Lattice-filled TA15 titanium alloy optics housing for laser communication terminals: Design and dynamics validation by Fei Chen, Jie Hou, Song Guo, Yinghong He, Fu Li, Juan Lv, Jianfeng Yang, Bin Xue

“…This study proposes a novel method to replace the aluminum-based silicon carbide (AlSiC) optics housing with a TA15 titanium alloy lattice-filled thin-walled structure. …”
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Gearbox Fault Diagnosis Based on Dynamic Weighted Feature Fusion with Maximum Information Coefficient by Nie Yongjun, Liu Zhijun, Tang Zhenyu, Liu Zhihua, Zhou Qiang

“…The wavelet packet transform is used to decompose the vibration signals collected by multi-sensor into time-frequency domain; the time and frequency domain features are calculated, the weight of each sensor is calculated by the maximum information coefficient, and the features are fused in parallel; the fused features are input into the support vector machine model for fault classification. …”
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Research on bolt loosening recognition based on sound signal and GA-SVM–RFE by Li-Ye Hou, De-Bing Zhuo

“…Abstract In response to the difficulties faced in detecting bolt connection damage in steel truss structures, this paper proposes a bolt loosening identification method based on sound signal analysis, a Genetic Algorithm-Optimized Support Vector Machine (GA-SVM), and Recursive Feature Elimination (RFE). …”
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Stability Analysis and Simulation of Dynamic Behavior of Virtual Synchronous Generator in Microgrid System Using Small Signal Model by Ghazanfar Shahgholian, Ehsan Hosseini, Fatemeh Mohammadzamani

“…Virtual synchronous machines are among the efficient methods to comply with the scarcity of inertia in the power network. …”
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Analysis and Prediction of Grouting Reinforcement Performance of Broken Rock Considering Joint Morphology Characteristics by Guanglin Liang, Linchong Huang, Chengyong Cao

“…Using Fourier transform techniques, a reconstruction method is developed to model joints with arbitrary shape characteristics. …”
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Sentiment analysis for deepfake X posts using novel transfer learning based word embedding and hybrid LGR approach by Madiha Khalid, Muhammad Faheem Mushtaq, Urooj Akram, Mejdl Safran, Sultan Alfarhood, Imran Ashraf

“…The sentiment analysis performance of each applied method is validated using the k-fold cross-validation. …”
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Online identification of stability region for large-scale wind farms, Part II: Construction of stability region boundary by Jia Luo, Peng Wang, Haoran Zhao, Yonghan Liu, Vladimir Terzija

“…Firstly, using the concept of the piecewise affine, the grid impedance is identified with the dynamic mode decomposition method in frequency range partitions. Based on the first-order affine impedance of wind turbine generators and the grid, the nodal admittance matrix is established with high accuracy and efficiency. …”
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Comparative Analysis of dNBR, dNDVI, SVM Kernels, and ISODATA for Wildfire-Burned Area Mapping Using Sentinel-2 Imagery by Sang-Hoon Lee, Myeong-Hwan Lee, Tae-Hoon Kang, Hyung-Rai Cho, Hong-Sik Yun, Seung-Jun Lee

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Forecasting Insurance Company Commitments with Long Short-Term Memory Models by Negar Tehraniyazdi, Reza Vaezi, Saeed Setayeshi, Iman Raeesi Vanani

“…Calculating reserves that are less than the required amounts can pose challenges for insurance companies in fulfilling their commitments while calculating more than necessary amounts can negatively impact the financial statements of insurance companies. MethodsIn this study, a dynamic model based on machine learning algorithms is proposed. …”
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Prediction of speed of sound of deep eutectic solvents using artificial neural network coupled with group contribution approach by Ayat Hussein Adhab, Morug Salih Mahdi, Hardik Doshi, Anupam Yadav, R. Manjunatha, Sushil Kumar, Debasish Shit, Gargi Sangwan, Aseel Salah Mansoor, Usama Kadem Radi, Nasr Saadoun Abd

