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A Small Target Segmentation-Based Assistive Medical Diagnosis Method via Multimedia Data Analysis 基于小目标分割的多媒体数据分析辅助医疗诊断方法
Pub Date : 2024-02-09 DOI: 10.1142/s0218126624501810
Tao Chen, Yanfeng Huang, Yuping Li
The assistive medical diagnosis via multimedia data analysis has been a hot research topic in the area of intelligent health management, which saves a lot of human labor for the hospital. In that, a typical task is to detect and extract key small targets from the medical images. How to ensure detection speed and recognition precision is of great importance to the final practicability of the intelligent techniques. In this paper, we proposed a small target segmentation-based intelligent assistive diagnosis method for this purpose. In the stage of data pre-processing, data enhancement is employed to reduce the effects caused by noise, blur, and low image contrast. In the stage of decoding, a new upsampling method is designed to compensate for information in space and channels to help the network recover feature map resolution, reduce information loss, and improve the segmentation accuracy of smaller tissues or lesions. Such design of a multi-scale adaptive detail feature fusion module is able to make full use of features at different scales to recover high-level detail features, thus improving the segmentation accuracy of structurally complex tissues. Some simulative experiments aided by deep learning programming tools are conducted on the real-world multimedia data (CT, MRI, PET, etc.), so as to evaluate the proposed assistive diagnosis method. It can be concluded from the achieved results that the proposal is well suitable for multimedia data analysis of the experimental scenes.
通过多媒体数据分析进行辅助医疗诊断一直是智能健康管理领域的热门研究课题,可为医院节省大量人力。其中,一项典型的任务就是从医学图像中检测和提取关键的小目标。如何保证检测速度和识别精度,对智能技术的最终实用性具有重要意义。为此,本文提出了一种基于小目标分割的智能辅助诊断方法。在数据预处理阶段,我们采用了数据增强技术来降低噪声、模糊和图像对比度低造成的影响。在解码阶段,设计了一种新的上采样方法来补偿空间和通道信息,帮助网络恢复特征图分辨率,减少信息损失,提高对较小组织或病变的分割精度。这种多尺度自适应细节特征融合模块的设计能够充分利用不同尺度的特征来恢复高级细节特征,从而提高结构复杂组织的分割精度。在深度学习编程工具的辅助下,我们在真实世界的多媒体数据(CT、MRI、PET 等)上进行了一些模拟实验,以评估所提出的辅助诊断方法。从实验结果可以得出结论,该方案非常适合实验场景的多媒体数据分析。
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引用次数: 0
Review on High-Speed Dynamic Comparators for Analog to Digital Converters 用于模数转换器的高速动态比较器综述
Pub Date : 2024-02-08 DOI: 10.1142/s021812662430006x
Komala Krishna, N. Nambath
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引用次数: 0
AWLC: Adaptive Weighted Loop Closure for SLAM with Multi-modal sensor Fusion AWLC:多模态传感器融合 SLAM 的自适应加权闭环
Pub Date : 2024-02-08 DOI: 10.1142/s0218126624502335
Yuxuan Zhang, Hanbing Wei, Zuliang Jin, Xiaoqin Hou
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引用次数: 0
Review on High-Speed Dynamic Comparators for Analog to Digital Converters 用于模数转换器的高速动态比较器综述
Pub Date : 2024-02-08 DOI: 10.1142/s021812662430006x
Komala Krishna, N. Nambath
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引用次数: 0
Dual-Notched UWB Orthogonal MIMO Antenna with Improved Gain Characteristics using Frequency Selective Surfaces for Wireless Communication Applications 利用频率选择性表面改进增益特性的双缺口 UWB 正交 MIMO 天线,用于无线通信应用
Pub Date : 2024-02-08 DOI: 10.1142/s0218126624502323
Yalavarthi Usha Devi, B. T. P. Madhav, Sudipta Das, Tanvir Islam, M. El Ghzaoui
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引用次数: 0
AWLC: Adaptive Weighted Loop Closure for SLAM with Multi-modal sensor Fusion AWLC:多模态传感器融合 SLAM 的自适应加权闭环
Pub Date : 2024-02-08 DOI: 10.1142/s0218126624502335
Yuxuan Zhang, Hanbing Wei, Zuliang Jin, Xiaoqin Hou
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引用次数: 0
Dual-Notched UWB Orthogonal MIMO Antenna with Improved Gain Characteristics using Frequency Selective Surfaces for Wireless Communication Applications 利用频率选择性表面改进增益特性的双缺口 UWB 正交 MIMO 天线,用于无线通信应用
Pub Date : 2024-02-08 DOI: 10.1142/s0218126624502323
Yalavarthi Usha Devi, B. T. P. Madhav, Sudipta Das, Tanvir Islam, M. El Ghzaoui
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引用次数: 0
Optimal Scheduling of Park-Level IES by Considering Combined Weights 通过考虑综合权重优化公园级 IES 的调度
Pub Date : 2024-02-05 DOI: 10.1142/s0218126624501822
Zihao Yang, Xiran Zhou, Ruijie Si, Xiangyu Cai, Haoqian Cui, Yannan Dong, Haixin Wang, Junyou Yang, Zhe Chen, Shiyan Hu
To address the carbon emission issue of combined heat and power (CHP) units in park-level integrated energy system (IES), this paper proposes an optimization scheduling model of park-level IES by considering combined weights. Firstly, a park-level IES is established within a designated park area, incorporating gas storage (GS), power to gas (P2G), carbon capture and storage (CCS), CHP units, wind power and photovoltaic power stations. Based on the analysis of the operational characteristics of GS, P2G, CCS, and CHP, an optimal scheduling model of the GS–P2G–CCS–CHP integrated system is proposed to optimize CHP with low carbon. Secondly, to achieve economic viability and the accommodation of renewable energy, a combined weights approach is proposed for the objective function, considering subjective and objective weights. Finally, to verify the feasibility of the proposed method, four operational strategies are compared, and based on the operational characteristics of GS, P2G, CCS, and CHP, the optimal capacities of P2G and GS are determined.
