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A Study of Electromyogram Based on Human-Computer Interface 被引量:1
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作者 Jun-Ru Ren Tie-Jun Liu Yu Huang De-Zhong Yao 《Journal of Electronic Science and Technology of China》 2009年第1期69-73,共5页
In this paper, a new control system based on forearm electromyogram (EMG) is proposed for computer peripheral control and artificial prosthesis control. This control system intends to realize the commands of six pre... In this paper, a new control system based on forearm electromyogram (EMG) is proposed for computer peripheral control and artificial prosthesis control. This control system intends to realize the commands of six pre-defined hand poses: up, down, left, right, yes, and no. In order to research the possibility of using a unified amplifier for both electroencephalogram (EEG) and EMG, the surface forearm EMG data is acquired by a 4-channel EEG measurement system. The Bayesian classifier is used to classify the power spectral density (PSD) of the signal. The experiment result verifies that this control system can supply a high command recognition rate (average 48%) even the EMG data is collected with an EEG system just with single electrode measurement. 展开更多
关键词 Bayesian classifier forearm electro-myogram hand pose human-computer interface.
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Criteria of Human-computer Interface Design for Computer Assisted Surgery Systems
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作者 张建国 林艳萍 +2 位作者 王成焘 刘志宏 杨庆铭 《Journal of Shanghai Jiaotong university(Science)》 EI 2008年第5期538-541,共4页
In recent years, computer assisted surgery (CAS) systems become more and more common in clinical practices, but few specific design criteria have been proposed for human-computer interface (HCI) in GAS systems. Th... In recent years, computer assisted surgery (CAS) systems become more and more common in clinical practices, but few specific design criteria have been proposed for human-computer interface (HCI) in GAS systems. This paper tried to give universal criteria of HCI design for CAS systems through introduction of demonstration application, which is total knee replacement (TKR) with a nonimage-based navigation system. A typical computer assisted process can be divided into four phases: the preoperative planning phase, the intraoperative registration phase, the intraoperative navigation phase and finally the postoperative assessment phase. The interface design for four steps is described respectively in the demonstration application. These criteria this paper summarized can be useful to software developers to achieve reliable and effective interfaces for new CAS systems more easily. 展开更多
关键词 computer assisted surgery (CAS) systems human-computer interface design criteria total knee replacement (TKR)
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Some computer graphical user interfaces in radiation therapy 被引量:1
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作者 James C L Chow 《World Journal of Radiology》 CAS 2016年第3期255-267,共13页
In this review, five graphical user interfaces(GUIs) used in radiation therapy practices and researches are introduced. They are:(1) the treatment time calculator, superficialx-ray treatment time calculator(SUPCALC) u... In this review, five graphical user interfaces(GUIs) used in radiation therapy practices and researches are introduced. They are:(1) the treatment time calculator, superficialx-ray treatment time calculator(SUPCALC) used in the superficial X-ray radiation therapy;(2) the monitor unit calculator, electron monitor unit calculator(EMUC) used in the electron radiation therapy;(3) the multileaf collimator machine file creator, sliding window intensity modulated radiotherapy(SWIMRT) used in generating fluence map for research and quality assurance in intensity modulated radiation therapy;(4) the treatment planning system, DOSCTP used in the calculation of 3D dose distribution using Monte Carlo simulation; and(5) the monitor unit calculator, photon beam monitor unit calculator(PMUC) used in photon beam radiation therapy. One common issue of these GUIs is that all user-friendly interfaces are linked to complex formulas and algorithms based on various theories, which do not have to be understood and noted by the user. In that case, user only needs to input the required information with help from graphical elements in order to produce desired results. SUPCALC is a superficial radiation treatment time calculator using the GUI technique to provide a convenient way for radiation therapist to calculate the treatment time, and keep a record for the skin cancer patient. EMUC is an electron monitor unit calculator for electron radiation therapy. Instead of doing hand calculation according to pre-determined dosimetric tables, clinical user needs only to input the required drawing of electron field in computer graphical file format, prescription dose, and beam parameters