Automated UPDRS Gait Scoring Using Wearable Sensor Fusion and Deep Learning by Xiangzhi Liu, Xiangliang Zhang, Juan Li, Wenhao Pan, Yiping Sun, Shuanggen Lin, Tao Liu

“…Our end-to-end network comprises three specialized branches—a diagnosis head, an evaluation head, and a balance head—whose outputs are integrated via a customized fusion-detection module to emulate the multidimensional assessments performed by clinicians. We validated our system on 21 PD patients and healthy controls performing a simple walking task while wearing a four-channel EMG array on the lower limbs and 2 shank-mounted IMUs. …”
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Visual Discomfort in the Built Environment: Leveraging Generative AI and Computational Analysis to Evaluate Predicted Visual Stress in Architectural Façades by Cleo Valentine, Arnold J. Wilkins, Heather Mitcheltree, Olivier Penacchio, Bruce Beckles, Ian Hosking

“…This study presents a novel, integrated analytical methodology that merges generative artificial intelligence (using Midjourney v6.1) with advanced Fourier-based computational analysis to quantify the impact of architectural façades on visual stress. By systematically varying contrast ratios, pattern periodicity, spatial frequency distribution, stylistic elements, and geometric curvature across nine façade designs, the research generated a diverse array of stimuli that were then analyzed using the Visual Stress Analysis Tool (ViStA). …”
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SPINK1 facilitates tumor progression via the EGFR/JAK/STAT3 axis in oral squamous cell carcinoma: insights from single-cell RNA sequencing by Mingyan Bao, Zhangui Tang

“…Cell-cell communication networks were reconstructed to map ligand-receptor interactions, while Gene Set Variation Analysis (GSVA) and Gene Set Enrichment Analysis (GSEA) were employed to systematically investigate SPINK1-associated signaling pathways. …”
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Optimizing turning parameters of duralumin nano Cr₂C₃–MoS₂ using ANN and MOORA: A multi-objective approach by Ramesh Vellaichamy, Pugazhenthi Rajagopal, Ajith Arul Daniel Selsam Chandradoss, A. Geetha Selvarani

“…The experimental framework employed a Taguchi L₂₇ orthogonal array design to systematically investigate the influence of critical machining parameters like cutting velocity, feed rate, and depth of cut on multiple response characteristics including surface roughness (Ra), tool vibration amplitude, and acoustic emission (AE) intensity. …”
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Clinical Effectiveness as a Key Measure of Achieving Evidence-Based Outcomes in Medical Research by O. Chemerys, V. Ruden

“…An epidemiological, one-step, continuous, scientific study of the available and accessible array of scientific and information sources was carried out using several scientific bibliographic and medical biostatistical methods, taking into account the principles of systematicity. …”
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Optimizing Injection Molding for Propellers with Soft Computing, Fuzzy Evaluation, and Taguchi Method by M. Hedayati-Dezfooli, Mehdi Moayyedian, Ali Dinc, Mostafa Abdrabboh, Ahmed Saber, A. M. Amer

“…The Taguchi L25 orthogonal array is selected, considering the number of levels and parameters, and Finite Element Analysis (FEA) is applied to enhance precision in results. …”
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Questions and Consequences of Omics in Genetically Engineered Crop Regulation by Asa Budnick, Eric Butoto, Nick Loschin, Amanda Mainello‐Land, Jill Furgurson, Rebekah Brown, Greg Ferraro, Rex Alirigia, Modesta Abugu, Ruthie Stokes, Christopher Gillespie, Nolan Speicher

“…In doing so, we conclude that the integration of omics technologies into regulatory systems poses an array of more‐than‐technical dilemmas whose management will require cross‐sector collaboration and innovative approaches to socio‐technical decision‐making.…”
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Deception mechanisms of FDA‒AWACS against passive monopulse angle measurements by Bo Wang, Gang Wang, Yonglin Li, Rennong Yang, Yu Zhao

“…Simulation results indicate that the FDA‒AWACS can theoretically deceive passive monopulse angle measurement systems to a certain extent. However, one‐dimensional uniform linear FDAs and other arrays using sinusoidal frequency offsets exhibit limited deception abilities. …”
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Multimodal Nanoplasmonic and Fluorescence Imaging for Simultaneous Monitoring of Single‐Cell Secretory and Intracellular Dynamics by Saeid Ansaryan, Yung‐Cheng Chiang, Yen‐Cheng Liu, Patrick Reichenbach, Melita Irving, Hatice Altug

