STID-Net: Optimizing Intrusion Detection in IoT with Gradient Descent

Sensors, Год журнала: 2025, Номер 25(6), С. 1852 - 1852

Опубликована: Март 17, 2025

The rapid evolution of IoT environment in medical and industrial applications has led to an increase network vulnerabilities, making intrusion detection system a critical requirement. Existing methods often struggle capturing complex irregular patterns from dynamic data, them not suitable for different applications. To address these limitations, this work proposes STID-Net that integrated customized convolutional kernels spatial feature extraction LSTM layers temporal sequence modelling. Unlike traditional models, improved ability identify datasets. This is also equipped with attention mechanism enhancing the long-term dependencies patterns. experimented MBGD SGD optimizers, we are satisfied performance optimizer both IoMT IIoT optimized model provides faster convergence better weight adjustments handling noisy datasets, it robust scalable diverse experimental demonstrates accuracy 97.14% 97.85% while attained 98.58% 99.15% optimization, respectively. proposed methodology outperforms standalone CNN models incorporated result indicates robustness scalability

Язык: Английский

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Facilitation or Replacement: ICT Use in Leisure Constraints Negotiation During the Digital Transformation Era

Sustainability, Год журнала: 2025, Номер 17(4), С. 1503 - 1503

Опубликована: Фев. 12, 2025

This study explores how Information and Communications Technology (ICT) impacts active leisure activity participants in South Korea, focusing on constraints negotiation strategies. As ICT continues to transform experiences, this research examines whether serves as a facilitator or replacement for traditional leisure. Using survey data from 285 adult participants, the categorizes ICT’s influence based framework. Key findings reveal that while time management energy conservation strategies shape use replacement, fitness level adjustments are associated with facilitative role These insights highlight nuanced ways digital tools impact participation, especially among various demographic groups. The suggest dual either supporting substituting reflects broader trends transformation informs development of aimed at enhancing well-being through engagement.

Язык: Английский

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Improving zero-shot cross-domain slot filling via machine reading comprehension prompt template

Engineering Applications of Artificial Intelligence, Год журнала: 2025, Номер 151, С. 110660 - 110660

Опубликована: Апрель 7, 2025

Язык: Английский

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SNS-Based Exposure Influence on Consumers’ Purchasing Behavior: The Evidence from WhatsApp

Telematics and Informatics Reports, Год журнала: 2025, Номер unknown, С. 100202 - 100202

Опубликована: Апрель 1, 2025

Язык: Английский

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