to EMUC to calculate the required monitor unit for the electron beam treatment. EMUC is based on a semi-experimental theory of sector-integration algorithm. SWIMRT is a multileaf collimator machine file creator to generate a fluence map produced by a medical linear accelerator. This machine file controls the multileaf collimator to deliver intensity modulated beams for a specific fluence map used in quality assurance or research. DOSCTP is a treatment planning system using the computed tomography images. Radiation beams(photon or electron) with different energies and field sizes produced by a linear accelerator can be placed in different positions to irradiate the tumour in the patient. DOSCTP is linked to a Monte Carlo simulation engine using the EGSnrc-based code, so that 3D dose distribution canbe determined accurately for radiation therapy. Moreover, DOSCTP can be used for treatment planning of patient or small animal. PMUC is a GUI for calculation of the monitor unit based on the prescription dose of patient in photon beam radiation therapy. The calculation is based on dose corrections in changes of photon beam energy, treatment depth, field size, jaw position, beam axis, treatment distance and beam modifiers. All GUIs mentioned in this review were written either by the Microsoft Visual Basic.net or a MATLAB GUI development tool called GUIDE. In addition, all GUIs were verified and tested using measurements to ensure their accuracies were up to clinical acceptable levels for implementations. 展开更多
关键词 graphicAL USER interface Cancer TREATMENT TREATMENT planning RADIOTHERAPY MONITOR unit calculation
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A graphical user interface(GUI)for model-based radiation-induced acoustic computed tomography
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作者 Michelle Simon Prabodh Kumar Pandey +1 位作者 Leshan Sun Liangzhong Xiang 《Journal of Innovative Optical Health Sciences》 SCIE EI CAS CSCD 2023年第1期39-53,共15页
Radiation-induced acoustic computed tomography(RACT)is an evolving biomedical imaging modality that aims to reconstruct the radiation energy deposition in tissues.Traditional backprojection(BP)reconstructions carry no... Radiation-induced acoustic computed tomography(RACT)is an evolving biomedical imaging modality that aims to reconstruct the radiation energy deposition in tissues.Traditional backprojection(BP)reconstructions carry noisy and limited-view artifacts.Model-based algorithms have been demonstrated to overcome the drawbacks of BPs.However,model-based algorithms are relatively more complex to develop and computationally demanding.Furthermore,while a plethora of novel algorithms has been developed over the past decade,most of these algorithms are either not accessible,readily available,or hard to implement for researchers who are not well versed in programming.We developed a user-friendly MATLAB-based graphical user interface(GUI;RACT2D)that facilitates back-projection and model-based image reconstructions for twodimensional RACT problems.We included numerical and experimental X-ray-induced acoustic datasets to demonstrate the capabilities of the GUI.The developed algorithms support parallel computing for evaluating reconstructions using the cores of the computer,thus further accelerating the reconstruction speed.We also share the MATLAB-based codes for evaluating RACT reconstructions,which users with MATLAB programming expertise can further modify to suit their needs.The shared GUI and codes can be of interest to researchers across the globe and assist them in e±cient evaluation of improved RACT reconstructions. 展开更多
关键词 Radiation-induced acoustic computed tomography(RACT) image reconstruction graphical user interface(GUI) photoacoustic tomography
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Generating Graphic User Interface of Web Applications Using Source Code Generator Based on Dynamic Frames
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作者 Danijel Radosevic Denis Bracun Ivan Magdalenic 《Computer Technology and Application》 2011年第11期843-848,共6页
This paper deals with a problem of application generation together with their Graphic User Interface (GUI). Particularly, the source code generator based on dynamic frames was improved for more effective specificati... This paper deals with a problem of application generation together with their Graphic User Interface (GUI). Particularly, the source code generator based on dynamic frames was improved for more effective specification of GUI. It's too demanding for the developers to have specification of the application that contain all physical coordinates and other details of buttons and other GUI elements. The developed solution for this problem is based on post-processing of generated source code using iterators for specifying coordinates and other values of graphic elements. The paper includes two examples of generating web applications and their GUI. 展开更多
关键词 Generators graphic user interface dynamic frames.