“…Since the ideal gas heat capacity of DESs is often unavailable, a machine learning (ML) approach, using artificial neural networks (ANNs) coupled with a Group Contribution (GC) method, is a promising technique. …”
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Development of Various Stacking Ensemble-Based HIDS Using ADFA Datasets by Hami Satilmis, Sedat Akleylek, Zaliha Yuce Tok

“…Initially, n-grams, standard bag-of-words (BoW), binary BoW, probability BoW, and term frequency-inverse document frequency (TF-IDF) BoW methods are applied to the ADFA-LD and ADFA-WD datasets. …”
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An Efficient Methodology for the Categorization of Software Requirements Using Natural Language Processing and Similarity Analysis by Rahat Izhar, Kenneth Cosh, Lachana Ramingwon, Sakgasit Ramingwong, Shahid N. Bhatti

“…The following research study proposes “NLPReqClassifier,” a lightweight automated classification model that integrates Term Frequency-Inverse Document Frequency (TF-IDF) and Cosine Similarity. …”
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Unboxing Tree ensembles for interpretability: A hierarchical visualization tool and a multivariate optimal re-built tree by Giulia Di Teodoro, Marta Monaci, Laura Palagi

“…Tree ensemble methods, such as Random Forests or XgBoost, are powerful learning tools for classification tasks. …”
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Contactless radar-based heart rate estimation in palliative care – a feasibility study and possible use in symptom management by Stefan G. Grießhammer, Anke Malessa, Hui Lu, Julia Yip, Julie Leuschner, Florian Christgau, Nils C. Albrecht, Marie Oesten, Thanh Truc Tran, Robert Richer, Maria Heckel, Bjoern M. Eskofier, Alexander Koelpin, Tobias Steigleder, Christoph Ostgathe

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Simulation and explanatory analysis of dissolved oxygen dynamics in Lake Ulansuhai, China by Fan Zhang, Xiaohong Shi, Shengnan Zhao, Ruonan Hao, Biao Sun, Guohua Li, Shihuan Wang, Hao Zhang

“…Study focus: After implementing the optimal noise reduction strategies based on wavelet transform for the high-frequency monitoring data, hybrid models coupling random forests, support vector machines, and artificial neural networks were employed to simulate the dissolved oxygen in the lake during both the open-water and ice-covered periods. …”
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Automated age grading of female Culex pipiens by an optical sensor system coupled to a mosquito trap by María I. González Pérez, Bastian Faulhaber, Mark Williams, Joao Encarnaçao, Pancraç Villalonga, Carles Aranda, Núria Busquets

“…From a balanced dataset of flight data, four features were extracted: wingbeat fundamental frequency, spectrogram, power spectral density and Mel frequency cepstral coefficients. …”
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Integrating multiple terrain features for artefact detection in the newly released TanDEM-X 30 m DEM and DCM over the Loess Plateau by Xingang Zhang, Shanchuan Guo, Zilong Xia, Haowei Mu, Bing Wang, Bin Cui, Hong Fang, Peijun Du

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Implementation of a disease trigger prediction model using AIML for early diagnosis of epilepsy by Aarohi Deshpande, Aarohi Gherkar, Avni Bhambure, Girish Shivhare, Shreyash Kolhe, Bhupendra Prajapati, Shama Mujawar

“…It is often characterized by recurrent brain seizures. A current method that involves monitoring these seizures is Electroencephalography, which allows for the scientific investigation of electrical impulses within the brain. …”
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Synthesizing Explainability Across Multiple ML Models for Structured Data by Emir Veledar, Lili Zhou, Omar Veledar, Hannah Gardener, Carolina M. Gutierrez, Jose G. Romano, Tatjana Rundek

“…Explainable Machine Learning (XML) in high-stakes domains demands reproducible methods to aggregate feature importance across multiple models applied to the same structured dataset. …”
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Ink synthesis and inkjet printing of manganese electrodes on laser textured aluminium foil: The effect of laser texturing parameters on surface roughness and printability by Anesu Nyabadza, Suman Chatterjee, Suganya Pitchai Muthusamy, Sean Ryan, Jesus Inocente Medina Santos, Valeria Nicolosi, Dermot Brabazon, Mercedes Vazquez

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