CN115331142A - Portable human-computer interaction evaluation system - Google Patents
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Abstract
Description
技术领域technical field
本发明涉及人机交互测量评价领域,具体涉及一种便捷式人机交互评估系统。The invention relates to the field of human-computer interaction measurement and evaluation, in particular to a portable human-computer interaction evaluation system.
背景技术Background technique
传统方式下,在正常演习训练情况下进行人机交互测评时,所需设备较多,穿戴时间过长,且影响操纵人员的工作绩效,使得测评的灵敏性和精确性无法保证。In the traditional way, when human-computer interaction evaluation is performed under normal exercise training conditions, more equipment is required, the wear time is too long, and the work performance of the operator is affected, so the sensitivity and accuracy of the evaluation cannot be guaranteed.
诸如脑电仪等设备还会严重影响操作人员的实际感官,侵入性太强,无法判断引起脑电波动的原因是任务因素还是设备因素,从而导致测评结果不够准确。Equipment such as EEG will also seriously affect the operator's actual senses, which is too intrusive, and it is impossible to judge whether the cause of EEG fluctuations is task factors or equipment factors, resulting in inaccurate evaluation results.
脑电、眼动等信号进行计算需要较高的理论水平和实际技术水准,使得测评的普适程度达不到要求;同时,脑电、眼动信号的信息采集需要电脑设备,而处于保密考虑,不能擅自携带电脑,同时也不能将设备插入操作所用电脑上。The calculation of EEG, eye movement and other signals requires high theoretical level and practical technical level, which makes the universality of the evaluation not meet the requirements; at the same time, the information collection of EEG and eye movement signals requires computer equipment, which is considered confidential , can not carry the computer without authorization, and can not plug the device into the computer used for operation.
发明内容Contents of the invention
针对现有技术中存在的问题,本发明的目的在于提供一种便捷式人机交互测评系统。In view of the problems existing in the prior art, the purpose of the present invention is to provide a convenient human-computer interaction evaluation system.
为了达到上述目的,本发明采用以下技术方案予以实现。In order to achieve the above object, the present invention adopts the following technical solutions to achieve.
一种便捷式人机交互评估系统,包括信息采集模块、信息处理模块、交互评价模块和信息传输模块;A portable human-computer interaction evaluation system, including an information collection module, an information processing module, an interaction evaluation module and an information transmission module;
所述信息采集模块包含采集设备和信息储存单元;The information collection module includes a collection device and an information storage unit;
采集设备包含摄像头、生理手环、眼动仪、位移传感器、力传感器和转动传感器;摄像头用于采集视频信息;生理手环用于采集心率和呼吸频率;眼动仪用于采集眼动数据;位移传感器用于采集位移数据;力传感器用于采集受力数据;转动传感器用于采集转动幅度数据;信息储存单元用于储存采集设备采集的数据;The acquisition equipment includes a camera, a physiological bracelet, an eye tracker, a displacement sensor, a force sensor and a rotation sensor; the camera is used to collect video information; the physiological bracelet is used to collect heart rate and respiratory rate; the eye tracker is used to collect eye movement data; The displacement sensor is used to collect displacement data; the force sensor is used to collect force data; the rotation sensor is used to collect rotation amplitude data; the information storage unit is used to store the data collected by the collection device;
所述信息处理模块包含主观数据分析单元、视频流分析单元、任务数据分析单元、生理指标分析单元;The information processing module includes a subjective data analysis unit, a video stream analysis unit, a task data analysis unit, and a physiological index analysis unit;
主观数据分析单元用于根据主观数据计算得到任务负荷指标;其中,主观数据为测评人员根据测评内容填写的调查问卷,如NASA-NLX量表;The subjective data analysis unit is used to calculate and obtain the task load index based on the subjective data; wherein, the subjective data is the questionnaire filled out by the evaluation personnel according to the evaluation content, such as the NASA-NLX scale;
视频流分析单元用于根据视频信息得到异常操作指标;对视频信息利用视频关键帧提取技术和改进后的Mask-RCNN算法,对异常操作进行识别,得到异常操作的次数,实现对异常操作行为的量化;The video stream analysis unit is used to obtain abnormal operation indicators based on video information; use video key frame extraction technology and improved Mask-RCNN algorithm for video information to identify abnormal operations, obtain the number of abnormal operations, and realize abnormal operation behaviors. Quantify;