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Graphical User Interface for the Monitoring of CAN Frames by Means of a SoC Cyclone V
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作者 Josefina Castaneda Camacho Salvador Morales Caro +4 位作者 Gerardo Mino-Aguilar Liliana Cortez Italo Cortez Ana Maria Rodriguez Dominguez Rodrigo Lucio Maya Ramirez 《World Journal of Engineering and Technology》 2018年第1期214-224,共11页
In this paper, the design of a Graphical User Interface for CAN data frame monitoring is presented. The GUI has been developed in the Qt Creator IDE. A touch screen for visualization and control is used, which in turn... In this paper, the design of a Graphical User Interface for CAN data frame monitoring is presented. The GUI has been developed in the Qt Creator IDE. A touch screen for visualization and control is used, which in turn is controlled by a development board with a SoC Cyclone V, through which a Linux operating system is executed. 展开更多
关键词 SOC Touch Screen QT graphical User interface CAN Frames MONITORING
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Information visualization,physicality and intuitive use for tangible user interfaces 被引量:1
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作者 HO U Shijiang LIU Guohua 《Computer Aided Drafting,Design and Manufacturing》 2012年第3期18-22,共5页
In the last two decades, tangible user interfaces (TUIs) have emerged as a new interface type that interlinks the digital and physical worlds. TUIs show a potential to enhance the way in which people interact with d... In the last two decades, tangible user interfaces (TUIs) have emerged as a new interface type that interlinks the digital and physical worlds. TUIs show a potential to enhance the way in which people interact with digital information. First, this paper exam- ines the existing body of work on tangible user interfaces and discusses their application domains, especially information visualiza- tion. Then it provides a definition of intuitive use and reviews formerly separated ideas on physicality. As interaction has an impact on the overall product experience, we also discuss whether intuitive use influences the users' aesthetic judgements of such products. 展开更多
关键词 human-computer interaction tangible user interfaces intuitive use AESTHETICS physicality information visualization
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CARDIOGUI: An Interface Guide to Simulate Cardiovascular Respiratory System during Physical Activity
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作者 Jean Marie Ntaganda Benjamin Mampassi 《Applied Mathematics》 2012年第12期2000-2006,共7页
