CAFiKS: Communication-Aware Federated IDS With Knowledge Sharing for Secure IoT Connectivity by Ogobuchi Daniel Okey, Demostenes Zegarra Rodriguez, Frederico Gadelha Guimaraes, Joao Henrique Kleinschmidt

“…In this paper, we introduce CAFiKS (Communication-Aware Federated Intrusion Detection System with Knowledge Sharing), a novel FL method designed to address the challenges of data heterogeneity, model complexity, and convergence rates. CAFiKS integrates knowledge sharing and parameter compression techniques to achieve a lightweight model that is both resource-efficient and adaptable to heterogeneous IoT settings. …”
Get full text

Reverse vaccinology and immunoinformatics approaches for multi-epitope vaccine design against Klebsiella pneumoniae reveal a novel vaccine target protein by Mayada M. Elfadil, Samah Omer A. Samhoon, Moaaz M. Saadaldin, Sabah A.E. Ibrahim, Ahmed Abdelghyoum M. Mohamed, Omnia H. Suliman, Osama Mohamed, Nadzirah Damiri, Mohd Firdaus-Raih, Sofia B. Mohamed, Qurashi. M. Ali

“…The construct was further optimized for mammalian expression, achieving an ideal GC content (48.27 %) and a codon adaptation index (CAI) of 1.0, facilitating efficient in silico cloning into the pcDNA3 vector. …”
Get full text

Predicting CO₂ and H₂ Solubility in Pure Water and Various Aqueous Systems: Implication for CO₂–EOR, Carbon Capture and Sequestration, Natural Hydr... by Promise O. Longe, David Kwaku Danso, Gideon Gyamfi, Jyun Syung Tsau, Mubarak M. Alhajeri, Mojdeh Rasoulzadeh, Xiaoli Li, Reza Ghahfarokhi Barati

“…Furthermore, natural hydrogen (H₂) production and underground hydrogen storage (UHS) in geological media have emerged as promising technologies for cleaner energy and achieving net–zero emissions. However, selecting a suitable geological storage medium is complex, as it depends on the physicochemical and petrophysical characteristics of the host rock. …”
Get full text

Research Progress on Catalysts for Pyrolysis and Gasification of Organic Solid Waste by Jianzhi YANG, Haitao CHEN, Xing ZHU, Min LIN

“…This synergy enhances process adaptability and resource efficiency while addressing the challenges of variable feedstocks. …”
Get full text

Multi-Level Thresholding Based on Composite Local Contour Shannon Entropy Under Multiscale Multiplication Transform by Xianzhao Li, Yaobin Zou

“…Experimental results on synthetic images and real-world images with complex backgrounds, low contrast, blurred boundaries, and unbalanced sizes demonstrate that the proposed method outperforms six recently proposed multi-level thresholding methods based on the Matthew’s correlation coefficient, indicating stronger adaptability and robustness for segmentation without requiring complex parameter tuning.…”
Get full text

The Image of the Profession among the Specialists of the Special Working Conditions of Primorsky Region by Lyukshina D.S., Kalita V.V.

“…At the Customs service the image of profession is characterized as complex, active, tense, demanded, sociable. The achieved results can be used in consulting work with the employees Border service of the FSB Russia for the Primorye territory, of the territorial bodies of the Police and the Customs services of the Primorsky Region, as well as by the heads of the services and their divisions for increasing the efficiency and professional work productivity.…”
Get full text

A Small Target Pedestrian Detection Model Based on Autonomous Driving by Yang Zhang, Shuaifeng Zhang, Dongrong Xin, Dewang Chen

“…First, a residual block with a discard layer is constructed to replace the standard residual block in the residual network structure to reduce the complexity of the model computation process and solve the problems of gradient disappearance and explosion in the deep network. …”
Get full text

ANALYSIS AND IMPLEMENTATION OF A CRYPTOSYSTEM BASED ON NON-INJECTIVE KNAPSACKS by Maria Sabina A. Volkov

“…Special attention is given to the selection of cryptosystem parameters that provide a balance between security and computational efficiency. …”
Get full text