针对园区级综合能源系统(IES)中热电联产机组的碳排放问题,本文提出了一种考虑综合权重的园区级综合能源系统优化调度模型。首先,在指定的园区内建立园区级综合能源系统,将储气库(GS)、气变电(P2G)、碳捕集与封存(CCS)、热电联产机组、风力发电站和光伏发电站整合在一起。基于对 GS、P2G、CCS 和 CHP 运行特性的分析,提出了 GS-P2G-CCS-CHP 集成系统的优化调度模型,以优化低碳 CHP。其次,为实现经济可行性和对可再生能源的兼顾,提出了目标函数的组合权重法,考虑了主观权重和客观权重。最后,为了验证所提方法的可行性,比较了四种运行策略,并根据 GS、P2G、CCS 和 CHP 的运行特点,确定了 P2G 和 GS 的最优容量。
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引用次数: 0
Optimal Scheduling of Park-Level IES by Considering Combined Weights 通过考虑综合权重优化公园级 IES 的调度
Pub Date : 2024-02-05 DOI: 10.1142/s0218126624501822
Zihao Yang, Xiran Zhou, Ruijie Si, Xiangyu Cai, Haoqian Cui, Yannan Dong, Haixin Wang, Junyou Yang, Zhe Chen, Shiyan Hu
To address the carbon emission issue of combined heat and power (CHP) units in park-level integrated energy system (IES), this paper proposes an optimization scheduling model of park-level IES by considering combined weights. Firstly, a park-level IES is established within a designated park area, incorporating gas storage (GS), power to gas (P2G), carbon capture and storage (CCS), CHP units, wind power and photovoltaic power stations. Based on the analysis of the operational characteristics of GS, P2G, CCS, and CHP, an optimal scheduling model of the GS–P2G–CCS–CHP integrated system is proposed to optimize CHP with low carbon. Secondly, to achieve economic viability and the accommodation of renewable energy, a combined weights approach is proposed for the objective function, considering subjective and objective weights. Finally, to verify the feasibility of the proposed method, four operational strategies are compared, and based on the operational characteristics of GS, P2G, CCS, and CHP, the optimal capacities of P2G and GS are determined.
针对园区级综合能源系统(IES)中热电联产机组的碳排放问题,本文提出了一种考虑综合权重的园区级综合能源系统优化调度模型。首先,在指定的园区内建立园区级综合能源系统,将储气库(GS)、气变电(P2G)、碳捕集与封存(CCS)、热电联产机组、风力发电站和光伏发电站整合在一起。基于对 GS、P2G、CCS 和 CHP 运行特性的分析,提出了 GS-P2G-CCS-CHP 集成系统的优化调度模型,以优化低碳 CHP。其次,为实现经济可行性和对可再生能源的兼顾,提出了目标函数的组合权重法,考虑了主观权重和客观权重。最后,为了验证所提方法的可行性,比较了四种运行策略,并根据 GS、P2G、CCS 和 CHP 的运行特点,确定了 P2G 和 GS 的最优容量。
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引用次数: 0
An Efficient Double Deep Q Learning Network based Soft Faults Detection and Localization in Analog Circuits 基于模拟电路中软故障检测和定位的高效双深度 Q 学习网络
Pub Date : 2024-02-02 DOI: 10.1142/s021812662450230x
G. Puvaneswari
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引用次数: 0
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Journal of Circuits, Systems and Computers
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