任务数据分析单元用于根据正常操作的时间与完成任务的总时间之比得到时间利用率,根据正确完成任务个数与总任务个数之比得到任务正确率;The task data analysis unit is used to obtain the time utilization rate according to the ratio of the normal operation time to the total time for completing tasks, and obtain the task accuracy rate according to the ratio of the number of correctly completed tasks to the total number of tasks;
生理指标分析单元用于根据眼动数据得到眼动负荷指标;The physiological index analysis unit is used to obtain the eye movement load index according to the eye movement data;
交互评估模块包含任务框架评估单元、认知负担评估单元、人机界面评估单元、操作舒适度评估单元和输出单元;The interactive evaluation module includes task frame evaluation unit, cognitive load evaluation unit, man-machine interface evaluation unit, operation comfort evaluation unit and output unit;
任务框架评估单元用于根据任务负荷指标、时间利用率、任务正确率结合改进FAHP-TOPSIS方法对任务框架进行量化评估,得到任务框架量化评估值;The task frame evaluation unit is used to quantitatively evaluate the task frame according to the task load index, time utilization rate, and task accuracy combined with the improved FAHP-TOPSIS method, and obtain the quantitative evaluation value of the task frame;
认知负担评估单元用于根据心率、呼吸频率、异常操作指标和眼动负荷指标结合改进FAHP-TOPSIS方法对认知负担进行量化评估,得到认知负担量化评估值;The cognitive burden evaluation unit is used to quantitatively evaluate the cognitive burden according to the heart rate, respiratory rate, abnormal operation index and eye movement load index combined with the improved FAHP-TOPSIS method, and obtain the quantitative evaluation value of the cognitive burden;
人机界面评估单元用于根据预先存入的实用性、功能性、流畅性、协调性4个指标的专家评估分值,结合改进FAHP-TOPSIS方法对人机界面进行量化评估,得到人机界面量化评估值;The man-machine interface evaluation unit is used to quantitatively evaluate the man-machine interface according to the pre-stored expert evaluation scores of the four indicators of practicability, functionality, fluency, and coordination, combined with the improved FAHP-TOPSIS method, to obtain the man-machine interface Quantitative evaluation value;
操作舒适度评估单元用于根据人体的位移数据、受力数据和转动幅度数据结合改进FAHP-TOPSIS方法对操作舒适度进行量化评估,得到操作舒适度量化评估值;The operating comfort evaluation unit is used to quantitatively evaluate the operating comfort based on the displacement data, force data and rotation amplitude data of the human body combined with the improved FAHP-TOPSIS method, and obtain the quantitative evaluation value of the operating comfort;
输出单元用于根据任务框架量化评估值、认知负担量化评估值、人机界面量化评估值和操作舒适度量化评估值得到人机交互数值解和相关指标分布图,完成对人机交互系统的评估;The output unit is used to obtain the numerical solution of human-computer interaction and the distribution map of related indicators according to the quantitative evaluation value of the task frame, the quantitative evaluation value of cognitive burden, the quantitative evaluation value of human-computer interface and the quantitative evaluation value of operation comfort, and complete the human-computer interaction system. Evaluate;
信息传输模块用于将信息采集模块采集的数据传输给信息处理模块,还用于将信息处理模块得到的指标数据传输给交互评价模块。The information transmission module is used to transmit the data collected by the information collection module to the information processing module, and is also used to transmit the index data obtained by the information processing module to the interactive evaluation module.
进一步的,位移传感器、力传感器和转动传感器均设置在操作人员的手部、上肢和下背部。Further, the displacement sensor, the force sensor and the rotation sensor are all arranged on the hands, upper limbs and lower back of the operator.
与现有技术相比,本发明的有益效果为:集成各类获取设备,可以得到数据、视频文件、文本等不同类型的所需内容;通用各类显示界面和硬件系统,非侵入式的设计特点满足了全种类、全要素的人机交互测评需求;支持多个显示控制平台同时进行操作,能够对需要多个控制台协同配合的任务进行协同测评,并考虑协同效率衡量;能够结合人体生理数据根据评估指标对人机交互界面的人机工效水平进行综合评估。Compared with the prior art, the beneficial effects of the present invention are: integrating various acquisition devices, can obtain different types of required content such as data, video files, texts, etc.; common various display interfaces and hardware systems, and non-invasive design Features meet the human-computer interaction evaluation requirements of all types and elements; support multiple display control platforms to operate at the same time, and can perform collaborative evaluation on tasks that require the cooperation of multiple consoles, and consider the measurement of collaborative efficiency; can combine human physiology The data is used to comprehensively evaluate the ergonomics level of the human-computer interface according to the evaluation indicators.