Urban object detection algorithm based on feature enhancement and progressive dynamic aggregation strategy by Luxuan Bian, Zijun Gao, Jue Wang, Bo Li

“…First, the dual-gated feature mechanism enables selective suppression or enhancement of multilevel features, thereby reducing the interference of complex environmental noise in remote sensing on feature fusion. …”
Get full text

Precision Target Spraying System Integrated with Remote Deep Learning Recognition Model for Cabbage Plant Centers by ZHANG Hui, HU Jun, SHI Hang, LIU Changxi, WU Miao

“…The system was allowed to process complex tasks in real time directly in the field. …”
Get full text

Trajectory Optimization with Dynamic Drivable Corridor-Based Collision Avoidance by Weijie Wang, Tantan Zhang, Zihan Song, Haipeng Liu

“…Trajectory planning for autonomous vehicles is essential for ensuring driving safety, passenger comfort, and operational efficiency. Collision avoidance constraints introduce significant computational complexity due to their inherent non-convex and nonlinear characteristics. …”
Get full text

A Novel Web‐Based Approach for Monitoring Biodiversity by Rajendra Mohan Panda, Padmanava Dash, Partha Sarathi Roy

“…However, biodiversity monitoring needs improvement to handle complex datasets and their analyses. This study attempts to understand these ecological complexities quickly, efficiently, and easily. …”
Get full text

Autonomous Navigation of Mobile Robots: A Hierarchical Planning–Control Framework with Integrated DWA and MPC by Zhongrui Wang, Shuting Wang, Yuanlong Xie, Tifan Xiong, Chao Wang

“…In human–robot collaborative environments, the inherent complexity of shared operational spaces imposes dual requirements on process safety and task execution efficiency. …”
Get full text

NevusCheck: A Dysplastic Nevi Detection Model Using Convolutional Neural Networks by Andreluis Ingaroca-Torres, Lucía Heredia-Moscoso, Alvaro Aures-García

“…Therefore, the research aims to develop a model to diagnose dysplastic nevi using a deep learning network whose classification is based on the pre-trained architecture EfficientNet-B7, which was selected for its high classification accuracy and low computational complexity. …”
Get full text

On the Location of a Constrained k-Tree Facility in a Tree Network with Unreliable Edges by Abdallah W. Aboutahoun, Eman Fares

“…The time complexity of the proposed algorithm is Olkn. Examples are provided to illustrate the performance of the proposed algorithm.…”
Get full text

Grouped Byzantine fault tolerant consensus algorithm based on aggregated signatures by Yong Wang, Qiancheng Wan, Yifan Wu, Lijie Chen

“…The optimized consensus protocol adopts node grouping and one-to-many communication, achieving linear communication complexity and enhancing system scalability and consensus efficiency. …”
Get full text

ARM-Net: A Tri-Phase Integrated Network for Hyperspectral Image Compression by Qizhi Fang, Zixuan Wang, Jingang Wang, Lili Zhang

“…However, these modules tend to increase computational complexity exponentially with the number of bands, which limits their performance under constrained resources. …”
Get full text

A Vision-Based Procedure with Subpixel Resolution for Motion Estimation by Samira Azizi, Kaveh Karami, Stefano Mariani

“…The method’s efficiency and accuracy are assessed here against synthetic shifted patterns, a cantilever beam, and six-story laboratory tests.…”
Get full text

Internal university labor market: problem, inevitability or expediency? by S. V. Orekhova, O. M. Nikitina

“…The specificity of the business model of the university is due to the multifunctionality of its target efficiency, the complexity of the hierarchy, and the special characteristics of the goods. …”
Get full text

A development framework for decision support systems in high-performance sport by Schelling Xavier, Robertson Sam

“…It proposes three separate criteria for this purpose: 1) Context Satisfaction, 2) Output Quality, and 3) Process Efficiency. Underpinning these criteria there are six specific components: Feasibility, Delivered knowledge, Decisional guidance, Data quality, System error, and System complexity. …”
Get full text