首页 > 最新文献

2019 International Biomedical Instrumentation and Technology Conference (IBITeC)最新文献

英文 中文
Performance Evaluation of Ensembles Algorithms in Prediction of Breast Cancer 集成算法在乳腺癌预测中的性能评价
Pub Date : 2019-10-01 DOI: 10.1109/IBITeC46597.2019.9091718
G. Hungilo, G. Emmanuel, A. Emanuel
Breast Cancer is the most dominant cause of mortality in women. Early diagnosis and treatment of the disease can stop the spreading of cancer in the breast. Due to this nature of the problem, accurate prediction is the most important measure of the predictive model. This paper proposes the comparison of ensemble learning techniques in predicting breast cancer. This approach is widely used for performance improvement of the predictive task. The ensembles algorithms used in this research study are AdaBoost, Random Forest, and XGBoost. The result indicates that the random forest is the best predictive model for this dataset. The model has the following performance measure, accuracy 97%, sensitivity 96%, and specificity 96%. The experiment is executed using scikit-learn machine learning library. With this high level of accuracy offered by the model, the model can help the doctor to identify whether the patient has malignant or benign tumor cancer cells with high precision.
乳腺癌是导致妇女死亡的最主要原因。这种疾病的早期诊断和治疗可以阻止乳腺癌的扩散。由于问题的这种性质,准确的预测是预测模型最重要的衡量标准。本文提出了集成学习技术在乳腺癌预测中的比较。该方法被广泛应用于预测任务的性能改进。本研究使用的集成算法是AdaBoost、Random Forest和XGBoost。结果表明,随机森林是该数据集的最佳预测模型。该模型具有以下性能指标,准确率97%,灵敏度96%,特异性96%。实验采用scikit-learn机器学习库进行。由于该模型提供的这种高精确度,该模型可以帮助医生高精度地识别患者是恶性肿瘤还是良性肿瘤癌细胞。
{"title":"Performance Evaluation of Ensembles Algorithms in Prediction of Breast Cancer","authors":"G. Hungilo, G. Emmanuel, A. Emanuel","doi":"10.1109/IBITeC46597.2019.9091718","DOIUrl":"https://doi.org/10.1109/IBITeC46597.2019.9091718","url":null,"abstract":"Breast Cancer is the most dominant cause of mortality in women. Early diagnosis and treatment of the disease can stop the spreading of cancer in the breast. Due to this nature of the problem, accurate prediction is the most important measure of the predictive model. This paper proposes the comparison of ensemble learning techniques in predicting breast cancer. This approach is widely used for performance improvement of the predictive task. The ensembles algorithms used in this research study are AdaBoost, Random Forest, and XGBoost. The result indicates that the random forest is the best predictive model for this dataset. The model has the following performance measure, accuracy 97%, sensitivity 96%, and specificity 96%. The experiment is executed using scikit-learn machine learning library. With this high level of accuracy offered by the model, the model can help the doctor to identify whether the patient has malignant or benign tumor cancer cells with high precision.","PeriodicalId":198107,"journal":{"name":"2019 International Biomedical Instrumentation and Technology Conference (IBITeC)","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2019-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"116669878","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 2
SMILE (Self-Monitoring Interactive Learning Evaluation) for Indonesian University Students 印尼大学生自我监控互动学习评估(SMILE
Pub Date : 2019-10-01 DOI: 10.1109/IBITeC46597.2019.9091726
W. Syafei, Anastasia Ediati, D. Kaloeti, Jati Ariati, A. Prasetijo, Y. Windarto, M. A. Virzawan
Study in universities can be perceived as a positive challenge. However, pressures to meet academics standard, life transitions, relation with friends, and time management are potentials to boost depression, anxiety, and stress. Furthermore, students with psychological health problems were reported having worse quality of life. Therefore, it is beneficial for students to understand their conditions in order to maintain their psychological health. The ability to assess the psychological condition using tools that can be selfoperated may assist a self-help monitoring and enhancing knowledge about their conditions. This research aims to develop a mobile, fast response, and interactive measurement of psychological condition regarding depression, anxiety, and stress status application in android based smartphones. The application is called SMILE (Self-Monitoring Interactive Learning Evaluation) and it uses the measurement of psychological health based on the DASS-21 (Depression Anxiety Stress Scale-21) consisting 21 questions. The Waterfall method which is chosen to develop this application software. Black-box test shows that the developed application software runs as expected. Validation result of the psychological disorder level which was examined by comparing it to the result from the test data demonstrates high accuracy.
