Design and Research of Multi-Heterogeneous Network Security Intrusion Detection System Based on TensorFlow Framework
Available online 10 November 2025
Traditional intrusion detection systems (IDS) face challenges in complex and heterogeneous network environments, particularly in terms of accuracy, adaptability, and performance. This study presents...
A method of vehicle networking environment information sharing based on distributed fountain code
2024
The exchange of perceptual information between autonomous vehicles could significantly improve driving safety. In general, obtaining more information means driving more safely. However, Frequent information...
Introducing a high-throughput energy-efficient anti-collision (HT-EEAC) protocol for RFID systems
2024
The utilization of radio frequency identification (RFID) technology has witnessed a substantial rise in recent years, and this upward trend is expected to continue in the coming years. It is often described...
Blockchain-based electronic voting systems: A case study in Morocco
2024
This research examines the feasibility of implementing blockchain-based electronic voting systems in Morocco to enhance electoral transparency and integrity. The study employs a methodology that combines...
Tracing delay network in air transportation combining causal propagation and complex network
2024
In air transportation, monitoring delays and making informed decisions at a system level is crucial for network managers. Causal selection methods have recently witnessed increased adoption for the...
A macroscopic traffic flow modelling and collision avoidance using B-spline and Physics-Informed Neural Network approaches
2024
The macroscopic model, such as the Lighthill-Whitham-Richards (LWR), has been extensively studied and applied to various homogeneous traffic problems. However, numerical methods have been widely used...
Secure internet of medical things based electronic health records scheme in trust decentralized loop federated learning consensus blockchain
2024
Electronic Health Records (EHRs) have become an increasingly significant source of information for healthcare professionals and researchers. Two technical challenges are addressed: motivating federated...
Modelling and analysis of fiber Bragg grating temperature sensor for Internet of things applications (FBG-4-IoT)
2024
The integration of Fiber Bragg Grating (FBG) sensors into the Internet of Things (IoT) has garnered significant attention in recent years because of their immunity to electromagnetic and radio frequency...
Deep CNN based brain tumor detection in intelligent systems
2024
The early detection of brain tumor is crucial for effective treatment and improved patient prognosis in Industrial Information Systems. This research introduces a novel computational model employing...
Improved spectrum prediction model for cognitive radio networks using hybrid deep learning technique
2024
Cognitive Radio (CR) technology has been highlighted as one of the most likely answers to the issue of spectrum shortage with the rise of fifth generation and beyond communication. Secondary users (SUs)...
A new intelligent controller based on integral sliding mode control and extended state observer for nonlinear MIMO drone quadrotor
2024
Unmanned aerial vehicles (UAVs) control faces major challenges such as dynamic complexity, unknown external disturbances, parametric uncertainties, time-varying states and delays. The literature proposes...
Machine Learning-enhanced loT and Wireless Sensor Networks for predictive analysis and maintenance in wind turbine systems
2024
Wind power (WP) represents a Renewable Energy Source (RES) that has noticed substantial development as people continuously search for green energy sources. Utilizing predominantly Predictive Maintenance...
NVS-GAN: Benefit of generative adversarial network on novel view synthesis
2024
The methodology to generate new views for an object from provided input object view is called Novel View Synthesis (NVS). Humans imagine novel views through prior knowledge gathered through their lifetime....
Adaptive switching and routing protocol design and optimization in internet of things based on probabilistic models
2024
Through smart cities, Intelligent Transportation Systems (ITS), the agricultural sector, and wearable devices, the Internet of Things (IoT) has revolutionized several human interests. Through the development...
Interference-assisted energy harvesting short packet communications with hardware impairments
2024
Radio frequency energy harvesting offers a promising solution to provide low power Internet of Things (IoT) devices with convenient and perpetual energy supply. In this work, we investigate the reliable...
FCMPR:A multi-path secure transmission method based on link security assessment and fountain coding
2024
The security of network data transmission has always been a focus of attention. With the rapid development of quantum computers and the rise of intelligent algorithms such as semantic analysis, traditional...
Generative artificial intelligence for distributed learning to enhance smart grid communication
2024
Machine learning models are the backbone of smart grid optimization, but their effectiveness hinges on access to vast amounts of training data. However, smart grids face critical communication bottlenecks...
A two-stage CNN model for the classification and severity analysis of retinal and choroidal diseases in OCT images
2024
The advancements in medical imaging techniques have brought exponential increase in the quantity and complexity of data which often require human expertise for interpretation and decision making. However,...
Research on the application of network security defence in database security services based on deep learning integrated with big data analytics
2024
Every day, more people use the internet to send and receive sensitive information. A lot of confidential data is being transmitted electronically between people and businesses. Cyber-attacks, which...
Markov enhanced I-LSTM approach for effective anomaly detection for time series sensor data
2024
Users could engage and interact with their immediate surroundings without effort in smart settings. The emergence of intelligent technologies along with software-based services has made this possible....
Heterogeneity-aware device selection for efficient federated edge learning
2024
Federated learning (FL) combined with mobile edge computing (FEEL) provides an end-to-edge synergetic learning approach to allow end devices to participate in machine learning model training parallelly...
Security experimental framework of trajectory planning for autonomous vehicles
2024
In the contemporary landscape, autonomous vehicles (AVs) have emerged as a prominent technological advancement globally. Despite their widespread adoption, significant hurdles remain, with security...
Optimizing land mine detection across diverse mining environments: A hyperspectral data approach with regression models
2024
The detection of landmines, namely anti-tank mines, explosive devices, and unexploded ordnance, is a formidable obstacle for the global community. The visible consequences of unobserved explosives in...
AOF: An adaptive algorithm for enhancing RPL objective function in smart agricultural IoT networks
2024
Within the Internet of Things (IoT) ecosystem, the Routing Protocol for Low-Power and Lossy Networks (RPL) serves as a foundational element for network communication. The protocol's effectiveness depends...
Enhancing aspect category detection in imbalanced online reviews: An integrated approach using Select-SMOTE and LightGBM
2024
Aspect category detection (ACD) is a pivotal subtask within the field of sentiment analysis in natural language processing, aiming to identify implicit aspect category information in online review texts....