This paper aims at the presentation of an interface to simulate cardiovascular respiratory system. The authors are interested in the resolution of optimal control problem related to the performance of a 30 years old w... This paper aims at the presentation of an interface to simulate cardiovascular respiratory system. The authors are interested in the resolution of optimal control problem related to the performance of a 30 years old woman. The results show in the most case the determinant parameters of cardiovascular respiratory system reach the equilibrium value due to its controls that is heart rate and alveolar ventilation. 展开更多
关键词 graphicAL User interface ARTERIAL Oxygen PRESSURE ARTERIAL Dioxide PRESSURE Cardiovascular/Respiratory System Optimal Control Problem Numerical Simulation Physical Activity
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Navigation in virtual and real environment using brain computer interface:a progress report
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作者 Haochen HU Yue LIU +1 位作者 Kang YUE Yongtian WANG 《Virtual Reality & Intelligent Hardware》 2022年第2期89-114,共26页
A brain-computer interface (BCI) facilitates bypassing the peripheral nervous system and directly communicating with surrounding devices. Navigation technology using BCI has developed-from exploring the prototype para... A brain-computer interface (BCI) facilitates bypassing the peripheral nervous system and directly communicating with surrounding devices. Navigation technology using BCI has developed-from exploring the prototype paradigm in the virtual environment (VE) to accurately completing the locomotion intention of the operator in the form of a powered wheelchair or mobile robot in a real environment. This paper summarizes BCI navigation applications that have been used in both real and VEs in the past 20 years. Horizontal comparisons were conducted between various paradigms applied to BCI and their unique signal-processing methods. Owing to the shift in the control mode from synchronous to asynchronous, the development trend of navigation applications in the VE was also reviewed. The contrast between high level commands and low-level commands is introduced as the main line to review the two major applications of BCI navigation in real environments: mobile robots and unmanned aerial vehicles (UAVs). Finally, applications of BCI navigation to scenarios outside the laboratory;research challenges, including human factors in navigation application interaction design;and the feasibility of hybrid BCI for BCI navigation are discussed in detail. 展开更多
关键词 Brain-computer interface Virtual reality human-computer interface NAVIGATION Motor imagery Steady-state visual evoked potential
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Designing interactive glazing through an engineering psychology approach:Six augmented reality scenarios that envision future car human-machine interface
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作者 Wei LIU Yancong ZHU +5 位作者 Ruonan HUANG Takumi OHASHI Jan AUERNHAMMER Xiaonan ZHANG Ce SHI Lu WANG 《Virtual Reality & Intelligent Hardware》 2023年第2期157-170,共14页