在大学学习可以被看作是一种积极的挑战。然而,达到学业标准、生活转变、与朋友的关系以及时间管理的压力都是增加抑郁、焦虑和压力的潜在因素。此外,据报告,有心理健康问题的学生生活质量较差。因此,了解自己的情况有利于学生保持心理健康。使用可自我操作的工具评估心理状况的能力可能有助于自助监测和增强对其状况的了解。本研究旨在开发一种移动、快速反应、交互式的抑郁、焦虑和压力状态的心理状态测量系统,应用于基于android的智能手机。该应用程序被称为SMILE(自我监控互动学习评估),它使用基于DASS-21(抑郁焦虑压力量表-21)的心理健康测量,该量表由21个问题组成。采用瀑布法开发本应用软件。黑盒测试表明,所开发的应用软件按预期运行。将心理障碍水平与测试数据的结果进行比较,验证结果显示出较高的准确性。
{"title":"SMILE (Self-Monitoring Interactive Learning Evaluation) for Indonesian University Students","authors":"W. Syafei, Anastasia Ediati, D. Kaloeti, Jati Ariati, A. Prasetijo, Y. Windarto, M. A. Virzawan","doi":"10.1109/IBITeC46597.2019.9091726","DOIUrl":"https://doi.org/10.1109/IBITeC46597.2019.9091726","url":null,"abstract":"Study in universities can be perceived as a positive challenge. However, pressures to meet academics standard, life transitions, relation with friends, and time management are potentials to boost depression, anxiety, and stress. Furthermore, students with psychological health problems were reported having worse quality of life. Therefore, it is beneficial for students to understand their conditions in order to maintain their psychological health. The ability to assess the psychological condition using tools that can be selfoperated may assist a self-help monitoring and enhancing knowledge about their conditions. This research aims to develop a mobile, fast response, and interactive measurement of psychological condition regarding depression, anxiety, and stress status application in android based smartphones. The application is called SMILE (Self-Monitoring Interactive Learning Evaluation) and it uses the measurement of psychological health based on the DASS-21 (Depression Anxiety Stress Scale-21) consisting 21 questions. The Waterfall method which is chosen to develop this application software. Black-box test shows that the developed application software runs as expected. Validation result of the psychological disorder level which was examined by comparing it to the result from the test data demonstrates high accuracy.","PeriodicalId":198107,"journal":{"name":"2019 International Biomedical Instrumentation and Technology Conference (IBITeC)","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2019-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"123552410","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 2
Multifractal detrended fluctuation analysis of heart rate variability predicts short-term outcomes of patients with sepsis 心率变异性的多重分形无趋势波动分析预测脓毒症患者的短期预后
Pub Date : 2019-10-01 DOI: 10.1109/IBITeC46597.2019.9091677
Faizal Mahananto, Edwin Riksakomara, Risha Zahra Aditya
Intensive Care Unit (ICU) is a hospital unit that has an important role in restoring life-threatening patients condition. Predicting the patient's outcome after discharge from the ICU is necessary. The predicted outcome will determine the best medication for them. The paper will determine the ability of heart rate variability (HRV) parameters from multifractal detrended fluctuation analysis method to predict the short-term outcome of patient in ICU with sepsis condition. Data was obtained from MIMIC III Medical-ICU database. Only patients with sepsis condition is used in this study to reduce disease related influence in the study. Total 206 patients data were collected. It consists of 134 survivors and 72 non-survivors patients data. ECG recordings were obtained prior ICU disenrollment. First fifteen minutes recording were extracted into HRV time series. Then multifractal detrended fluctuation analysis were carried out to the time series of each patients. Along with the mentioned method, linear (time-frequency) and other nonlinear HRV measures were also calculated for comparison. Statistical significance is used to measure how the parameters perform to differentiate the outcome difference. The results shows that mean α from MF-DFA parameters can predict patients’ short-term outcome while the available linear and non-linear HRV analysis cannot.