附图说明Description of drawings
下面结合附图和具体实施例对本发明做进一步详细说明。The present invention will be described in further detail below in conjunction with the accompanying drawings and specific embodiments.
图1为本发明便捷式人机交互评估系统的结构示意图;Fig. 1 is a schematic structural diagram of a portable human-computer interaction evaluation system of the present invention;
图2为本发明的交互评价模块原理框图;Fig. 2 is a functional block diagram of the interactive evaluation module of the present invention;
图3为本发明的改进后的Mask-RCNN算法流程图;Fig. 3 is the improved Mask-RCNN algorithm flowchart of the present invention;
图4为本发明的改进FAHP-TOPSIS方法的流程图。Fig. 4 is a flowchart of the improved FAHP-TOPSIS method of the present invention.
具体实施方式Detailed ways
下面将结合实施例对本发明的实施方案进行详细描述,但是本领域的技术人员将会理解,下列实施例仅用于说明本发明,而不应视为限制本发明的范围。Embodiments of the present invention will be described in detail below in conjunction with examples, but those skilled in the art will understand that the following examples are only used to illustrate the present invention, and should not be considered as limiting the scope of the present invention.
参考图1,一种便捷式人机交互评估系统,包括信息采集模块、信息处理模块、交互评价模块和信息传输模块;Referring to Figure 1, a portable human-computer interaction evaluation system includes an information collection module, an information processing module, an interactive evaluation module and an information transmission module;
所述信息采集模块包含采集设备和信息储存单元;The information collection module includes a collection device and an information storage unit;
采集设备包含摄像头、生理手环、眼动仪、位移传感器、力传感器和转动传感器;摄像头用于采集视频信息;生理手环用于采集心率和呼吸频率;眼动仪用于采集眼动数据;位移传感器用于采集位移数据;力传感器用于采集受力数据;转动传感器用于采集转动幅度数据;信息储存单元用于储存采集设备采集的数据;The acquisition equipment includes a camera, a physiological bracelet, an eye tracker, a displacement sensor, a force sensor and a rotation sensor; the camera is used to collect video information; the physiological bracelet is used to collect heart rate and respiratory rate; the eye tracker is used to collect eye movement data; The displacement sensor is used to collect displacement data; the force sensor is used to collect force data; the rotation sensor is used to collect rotation amplitude data; the information storage unit is used to store the data collected by the collection device;
所述信息处理模块包含主观数据分析单元、视频流分析单元、任务数据分析单元、生理指标分析单元;The information processing module includes a subjective data analysis unit, a video stream analysis unit, a task data analysis unit, and a physiological index analysis unit;
主观数据分析单元用于根据主观数据计算得到任务负荷指标;其中,主观数据为测评人员根据测评内容填写的调查问卷,如NASA-NLX量表;The subjective data analysis unit is used to calculate and obtain the task load index based on the subjective data; wherein, the subjective data is the questionnaire filled out by the evaluation personnel according to the evaluation content, such as the NASA-NLX scale;
视频流分析单元用于根据视频信息得到异常操作指标;对视频信息利用视频关键帧提取技术和改进后的Mask-RCNN算法如图3所示,对异常操作进行识别,得到异常操作的次数,实现对异常操作行为的量化;The video stream analysis unit is used to obtain abnormal operation indicators based on video information; for video information, use video key frame extraction technology and the improved Mask-RCNN algorithm as shown in Figure 3 to identify abnormal operations, obtain the number of abnormal operations, and realize Quantification of abnormal operational behavior;
任务数据分析单元用于根据正常操作的时间与完成任务的总时间之比得到时间利用率,根据正确完成任务个数与总任务个数之比得到任务正确率;The task data analysis unit is used to obtain the time utilization rate according to the ratio of the normal operation time to the total time for completing tasks, and obtain the task accuracy rate according to the ratio of the number of correctly completed tasks to the total number of tasks;
生理指标分析单元用于根据眼动数据得到眼动负荷指标;The physiological index analysis unit is used to obtain the eye movement load index according to the eye movement data;
交互评估模块包含任务框架评估单元、认知负担评估单元、人机界面评估单元、操作舒适度评估单元和输出单元;The interactive evaluation module includes task frame evaluation unit, cognitive load evaluation unit, man-machine interface evaluation unit, operation comfort evaluation unit and output unit;
