper are to select features with the highest average separability by using the random forest method to distinguish categories that are easy to distinguish and to select the most divisible features from the most difficult categories using the weighted entropy algorithm. …”
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Image small target detection in complex traffic scenes based on Yolov8 multiscale feature fusion by Xuguang Chai, Meizhi Zhao, Jing Li, Junwu Li

“…Experimental validations corroborate the efficacy and superiority of the proposed method. Enhanced detection performance is achieved, effectively mitigating the challenges of small target detection in complex scenarios, such as under poor lighting conditions in traffic environments, and elevating both the accuracy and efficiency of detection.…”
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A 1.43-nW 1.3-kHz Resistor-Less Relaxation Oscillator With 67.3-ppm/ ° C Stability by Jiho Lee, Jae-Yoon Sim

“…This temperature sensitivity is further mitigated through a two-point calibration method using a thermometer-driven nonlinear polynomial fitting process. …”
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A Comparative Study of Combustion Characteristics for the Evaluation of the Feasibility of Crude Bioethanol as a Substitute for Marine Fuel Oil by Ju-Wan Kim, Tae-Ho Lee

“…However, the combustion efficiency of BE100 was 8.3% lower than that of MGO. …”
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Enhanced Mamba model with multi-head attention mechanism and learnable scaling parameters for remaining useful life prediction by Fugang Liu, Shenyang Liu, Yuan Chai, Yongtao Zhu

“…Lastly, the model is compared with the current state-of-the-art research findings on aero-engine and lithium-ion batteries datasets, and the experimental results demonstrate that the model outperforms the current state-of-the-art methods in RUL prediction tasks, exhibiting better generalization, and can be applied as a general RUL prediction method to other fields.…”
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Optimal Design and Analysis of Conical Magnetic Gear by Seyed Ahamdreza Afsari Kashani

“…The conical shape allows for greater torque and efficiency, which makes these machines ideal for use in heavy machinery and industrial equipment. …”
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Supercritical water gasification of Botryococcus Braunii algae from textile wastewater through open pond treatment with Ni/Fe2O3−MgO nano-catalyst for hydrogen conversion by Sathish Thanikodi, R. Saravanan

“…These findings demonstrate that SCWG is an effective method for both making biofuels and improving the quality of wastewater. …”
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Optimization of Photovoltaic and Battery Storage Sizing in a DC Microgrid Using LSTM Networks Based on Load Forecasting by Süleyman Emre Eyimaya, Necmi Altin, Adel Nasiri

“…The dynamic load prediction, provided by LSTM in particular, improves system responsiveness and efficiency compared to MLP. Simulation results indicate that optimal sizing of PV and storage units significantly reduces energy costs and dependency on the main grid for both forecasting methods; however, the LSTM-based approach consistently achieves higher annual savings, self-sufficiency, and Net Present Value (NPV) than the MLP-based approach. …”
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Structural development and implementation of new underground heavy-load robot based on configuration optimization by Lixia Fang, Yun Chen, Qinwei Zhang, Cong Ma, Miao Wu

“…Firstly, orienting to the specific working environment and design requirements, a feasible configuration was deduced by the configuration synthesis method. Then, the topology optimization was carried out to output a new stable configuration for underground heavy-load robot with good flexibility and stability. …”
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