重症监护室(ICU)是一种医院单位,在恢复危及生命的病人的病情方面起着重要作用。预测患者从ICU出院后的预后是必要的。预测的结果将决定对他们最好的药物。本文将利用多重分形无趋势波动分析法确定心率变异性(HRV)参数对ICU脓毒症患者短期预后的预测能力。数据来自MIMIC III Medical-ICU数据库。本研究仅使用脓毒症患者,以减少疾病对研究的影响。共收集206例患者资料。它包括134名幸存者和72名非幸存者患者的数据。在ICU退组前获得心电图记录。前15分钟的录音被提取到HRV时间序列中。然后对每个患者的时间序列进行多重分形去趋势波动分析。根据上述方法,还计算了线性(时频)和其他非线性HRV测量值进行比较。统计显著性用于衡量参数如何区分结果差异。结果表明,MF-DFA参数的平均α值可以预测患者的短期预后,而现有的线性和非线性HRV分析不能预测患者的短期预后。
{"title":"Multifractal detrended fluctuation analysis of heart rate variability predicts short-term outcomes of patients with sepsis","authors":"Faizal Mahananto, Edwin Riksakomara, Risha Zahra Aditya","doi":"10.1109/IBITeC46597.2019.9091677","DOIUrl":"https://doi.org/10.1109/IBITeC46597.2019.9091677","url":null,"abstract":"Intensive Care Unit (ICU) is a hospital unit that has an important role in restoring life-threatening patients condition. Predicting the patient's outcome after discharge from the ICU is necessary. The predicted outcome will determine the best medication for them. The paper will determine the ability of heart rate variability (HRV) parameters from multifractal detrended fluctuation analysis method to predict the short-term outcome of patient in ICU with sepsis condition. Data was obtained from MIMIC III Medical-ICU database. Only patients with sepsis condition is used in this study to reduce disease related influence in the study. Total 206 patients data were collected. It consists of 134 survivors and 72 non-survivors patients data. ECG recordings were obtained prior ICU disenrollment. First fifteen minutes recording were extracted into HRV time series. Then multifractal detrended fluctuation analysis were carried out to the time series of each patients. Along with the mentioned method, linear (time-frequency) and other nonlinear HRV measures were also calculated for comparison. Statistical significance is used to measure how the parameters perform to differentiate the outcome difference. The results shows that mean α from MF-DFA parameters can predict patients’ short-term outcome while the available linear and non-linear HRV analysis cannot.","PeriodicalId":198107,"journal":{"name":"2019 International Biomedical Instrumentation and Technology Conference (IBITeC)","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2019-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"116433352","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
Performance Test of Fingers on 3D Printed Myoelectric Prosthetic Hand 3D打印肌电假手手指性能测试
Pub Date : 2019-10-01 DOI: 10.1109/IBITeC46597.2019.9091676
K. A. Pambudi, R. Ismail, M. Ariyanto, J. Setiawan, Gilar Pandu Annanto
At present, research on myoelectric hands is growing throughout the world. Some aspects of the bionic hand that are widely researched are the mechanism of the finger, actuator, and power consumption. The mechanism of fingers in many scientific articles examines how the motion and function of the bionic fingers / robotic hands approach normal motion and function of the human finger. There are three mechanism systems commonly found in both scientific articles and products on the market, namely springs, links, and gears. Most existing finger mechanisms simplify the function of fingers into two joints, MCP and PIP, while joint DIPs are made rigid and form a certain angle. This paper presents MCP and PIP angle instrumentation methods by measuring the strokes of linear actuators and the power consumed by the actuator. The MCP and PIP angles are acquired with the camera and then pass through the four-point color tracking algorithm in metacarpal, MCP joints, PIP joints, and joint DIPs. Tracking is conducted with computer vision using MATLAB-Simulink. Tracking is performed on myoelectric fingers and compared to normal human fingers when grasping. Linear actuator has a stroke length of 20 mm. The position of the linear actuator stroke is obtained by using feedback from the linear potentiometer contained in the linear actuator. Actuator strokes and flowing electric currents are measured using a microcontroller and sent using serial transmit to the computer for data acquisition systems.
