Category: 7. Maths

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  • A multi-population multi-objective maritime inventory routing optimization algorithm with three-level dynamic encoding

    A multi-population multi-objective maritime inventory routing optimization algorithm with three-level dynamic encoding

    Experimental Settings

    The test case settings in this section are based on commonly used setups in the maritime transport field7,37,38. In actual transportation, shipping companies typically select their fleets based on factors such as…

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  • Improved security for IoT-based remote healthcare systems using deep learning with jellyfish search optimization algorithm

    Improved security for IoT-based remote healthcare systems using deep learning with jellyfish search optimization algorithm

    This study presents an ESHCS-DLJSO technique for IoT healthcare applications. The technique’s main intention is to permit IoT devices in the healthcare field to transform medical data and early recognize health issues in HMI. It contains four…

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  • Adversarial class-wise self-knowledge distillation for medical image segmentation

    Adversarial class-wise self-knowledge distillation for medical image segmentation

    Datasets and evaluation metrics

    Dataset

    We conducted extensive experiments on three benchmark datasets of medical images :Multi-Atlas Labeling Beyond the Cranial Vault (Synapse)31 , Fast and low-resource semi-supervised abdominal organ…

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  • Distributed denial-of-service (DDOS) attack detection using supervised machine learning algorithms

    Distributed denial-of-service (DDOS) attack detection using supervised machine learning algorithms

    This research aims to address the significant threat produced by Distributed Denial of Service (DDoS) attacks in cybersecurity and proposes a framework PCA-Based EDAD for detecting these attacks. In the proposed framework, various supervised…

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  • A lightweight Xray-YOLO-Mamba model for prohibited item detection in X-ray images using selective state space models

    A lightweight Xray-YOLO-Mamba model for prohibited item detection in X-ray images using selective state space models

    Overall architecture

    Figure 1 provides an overview of the architecture of Xray-YOLO-Mamba. The proposed detection model integrates Mamba with the YOLOv11-n framework, redesigning the backbone network by incorporating the Visual State Space (VSS)24

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  • Availability and uncertainty-aware optimal placement of capacitors and DSTATCOM in distribution network using improved exponential distribution optimizer

    Availability and uncertainty-aware optimal placement of capacitors and DSTATCOM in distribution network using improved exponential distribution optimizer

    In this study, the simultaneous optimization of the capacitor and DSTATCOM in the 33-bus distribution network has been implemented to minimize the cost of power losses, installation costs, and the initial investment in reactive power, taking into…

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  • Granular soil particle breakage prediction model based on population evolution theory

    Granular soil particle breakage prediction model based on population evolution theory

    In nature, a multi-particle group consists of multiple single-particle groups, where particles of different sizes experience varying contact stresses due to differences in their contact areas. Although the fragmentation of both single-particle…

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  • Deep learning-based multi-criteria recommender system for technology-enhanced learning

    Deep learning-based multi-criteria recommender system for technology-enhanced learning

    This section presents a conceptual summary of the proposed approach. It discusses the dataset used, the experimental framework of the approach, and how our system was modeled.

    Datasets

    To evaluate the performance and how well the proposed…

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  • Increasing probability of extreme rainfall preconditioned by humid heatwaves in global coastal megacities

    Increasing probability of extreme rainfall preconditioned by humid heatwaves in global coastal megacities

  • Duedall, I. W. & Maul, G. A. Demography of coastal populations. Encycl. Coast. Sci. Encycl. Earth Sci. Ser. 368, 374 (2005).

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  • Feng, K., Ouyang, M. & Lin, N. Tropical cyclone-blackout-heatwave…

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