Non-Fragile Estimation for Nonlinear Delayed Complex Networks with Random Couplings Using Binary Encoding Schemes by Nan Hou, Weijian Li, Yanhua Song, Mengdi Chang, Xianye Bu

“…The random couplings are represented by using the Kronecker delta function as well as a Markov chain. This paper aims to conduct a non-fragile state estimation such that, in the presence of some variations/perturbations in the gain parameter of the estimator, the estimation error dynamics will reach exponential ultimate boundedness in mean square and the ultimate bound will be minimized. …”
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DICTION: DynamIC robusT whIte bOx Watermarking Scheme for Deep Neural Networks by Reda Bellafqira, Gouenou Coatrieux

“…Its main originality lies in a generative adversarial network (GAN) strategy where the watermark extraction function is a DNN trained as a GAN discriminator, while the target model acts as a GAN generator. …”
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Robust Frequency Regulation Management System in a Renewable Hybrid Energy Network with Integrated Storage Solutions by Subhranshu Sekhar Pati, Umamani Subudhi, Sivkumar Mishra

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Exploring sphingolipid metabolism-related biomarkers for Parkinson’s disease: a transcriptomic analysis by Guohong Wang, Xingnan Zhou, Xingnan Zhou

“…Based on this, three methods, including functional similarity analysis, co-expression analysis, and gene set enrichment analysis (GSEA) were conducted to study the functions of biomarkers. …”
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ACLC-Detection: A Network for Remote Sensing Image Detection Based on Attention Mechanism and Lightweight Convolution by Shaodong Liu, Faming Shao, Chenshan Yang, Juying Dai, Jinhong Xue, Qing Liu, Tao Zhang

“…Specifically, the deep and shallow convolutional layers of the backbone network are both introduced to depthwise separable convolution. …”
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Designing a sustainable and resilient agri-food closed-loop supply chain network for porcine products by Álvaro Ronaldo Elizalde Camacho, Fatemeh Gholian-Jouybari, Behzad Mosallanezhad, Neale R. Smith, Mostafa Hajiaghaei-Keshteli

“…The network is mathematically developed to minimize the net present value of the total cost over the planning horizon. …”
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Discovery of core biotic stress responsive genes in Arabidopsis by weighted gene co-expression network analysis. by Katherine C H Amrine, Barbara Blanco-Ulate, Dario Cantu

“…The significance of functional enrichments was validated by comparisons with randomly generated networks. …”
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In‐Materia Neuromorphic Properties Induced by Locally Denatured Regions in Sulfonated Polyaniline Networks Incorporating Au Nanoparticles by Yuki Usami, Tomoyo Fukumaru, Yuya Kawashima, Tomoki Misaka, Yoichi Otsuka, Hiroshi Ohoyama, Yasuhisa Naitoh, Takuya Matsumoto

“…The bottlenecks also act as charge‐trapping sites that impart long‐term hysteresis properties and enable the realization of a sum‐of‐products function. These results indicate that the design‐less SPAN–AuNP networks exhibit neuromorphic behavior similar to that of spiking neurons and thus have potential applications in in‐materia computing.…”
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BCDCNN: breast cancer deep convolutional neural network for breast cancer detection using MRI images by D. E. Martina Jaincy, V. Pattabiraman

“…Thereafter, cancer area segmentation is conducted on filtered images by Pyramid Scene Parsing Network (PSPNet). …”
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Informative Path Planning Using Physics-Informed Gaussian Processes for Aerial Mapping of 5G Networks by Jonas F. Gruner, Jan Graßhoff, Carlos Castelar Wembers, Kilian Schweppe, Georg Schildbach, Philipp Rostalski

“…As a central element of the GP prediction, a quantitative evaluation of different mean functions is conducted. The most promising candidates are then integrated into an informative path-planning algorithm tasked with performing an efficient UAV-based cellular network mapping. …”
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An ESG-ConvNeXt network for steel surface defect classification based on hybrid attention mechanism by Ning Zhang, Ziyang Liu, Enxu Zhang, Yuanqi Chen, Jie Yue

“…Additionally, experiments on the X-SDD dataset confirm that the ESG-ConvNeXt network achieves solid classification results. Therefore, the proposed ESG-ConvNeXt network shows great potential in steel surface defect classification.…”
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Elucidating the mechanism of triphenyl phosphate interference in bone metabolism via network toxicology and molecular docking methodologies by Min Xu, Yinxiang Wu, Jiaqi Meng, Mengchen Chen, Chen Ding

“…A protein–protein interaction (PPI) network was constructed using the STRING database and analyzed with Cytoscape software. …”
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Real-Time Software Implementation of Filter-Separated MIMO Adaptive Equalizer for Fully Virtualized Access Networks by Daisuke Hisano, Takahiro Suzuki, Kohei Nishida, Akio Yamasaki, Sang-Yuep Kim, Jun-ichi Kani, Tomoaki Yoshida

“…Thus, these costs are alleviated by optical access networks using general-purpose devices related to software-defined networking (SDN) and network function virtualization (NFV). …”
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Effect of Pre-Trip Information in a Traffic Network with Stochastic Travel Conditions: Role of Risk Attitude by Yun Yu, Shiteng Zheng, Yuankai Li, Huaqing Liu, Jianan Cao

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Research on Fault Detection Technology for Circuit Breaker Operating Mechanism Combinations Based on Deep Residual Networks by Hongping Shao, Yizhe Jiang, Jianeng Zhao, Xueteng Li, Mingzhan Zhang, Mingkun Yang, Xinyu Wang, Hao Yang

“…These spectrograms are then processed using the ResNet50 deep residual neural network for feature extraction and fault classification. …”
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The symptom network of oral health conditions in older populations with oral frailty: a cross-sectional study by Zhang Chengrui, Xing Ying, Luan Wei, Chen Bin

“…Conclusion The study explored the relationship between oral symptoms and oral frailty using network analysis. The study recommended that communities implement routine oral functional assessments to increase the denture restoration rate and identify oral frailty at an early stage, as well as educational and promotional programs aimed at maintaining oral hygiene and function. …”
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NMPC-Based Performance Evaluation of Active Balancing Networks of Li-ion Batteries for Overnight EV Charging by Muhammad Azmat Ullah, Afaq Ahmed, Ali Arshad Uppal, Qadeer Ahmed

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Network Pharmacology, Molecular Docking and Experimental Verification to Explore the Mechanism of Chicoric Acid against Hepatocellular Carcinoma by Wenqian XU, Liangliang ZHANG, Yiping ZHAO, He QIAN, Jianguo XU

“…The protein interaction network was constructed using Cytoscape, followed by GO (Gene Ontology) biological function and KEGG (Kyoto Encyclopedia of Genes and Genes) pathway analyses via the DAVID database. …”
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Network Pharmacology and In Vivo Evaluation of Lycium barbarum Polysaccharide in Preventing Perfluorooctanoic Acid-Induced Damage in Broilers by Nana Gao, Wenmei Yao, Yang Li, Xu Liu, Heping Bai, Xiaodan Wang

“…Protein-protein interaction analysis, GO functional annotation, and KEGG pathway enrichment analysis were performed. …”
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Optimizing Graphene Oxide Content in Cellulose Matrices: A Comprehensive Review on Enhancing the Structural and Functional Performance of Composites by Ghazaleh Ramezani, Ion Stiharu, Theo G. M. van de Ven, Vahe Nerguizian

“…Strategies such as surface functionalization, solvent selection, and protective coatings are discussed. …”
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