目前,世界范围内对肌电手的研究正在蓬勃发展。仿生手的机理、致动器和功耗是目前研究较多的几个方面。在许多科学文章中,手指的机制研究了仿生手指/机器人手的运动和功能如何接近人类手指的正常运动和功能。在科学文章和市场上的产品中,有三种常见的机构系统,即弹簧、连杆和齿轮。现有的大多数手指机构将手指的功能简化为两个关节,MCP和PIP,而关节dip是刚性的,并形成一定的角度。通过测量直线执行器的行程和执行器的功耗,介绍了MCP和PIP角度测量方法。通过摄像机获取MCP和PIP角度,然后在掌骨、MCP关节、PIP关节和关节dip处经过四点颜色跟踪算法。利用MATLAB-Simulink进行计算机视觉跟踪。跟踪是在肌电手指上进行的,并与正常人类手指在抓取时进行比较。直线执行器的行程长度为20毫米。利用线性执行器中包含的线性电位器的反馈来获得线性执行器行程的位置。执行器的行程和流动电流由微控制器测量,并通过串行传输发送到计算机进行数据采集系统。
{"title":"Performance Test of Fingers on 3D Printed Myoelectric Prosthetic Hand","authors":"K. A. Pambudi, R. Ismail, M. Ariyanto, J. Setiawan, Gilar Pandu Annanto","doi":"10.1109/IBITeC46597.2019.9091676","DOIUrl":"https://doi.org/10.1109/IBITeC46597.2019.9091676","url":null,"abstract":"At present, research on myoelectric hands is growing throughout the world. Some aspects of the bionic hand that are widely researched are the mechanism of the finger, actuator, and power consumption. The mechanism of fingers in many scientific articles examines how the motion and function of the bionic fingers / robotic hands approach normal motion and function of the human finger. There are three mechanism systems commonly found in both scientific articles and products on the market, namely springs, links, and gears. Most existing finger mechanisms simplify the function of fingers into two joints, MCP and PIP, while joint DIPs are made rigid and form a certain angle. This paper presents MCP and PIP angle instrumentation methods by measuring the strokes of linear actuators and the power consumed by the actuator. The MCP and PIP angles are acquired with the camera and then pass through the four-point color tracking algorithm in metacarpal, MCP joints, PIP joints, and joint DIPs. Tracking is conducted with computer vision using MATLAB-Simulink. Tracking is performed on myoelectric fingers and compared to normal human fingers when grasping. Linear actuator has a stroke length of 20 mm. The position of the linear actuator stroke is obtained by using feedback from the linear potentiometer contained in the linear actuator. Actuator strokes and flowing electric currents are measured using a microcontroller and sent using serial transmit to the computer for data acquisition systems.","PeriodicalId":198107,"journal":{"name":"2019 International Biomedical Instrumentation and Technology Conference (IBITeC)","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2019-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"124601064","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 2
Chitosan-Coated PLLA-Collagen Hollow Fiber for Vascular Graft Engineering 壳聚糖包被pla -胶原中空纤维用于血管移植工程
Pub Date : 2019-10-01 DOI: 10.1109/IBITeC46597.2019.9091680
Dita Ayu Mayasari, P. Widiyanti, Djonny Izak Rudyardjo
Synthetic materials is commonly used on vascular graft engineering. PLLA which a biodegradable polymers is suitable for this application. In this study, a vascular graft based PLLA-collagen was made with added chitosan on its surface. The aim of this research is to evaluate the mechanical properties of chitosan-coated PLLA-collagen hollow fiber. PLLA-collagen hollow fiber is made from stretch air technique using spinneret apparatus. The mechanical strength of chitosan-coated PLLA-collagen hollow fiber was measured using autograph. The result showed that the addition of chitosan decrease the ultimate tensile strength of PLLA-collagen hollow fiber.