“…Utilizing a highly sensitive gold nanohole array biosensor, the system provides label‐free and real‐time monitoring of extracellular secretion, while implementing nanoplasmonic‐compatible multichannel fluorescence microscopy enables to visualize the interconnected intracellular activities. …”
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Development of a Zynq-Based Seismic Acquisition Station for the Exploration of Antarctic Subglacial Lakes by Keyu Zhou, Qisheng Zhang, Linyan Guo, Guangkun Feng, Changhong Li, Jinhang Zhang, Qifei Zhang

“…The main controller utilizes a Zynq series system-on-chip integrated with an FPGA (Field-Programmable Gate Array) and an ARM (Advanced RISC Machine), enabling functions such as local data storage on a secure digital card, Wi-Fi wireless human–machine interaction, and high-speed Ethernet data transmission. …”
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Decentralized Communication-Free Controller for Synchronous Solar-Powered Water Pumping with Emulated Neighbor Sensing by Roungsan Chaisricharoen, Wanus Srimaharaj, Punnarumol Temdee, Hamed Yahoui, Nina Bencheva

“…Solar-powered pumping systems using series pumps are commonly applied in the delivery of water to remote agricultural regions, particularly in hilly tropical terrain. …”
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Real-Time 14-Gbps Physical Random Bit Generator Based on Time-Interleaved Sampling of Broadband White Chaos by Longsheng Wang, Tong Zhao, Daming Wang, Danyu Wu, Lei Zhou, Jin Wu, Xinyu Liu, Yuncai Wang, Anbang Wang

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Large-scale-aware data augmentation for reduced-order models of high-dimensional flows by Philipp Teutsch, Mohammad Sharifi Ghazijahani, Florian Heyder, Christian Cierpka, Jörg Schumacher, Patrick Mäder

“…Convolutional autoencoders have proven to be an adequate tool to perform reduced-order modeling for high-dimensional nonlinear dynamical systems. Their goal is to reduce dimensionality strongly while preserving the most characteristic features of the system. …”
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Miniaturization Potential of Additive-Manufactured 3D Mechatronic Integrated Device Components Produced by Stereolithography by Niklas Piechulek, Lei Xu, Jan Fröhlich, Patrick Bründl, Jörg Franke

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Smart Electric Vehicle Charging Management Using Reinforcement Learning on FPGA Platforms by Udhaya Mugil Damodarin, Gian Carlo Cardarilli, Luca Di Nunzio, Marco Re, Sergio Spanò

“…This paper presents a smart electric vehicle (EV) charging management system that integrates Reinforcement Learning intelligence on a Field-Programmable Gate Array (FPGA) platform. …”
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A Comprehensive Review on Limitations of Autonomous Driving and Its Impact on Accidents and Collisions by Amit Chougule, Vinay Chamola, Aishwarya Sam, Fei Richard Yu, Biplab Sikdar

“…The emergence of autonomous driving represents a pivotal milestone in the evolution of the transportation system, integrating seamlessly into the daily lives of individuals due to its array of advantages over conventional vehicles. …”
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Dual-band bound states in the continuum based on hybridization of surface lattice resonances by Du Xiang, Xiong Lei, Zhao Xueqian, Chen Shuai, Shi Jianping, Li Guangyuan

“…This strategy is based on the hybridization of Mie surface lattice resonances (SLRs) in periodic silicon bipartite nanodisk arrays, of which the central nanodisk displaced from the center of the unit cell. …”
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A Spatial Sigma-Delta Approach to Mitigation of Power Amplifier Distortions in Massive MIMO Downlink by Yatao Liu, Mingjie Shao, Wing-Kin Ma

“…By having the system operating in the low-angle region, the received signals are less affected by the PA distortions. …”
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Experimental Study on Microseismic Monitoring of Depleted Reservoir-Type Underground Gas Storage Facility in the Jidong Oilfield, North China by Yuanjian Zhou, Cong Li, Hao Zhang, Guangliang Gao, Dongsheng Sun, Bangchen Wu, Chaofeng Li, Nan Li, Yu Yang, Lei Li

“…To enhance long-term monitoring performance, this study recommends deploying geophones closer to the reservoir, constructing a 3D velocity model, applying AI-based phase picking, expanding array coverage, and developing a microseismic-injection coupling early warning system. …”
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The simulation and experimental validation of a novel noninvasive multi-target electrical stimulation method by Kai Zhu, Xiaoqing Zhou, Xu Liu, Ren Ma, Mingpeng Wang, Shunqi Zhang, Tao Yin, Zhipeng Liu

“…Abstract The brain is a complex system of structure and function. Brain diseases and brain functional abnormalities often involve multiple functionally connected regions, including the deep brain. …”
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