Background With an increasing number of vehicles becoming autonomous,intelligent,and connected,paying attention to the future usage of car human-machine interface with these vehicles should become more relevant.Severa... Background With an increasing number of vehicles becoming autonomous,intelligent,and connected,paying attention to the future usage of car human-machine interface with these vehicles should become more relevant.Several studies have addressed car HMI but were less attentive to designing and implementing interactive glazing for every day(autonomous)driving contexts.Methods Reflecting on the literature,we describe an engineering psychology practice and the design of six novel future user scenarios,which envision the application of a specific set of augmented reality(AR)support user interactions.Additionally,we conduct evaluations on specific scenarios and experiential prototypes,which reveal that these AR scenarios aid the target user groups in experiencing a new type of interaction.The overall evaluation is positive with valuable assessment results and suggestions.Conclusions This study can interest applied psychology educators who aspire to teach how AR can be operationalized in a human-centered design process to students with minimal pre-existing expertise or minimal scientific knowledge in engineering psychology. 展开更多
关键词 Augmented reality Interactive glazing Engineering psychology Car human-machine interface human-computer interaction Human-centered design User experience Generation Z
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USER INTERFACE FOR COLOR SELECTION
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作者 Hu Qingni Dalian University of Technology Dalian 116023, P. R. China 《Computer Aided Drafting,Design and Manufacturing》 1992年第2期17-26,共10页
The user-computer interface for color selection is of great significance for the use of colors in computer graphics, particularly in some fields where the used colors have to be selected carefully. This paper discusse... The user-computer interface for color selection is of great significance for the use of colors in computer graphics, particularly in some fields where the used colors have to be selected carefully. This paper discusses what factors have to be considered to design an effective user interface for color selec- tion. It also presents a method which shows how to represent 3D color spaces according to the psychol- ogy of color perception. Two examples of user interface for color selection are given. One is based on the CLELUV uniform color space, the other is based on RGB-rotated color model. 展开更多
关键词 computer graphics color selection color space user interface
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移动互联网信息无障碍研究综述 被引量:1
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作者 刘华虓 于金艳 +1 位作者 宋申苧 张梦玺 《吉林大学学报(理学版)》 北大核心 2025年第1期124-138,共15页