合成材料是血管移植工程中常用的材料。PLLA是一种可生物降解的聚合物,适合于这种应用。本研究在表面添加壳聚糖制备了一种基于血管移植的pla -胶原。本研究的目的是评价壳聚糖包被pla -胶原中空纤维的力学性能。采用拉伸空气技术,利用喷丝装置制备pla -胶原蛋白中空纤维。采用亲笔签名法测定了壳聚糖包被pla -胶原中空纤维的机械强度。结果表明,壳聚糖的加入降低了pla -胶原中空纤维的极限拉伸强度。
{"title":"Chitosan-Coated PLLA-Collagen Hollow Fiber for Vascular Graft Engineering","authors":"Dita Ayu Mayasari, P. Widiyanti, Djonny Izak Rudyardjo","doi":"10.1109/IBITeC46597.2019.9091680","DOIUrl":"https://doi.org/10.1109/IBITeC46597.2019.9091680","url":null,"abstract":"Synthetic materials is commonly used on vascular graft engineering. PLLA which a biodegradable polymers is suitable for this application. In this study, a vascular graft based PLLA-collagen was made with added chitosan on its surface. The aim of this research is to evaluate the mechanical properties of chitosan-coated PLLA-collagen hollow fiber. PLLA-collagen hollow fiber is made from stretch air technique using spinneret apparatus. The mechanical strength of chitosan-coated PLLA-collagen hollow fiber was measured using autograph. The result showed that the addition of chitosan decrease the ultimate tensile strength of PLLA-collagen hollow fiber.","PeriodicalId":198107,"journal":{"name":"2019 International Biomedical Instrumentation and Technology Conference (IBITeC)","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2019-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"128030198","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 1
Application of CAD / CAM Technology on Facial, Oral and Cranial Region: A Review CAD / CAM技术在面部、口腔和颅区的应用综述
Pub Date : 2019-10-01 DOI: 10.1109/IBITeC46597.2019.9091710
Rangga Perwiratama, M. Sulistyoningsih
The use of Computer Aided Design (CAD) / Computer Aided Manufacturing (CAM) to produce biomedical devices has recently become more interesting because of environmental benefits and the fact that it has been done using computer simulations. However, CAD / CAM operating costs are a major obstacle to product commercialization. High specification computers are used as a raw material for design, customizing the processes of transferring continuous digital images and small-size and high-quality manufacturing tools are major options to reduce the cost of CAD / CAM operations. The most widely used method is to optimize how CAD and CAM devices work through an algorithm. This optimization will contribute to the rapid development of the ability to produce better products and reduce operating costs. The case study to be conducted is the development of CAD / CAM optimization over the past years (2013, 2018) towards the production of biomedical devices.
使用计算机辅助设计(CAD) /计算机辅助制造(CAM)生产生物医学设备最近变得更加有趣,因为它具有环境效益,而且它是使用计算机模拟完成的。然而,CAD / CAM的运营成本是产品商业化的主要障碍。高规格的计算机被用作设计的原材料,定制传输连续数字图像的过程和小尺寸和高质量的制造工具是降低CAD / CAM操作成本的主要选择。最广泛使用的方法是通过算法优化CAD和CAM设备的工作方式。这种优化将有助于生产更好的产品和降低运营成本的能力的快速发展。要进行的案例研究是过去几年(2013年,2018年)CAD / CAM优化在生物医学设备生产中的发展。
{"title":"Application of CAD / CAM Technology on Facial, Oral and Cranial Region: A Review","authors":"Rangga Perwiratama, M. Sulistyoningsih","doi":"10.1109/IBITeC46597.2019.9091710","DOIUrl":"https://doi.org/10.1109/IBITeC46597.2019.9091710","url":null,"abstract":"The use of Computer Aided Design (CAD) / Computer Aided Manufacturing (CAM) to produce biomedical devices has recently become more interesting because of environmental benefits and the fact that it has been done using computer simulations. However, CAD / CAM operating costs are a major obstacle to product commercialization. High specification computers are used as a raw material for design, customizing the processes of transferring continuous digital images and small-size and high-quality manufacturing tools are major options to reduce the cost of CAD / CAM operations. The most widely used method is to optimize how CAD and CAM devices work through an algorithm. This optimization will contribute to the rapid development of the ability to produce better products and reduce operating costs. The case study to be conducted is the development of CAD / CAM optimization over the past years (2013, 2018) towards the production of biomedical devices.","PeriodicalId":198107,"journal":{"name":"2019 International Biomedical Instrumentation and Technology Conference (IBITeC)","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2019-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"134068443","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 2
Detection of Fear of Falls using PPG with Video Stimulation of the Fall Condition 利用PPG和视频刺激检测跌倒恐惧
Pub Date : 2019-10-01 DOI: 10.1109/IBITeC46597.2019.9091708
I. Zaeni, Mahfud Jiono
One of the problem of the after stroke walking training is fear of fall. Fear of falling is significantly corresponded to earlier falls and poor physical function. Lower high frequency (HF) power which is measured from heart rate variability has correlation to the stress, panic, anxiety, or worry. This study proposed a method to detect fear of falling using Photoplethysmography (PPG). The PPG signal is acquired using Arduino. The acquired signal is then processed using several step including trend removal, band frequency filtering, band power estimation, and decision system. Trend removal is conducted using moving average while the band frequency filtering is conducted using second order Butterworth band pass filter. The 2 section video is used to induce relax and fear of falling on the subject feeling which is used as the class on decision system. The output of the decision system is then compared to the class and the MAPE is computed. The result shows that the system can yield MAPE 16.63% which is can be categorized as a good result.