参考图2、图4,任务框架评估单元用于根据任务负荷指标、时间利用率、任务正确率结合改进FAHP-TOPSIS方法对任务框架进行量化评估,得到任务框架量化评估值;Referring to Figure 2 and Figure 4, the task frame evaluation unit is used to quantitatively evaluate the task frame according to the task load index, time utilization rate, and task accuracy combined with the improved FAHP-TOPSIS method, and obtain the quantitative evaluation value of the task frame;
参考图2、图4,认知负担评估单元用于根据心率、呼吸频率、异常操作指标和眼动负荷指标结合改进FAHP-TOPSIS方法对认知负担进行量化评估,得到认知负担量化评估值;Referring to Figure 2 and Figure 4, the cognitive burden evaluation unit is used to quantitatively evaluate the cognitive burden based on heart rate, respiratory rate, abnormal operation indicators and eye movement load indicators combined with the improved FAHP-TOPSIS method to obtain a quantitative evaluation value of cognitive burden;
参考图2、图4,人机界面评估单元用于根据预先存入的实用性、功能性、流畅性、协调性4个指标的专家评估分值,结合改进FAHP-TOPSIS方法对人机界面进行量化评估,得到人机界面量化评估值;Referring to Figure 2 and Figure 4, the man-machine interface evaluation unit is used to evaluate the man-machine interface based on the pre-stored expert evaluation scores of the four indicators of practicability, functionality, fluency, and coordination, combined with the improved FAHP-TOPSIS method. Quantitative evaluation to obtain the quantitative evaluation value of the human-machine interface;
参考图2、图4,操作舒适度评估单元用于根据人体的位移数据、受力数据和转动幅度数据结合改进FAHP-TOPSIS方法对操作舒适度进行量化评估,得到操作舒适度量化评估值;Referring to Figure 2 and Figure 4, the operating comfort evaluation unit is used to quantitatively evaluate the operating comfort based on the human body's displacement data, force data and rotation amplitude data combined with the improved FAHP-TOPSIS method, and obtain the quantitative evaluation value of operating comfort;
参考图2,输出单元用于根据任务框架量化评估值、认知负担量化评估值、人机界面量化评估值和操作舒适度量化评估值得到人机交互数值解和相关指标分布图,完成对人机交互系统的评估;Referring to Figure 2, the output unit is used to obtain the numerical solution of human-computer interaction and the distribution map of related indicators according to the quantitative evaluation value of the task frame, the quantitative evaluation value of cognitive burden, the quantitative evaluation value of human-machine interface and the quantitative evaluation value of operation comfort, and complete the human-computer interaction analysis. Evaluation of computer-interactive systems;
信息传输模块用于将信息采集模块采集的数据传输给信息处理模块,还用于将信息处理模块得到的指标数据传输给交互评价模块。The information transmission module is used to transmit the data collected by the information collection module to the information processing module, and is also used to transmit the index data obtained by the information processing module to the interactive evaluation module.
进一步的,位移传感器、力传感器和转动传感器均设置在操作人员的手部、上肢和下背部。Further, the displacement sensor, the force sensor and the rotation sensor are all arranged on the hands, upper limbs and lower back of the operator.
进一步的,信息采集模块的主观数据输入单元和信息储存单元、信息处理模块、交互评价模块以计算机为载体。Further, the subjective data input unit, information storage unit, information processing module, and interactive evaluation module of the information collection module use computers as carriers.
虽然,本说明书中已经用一般性说明及具体实施方案对本发明作了详尽的描述,但在本发明基础上,可以对之作一些修改或改进,这对本领域技术人员而言是显而易见的。因此,在不偏离本发明精神的基础上所做的这些修改或改进,均属于本发明要求保护的范围。Although the present invention has been described in detail with general descriptions and specific embodiments in this specification, it is obvious to those skilled in the art that some modifications or improvements can be made on the basis of the present invention. Therefore, the modifications or improvements made on the basis of not departing from the spirit of the present invention all belong to the protection scope of the present invention.
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CN116089250A (en) * | 2023-04-11 | 2023-05-09 | 苏州市世为科技有限公司 | Man-machine interaction optimization management system and management method |
CN116881678A (en) * | 2023-09-08 | 2023-10-13 | 中国标准化研究院 | Efficacy analysis system based on man-machine interaction |
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CN116089250A (en) * | 2023-04-11 | 2023-05-09 | 苏州市世为科技有限公司 | Man-machine interaction optimization management system and management method |
CN116881678A (en) * | 2023-09-08 | 2023-10-13 | 中国标准化研究院 | Efficacy analysis system based on man-machine interaction |
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