移动互联网信息无障碍(mobile Internet information accessibility,MIIA)旨在确保移动应用内容对所有用户(包括视障人士等)都能平等、便捷、无障碍地获取和使用.系统综述移动互联网信息无障碍领域的最新研究进展,重点分析总结移动端GUI... 移动互联网信息无障碍(mobile Internet information accessibility,MIIA)旨在确保移动应用内容对所有用户(包括视障人士等)都能平等、便捷、无障碍地获取和使用.系统综述移动互联网信息无障碍领域的最新研究进展,重点分析总结移动端GUI(graphical user interface)语义表征与理解、无障碍检测以及布局修复等方面的研究成果.分析表明,从传统启发式规则方法到深度学习驱动的自动化工具,相关技术逐渐提升了检测的精度和适应性,同时也揭示了在应对复杂动态交互和多样化用户需求方面的挑战,并对未来研究方向进行了展望.移动互联网信息无障碍技术已显著改善了视障用户的数字体验,但仍需不断创新与优化,以实现真正普惠与包容的数字社会. 展开更多
关键词 移动互联网 信息无障碍 视障用户 图形用户界面
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基于Matlab的散粒土颗粒形态分析软件开发与应用
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作者 周博 胡高阳 +1 位作者 谢钱林 汪华斌 《华中科技大学学报(自然科学版)》 北大核心 2025年第8期38-44,共7页
为系统地量化和表征散粒土的颗粒形态特征,采用高精度的计算断层扫描和图像处理方法提取散粒土颗粒的体素信息.基于球谐函数分析方法,重构了数学连续性好且具有真实颗粒形态的三维表面网格;同时,建立了形貌表征算法以实现颗粒形态表征... 为系统地量化和表征散粒土的颗粒形态特征,采用高精度的计算断层扫描和图像处理方法提取散粒土颗粒的体素信息.基于球谐函数分析方法,重构了数学连续性好且具有真实颗粒形态的三维表面网格;同时,建立了形貌表征算法以实现颗粒形态表征参数的准确计算,并基于球谐系数的主成分分析实现了具有真实颗粒形态特征的虚拟颗粒随机重构.为了提高颗粒形态分析效率,通过Matlab平台开发设计了PMA_MAT软件,对上述颗粒形态分析算法进行了集成和封装,实现了颗粒形貌重构与分析的界面化操作.此外,基于该分析软件,构建了散粒土颗粒形态的通用数据库,实现了颗粒形态的快速分类和重构,并可大规模应用于离散元数值模拟. 展开更多
关键词 散粒土 颗粒形态 球谐函数分析 图形用户界面 离散元
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移动应用GUI测试自动生成技术综述
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作者 王博 陈冲 +3 位作者 邓明 董震 林友芳 郝丹 《软件学报》 北大核心 2025年第6期2713-2746,共34页
移动应用是近10年来兴起的新型计算模式,深刻地影响人民的生活方式.移动应用主要以图形用户界面(graphical user interface,GUI)方式交互,而对其进行人工测试需要消耗大量人力和物力.为此,研究者提出针对移动应用GUI的测试自动生成技术... 移动应用是近10年来兴起的新型计算模式,深刻地影响人民的生活方式.移动应用主要以图形用户界面(graphical user interface,GUI)方式交互,而对其进行人工测试需要消耗大量人力和物力.为此,研究者提出针对移动应用GUI的测试自动生成技术以提升测试效率并检测潜在缺陷.收集了145篇相关论文,系统地梳理、分析和总结现有工作.提出了“测试生成器-测试环境”研究框架,将该领域的研究按照所属模块进行分类.特别地,依据测试生成器所基于的方法,将现有方法大致分为基于随机、基于启发式搜索、基于模型、基于机器学习和基于测试迁移这5个类别.此外,还从缺陷类别和测试动作等其他分类维度梳理现有方法.收集了该领域中较有影响力的数据集和开源工具.最后,总结当前面临的挑战并展望未来的研究方向. 展开更多
关键词 软件测试 GUI测试 测试生成 移动应用测试 安卓应用
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基于Ziegler-Nichols整定规则的分数阶PID^(μ)控制器
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作者 唐鸣政 李创 唐荣年 《控制工程》 北大核心 2025年第9期1548-1555,共8页
为了降低分数阶PID控制器的设计难度,并解决其自整定问题,提出了一种简单有效的自整定分数阶PID^(μ)控制器。首先,根据Ziegler-Nichols型PID控制器的整定公式计算出开环系统幅相曲线的约束点坐标;然后,令PID^(μ)控制系统的幅相曲线穿... 为了降低分数阶PID控制器的设计难度,并解决其自整定问题,提出了一种简单有效的自整定分数阶PID^(μ)控制器。首先,根据Ziegler-Nichols型PID控制器的整定公式计算出开环系统幅相曲线的约束点坐标;然后,令PID^(μ)控制系统的幅相曲线穿越相同的约束点,从而建立方程组,求解出PID^(μ)控制器的各个参数;最后,整理出一张PID^(μ)控制器的整定公式表,并设计出一个图形用户界面,方便进行工程应用与人机交互。仿真实验的结果表明,PID^(μ)控制器具有调节时间短、超调量小、抗干扰能力强和足够简单有效等特点。 展开更多
关键词 分数阶控制器 Ziegler-Nichols法 自整定 图形用户界面
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轻量化的驾驶员吸烟检测模型
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作者 陈新一 王晓强 +3 位作者 李少波 夏旭 陶乙豪 庄旭菲 《计算机工程与设计》 北大核心 2025年第2期626-632,共7页
为进一步实现在移动设备上对驾驶员吸烟的违法行为实时检测,提出一种改进的SlimYOLOv7-tiny模型。使用DSConv替换YOLOv7-tiny特征融合网络中标准3×3卷积,增加P6检测层,采用Mish激活函数,引入边框回归损失函数EIoU loss,利用Slim剪... 为进一步实现在移动设备上对驾驶员吸烟的违法行为实时检测,提出一种改进的SlimYOLOv7-tiny模型。使用DSConv替换YOLOv7-tiny特征融合网络中标准3×3卷积,增加P6检测层,采用Mish激活函数,引入边框回归损失函数EIoU loss,利用Slim剪枝算法进一步提高模型的轻量化,使用PyQt5开发图形界面程序。实验结果表明,模型在自建驾驶员吸烟数据集上与原模型相比参数量减少60.0%,计算量减小64.39%,有利于模型进一步在移动设备及嵌入式设备上的实时性检测。 展开更多