中风后步行训练的一个问题是害怕跌倒。对跌倒的恐惧与早期跌倒和身体机能差有显著的相关性。较低的高频(HF)功率是由心率变异性测量的,与压力、恐慌、焦虑或担心有关。本研究提出了一种利用光电容积脉搏波(PPG)检测跌倒恐惧的方法。利用Arduino采集PPG信号。然后对采集到的信号进行趋势去除、频带频率滤波、频带功率估计和决策系统等步骤的处理。趋势去除采用移动平均进行,频带频率滤波采用二阶巴特沃斯带通滤波器进行。2段视频用来诱导放松和害怕落在主题上的感觉,作为课堂上的决策系统。然后将决策系统的输出与类进行比较,并计算MAPE。结果表明,该系统的MAPE为16.63%,是一个不错的结果。
{"title":"Detection of Fear of Falls using PPG with Video Stimulation of the Fall Condition","authors":"I. Zaeni, Mahfud Jiono","doi":"10.1109/IBITeC46597.2019.9091708","DOIUrl":"https://doi.org/10.1109/IBITeC46597.2019.9091708","url":null,"abstract":"One of the problem of the after stroke walking training is fear of fall. Fear of falling is significantly corresponded to earlier falls and poor physical function. Lower high frequency (HF) power which is measured from heart rate variability has correlation to the stress, panic, anxiety, or worry. This study proposed a method to detect fear of falling using Photoplethysmography (PPG). The PPG signal is acquired using Arduino. The acquired signal is then processed using several step including trend removal, band frequency filtering, band power estimation, and decision system. Trend removal is conducted using moving average while the band frequency filtering is conducted using second order Butterworth band pass filter. The 2 section video is used to induce relax and fear of falling on the subject feeling which is used as the class on decision system. The output of the decision system is then compared to the class and the MAPE is computed. The result shows that the system can yield MAPE 16.63% which is can be categorized as a good result.","PeriodicalId":198107,"journal":{"name":"2019 International Biomedical Instrumentation and Technology Conference (IBITeC)","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2019-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"124505988","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 1
Numerical Analysis of Stress and Displacement on The Middle Finger of The Prosthetic Hand Due to Hook Position 钩位对假手中指应力和位移的数值分析
Pub Date : 2019-10-01 DOI: 10.1109/IBITeC46597.2019.9091681
G. P. Annanto, R. Ismail, I. Haryanto, M. Ariyanto, K. A. Pambudi
Upper limb disabilities become a concern to Indonesia. There are many prosthetic hand products from other countries, but they do not fit to Indonesian citizen, neither for the price nor the size. Because of it, Diponegoro University developed a prosthetic hand to solve the problem that currently faced by the Indonesian citizen. This prosthetic hand was expected to be a prosthetic hand that fit, either for the price or the size, with Indonesian citizen. Design safety becomes the concern of the development of prosthetic hand, and this paper investigates the reliability of the Middle finger of the prosthetic hand under the hook load. The result is the upper part experienced maximum stress at the value 54.524MPa and the lower part experienced maximum stress at the value 29.472 MPa. The maximum stress that occurs on the Middle finger of the prosthetic hand was still under the yield stress of material. With the safety factor about 1.28 and 2.37 for upper part and lower part, respectively, it can be considered that the prosthetic hand that has been developed in Diponegoro University was safe to use on hook position
上肢残疾成为印度尼西亚关注的问题。其他国家有很多假手产品,但无论是价格还是尺寸都不适合印尼公民。正因为如此,迪波尼戈罗大学开发了一种假手来解决印尼公民目前面临的问题。这只假手应该是一只适合印尼公民的假手,无论是价格还是尺寸。设计安全性成为假手发展的重点,本文对假手中指在钩载荷作用下的可靠性进行了研究。结果表明:上部最大应力值为54.524MPa,下部最大应力值为29.472 MPa。假手中指所受的最大应力仍在材料屈服应力下。由于上肢和下肢的安全系数分别约为1.28和2.37,因此可以认为Diponegoro大学开发的假手在钩位上使用是安全的