关键词 驾驶员吸烟行为 目标检测 实时 激活函数 轻量化 图形界面 剪枝算法
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纤维增强珊瑚骨料混凝土劈裂抗拉强度预测及其特征分析
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作者 孙振 李亚林 +3 位作者 贝阳 李亚奇 牛荻涛 罗大明 《应用基础与工程科学学报》 北大核心 2025年第2期549-558,共10页
利用已有文献中纤维增强珊瑚骨料混凝土劈裂抗拉强度(FRCAC-SS)的试验数据,建立了FRCAC-SS的数据库,提出了FRCAC-SS的4种机器学习模型,并采用试验值和模型值的比较、模型误差分布直方图以及五大评估指标分析了模型的性能.结果表明,遗传... 利用已有文献中纤维增强珊瑚骨料混凝土劈裂抗拉强度(FRCAC-SS)的试验数据,建立了FRCAC-SS的数据库,提出了FRCAC-SS的4种机器学习模型,并采用试验值和模型值的比较、模型误差分布直方图以及五大评估指标分析了模型的性能.结果表明,遗传算法优化支持向量回归(GA-SVR)模型在训练集和测试集上更接近试验值,模型误差分布图的均值和标准差更小,并且GA-SVR模型五大性能指标更为优异.采用Shapely值揭示了FRCAC-SS对水泥最为敏感,且为正相关关系.最后,基于GA-SVR模型开发了图形用户界面,实现了FRCAC-SS的可视化设计.研究结果可以为岛礁建设中FRCAC的应用奠定基础. 展开更多
关键词 纤维增强珊瑚骨料混凝土 劈裂抗拉强度 机器学习 GA-SVR模型 图形用户界面 岛礁建设
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覆盖导向的Android程序多入口测试方法
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作者 傅洁 郭帆 《计算机科学与探索》 北大核心 2025年第6期1666-1680,共15页
提高Android应用程序的质量是移动设备领域所面临的重要挑战。活动启动作为应用程序的核心功能之一,其正确性和可靠性将直接影响用户体验和应用质量。近期的研究表明,构建意图测试用例可有效检测与活动启动测试相关的问题,但现有方案在... 提高Android应用程序的质量是移动设备领域所面临的重要挑战。活动启动作为应用程序的核心功能之一,其正确性和可靠性将直接影响用户体验和应用质量。近期的研究表明,构建意图测试用例可有效检测与活动启动测试相关的问题,但现有方案在探索效率和发现深层崩溃方面仍存在限制。针对上述问题,提出一个新颖的解决方案CoMuBot。分析路径约束为意图生成合适的属性值,并结合意图模糊测试技术构建模糊的活动启动上下文,从而提高路径覆盖率和测试用例的多样性。设计动态的活动推荐算法及结合最先进的探索工具APE,实现了一个自适应的多入口探索策略。引入覆盖率引导的灰盒模糊测试思想,实现了一个高效的覆盖导向的多入口测试方法。实验结果表明,该方法在探索效率和活动启动准确性方面均优于工具Fax,其中方法覆盖率提升了25.63%,并以高达96.52%的准确率成功启动了62.23%的活动。同时,在独特崩溃检测方面,CoMuBot相比于Fax和DALT展现出了一定的优势,有效提高了应用程序的稳定性和可靠性。 展开更多
关键词 自动化图形用户界面测试 组件间通信(ICC) 模糊测试 符号执行 移动应用程序
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基于MLBO-KCV的微流控预测算法
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作者 汪子晨 梁威 《压电与声光》 北大核心 2025年第4期783-790,共8页
针对在激发兰姆波进行液滴操控实验时,不同体积液滴的运动距离因激发参数的噪声干扰而导致无法准确定位的问题,提出了一种加入贝叶斯优化算法的机器学习模型(MLBO)与K折交叉验证(KCV)相结合的MLBO-KCV算法。该算法拥有自动寻找模型最佳... 针对在激发兰姆波进行液滴操控实验时,不同体积液滴的运动距离因激发参数的噪声干扰而导致无法准确定位的问题,提出了一种加入贝叶斯优化算法的机器学习模型(MLBO)与K折交叉验证(KCV)相结合的MLBO-KCV算法。该算法拥有自动寻找模型最佳超参数组合的能力,通过高斯函数和采集函数提高模型的预测精准度,利用预定义的验证函数多次评估模型的预测结果。实验结果表明,MLBO-KCV算法的均方误差(MSE)和平均绝对误差(MAE)较经典单模型算法分别降低了40.39%~78.03%、26.77%~51.35%,决定系数(R^(2))提高了5.23%~14.58%,且R^(2)最高值为0.98。MLBO-KCV算法提高了液滴运动距离的预测精度及可靠性,为基于机器学习精准控制液滴进行定向药物输送和微流体芯片等领域提供了依据。 展开更多
关键词 兰姆波微流控 贝叶斯优化机器学习模型 K折交叉验证算法 距离预测 图形用户界面
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燃气轮机高性能总览人机界面设计方法研究
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作者 陆文佳 魏鹏 +3 位作者 谢丽霞 王毅刚 田毅华 黄德夫 《自动化仪表》 2025年第7期40-45,共6页
为了增强操作员的态势感知能力、提高工作效率,对燃气轮机人机界面进行了研究。提出了一种新型燃气轮机高性能总览人机界面设计方法。该方法的关键点在于减少视觉干扰和翻阅操作、改进报警信息的展示、增强数据描述的清晰度、优化界面布... 为了增强操作员的态势感知能力、提高工作效率,对燃气轮机人机界面进行了研究。提出了一种新型燃气轮机高性能总览人机界面设计方法。该方法的关键点在于减少视觉干扰和翻阅操作、改进报警信息的展示、增强数据描述的清晰度、优化界面布局,以及利用历史运行数据构建并嵌入参量预测模型。在对某发电厂PG9171E型燃气轮机发电机组的应用实例中,新型人机界面相较于传统界面,显著提升了操作员对燃气轮机运行状况的理解和响应速度。这种方法将操作员的工作绩效作为设计的核心,有助于降低燃气轮机发电厂的事故风险和培训时间,同时也为工业过程控制领域中人因工程与人工智能的整合应用提供了参考。 展开更多
关键词 燃气轮机 控制系统 人机界面 态势感知 高性能图形 机器学习 智能监控
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