{"title":"Numerical Analysis of Stress and Displacement on The Middle Finger of The Prosthetic Hand Due to Hook Position","authors":"G. P. Annanto, R. Ismail, I. Haryanto, M. Ariyanto, K. A. Pambudi","doi":"10.1109/IBITeC46597.2019.9091681","DOIUrl":"https://doi.org/10.1109/IBITeC46597.2019.9091681","url":null,"abstract":"Upper limb disabilities become a concern to Indonesia. There are many prosthetic hand products from other countries, but they do not fit to Indonesian citizen, neither for the price nor the size. Because of it, Diponegoro University developed a prosthetic hand to solve the problem that currently faced by the Indonesian citizen. This prosthetic hand was expected to be a prosthetic hand that fit, either for the price or the size, with Indonesian citizen. Design safety becomes the concern of the development of prosthetic hand, and this paper investigates the reliability of the Middle finger of the prosthetic hand under the hook load. The result is the upper part experienced maximum stress at the value 54.524MPa and the lower part experienced maximum stress at the value 29.472 MPa. The maximum stress that occurs on the Middle finger of the prosthetic hand was still under the yield stress of material. With the safety factor about 1.28 and 2.37 for upper part and lower part, respectively, it can be considered that the prosthetic hand that has been developed in Diponegoro University was safe to use on hook position","PeriodicalId":198107,"journal":{"name":"2019 International Biomedical Instrumentation and Technology Conference (IBITeC)","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2019-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"131895406","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 0
A Design of Multipurpose Virtual Reality Game for Children with Autism Spectrum Disorder 面向自闭症谱系障碍儿童的多功能虚拟现实游戏设计
Pub Date : 2019-10-01 DOI: 10.1109/IBITeC46597.2019.9091713
Milla Rahmadiva, A. Arifin, M. Fatoni, Siti Halimah Baki, Takashi Watanabe
Autism spectrum disorder (ASD) is a developmental disorder that related to brain development, affecting communication and behavior. Hallmarks of children with ASD are, they are not interested in communicating with other people and they find it really hard to focus on something they are not interested. Children with ASD need to learn some skills in order to increase their independence, including social skills, life skills, and focus. Some research studies have found that virtual reality (VR) is an effective tool for treatment in healthcare. In order to increase skills of children with ASD, we developed a system, based on VR and Leap Motion. We developed a game platform aiming to attract children with ASD to train their focus by placing balls with different colors in the box according to the ball’s color, and increasing their social skills by training them how react with social situations and virtual people around them. Our design has been tested and it showed well running interface. Participants in this game had three sessions of training and they were engaged with the game environment and they were able to follow the game scenario well for focus training, signs learning, and eye gazing learning. Their accuracies for all games were increased. The accuracy increase was about 11.16% for Game for Subject Focus, 16.6% for game for Focus with Distraction game, and subjects could interpret the arrows better by reaching each destination 2 seconds faster on each training session. The accuracy of Eye Gazing game was 75% for each training session.
自闭症谱系障碍(ASD)是一种与大脑发育有关的发育障碍,影响沟通和行为。自闭症儿童的特点是,他们对与其他人交流不感兴趣他们发现很难专注于他们不感兴趣的事情。患有自闭症谱系障碍的儿童需要学习一些技能,以提高他们的独立性,包括社交技能、生活技能和注意力。一些研究发现,虚拟现实(VR)是医疗保健治疗的有效工具。为了提高自闭症儿童的技能,我们开发了一个基于VR和Leap Motion的系统。我们开发了一个游戏平台,旨在吸引ASD儿童,通过根据球的颜色将不同颜色的球放入盒子中来训练他们的注意力,并通过训练他们如何应对社交情境和周围的虚拟人来提高他们的社交能力。我们的设计经过测试,界面运行良好。该游戏的参与者进行了三次训练,他们融入游戏环境,能够很好地遵循游戏场景进行注意力训练、手势学习和眼睛注视学习。它们在所有游戏中的准确率都有所提高。“专注游戏”的准确率提高了11.16%,“分散注意力游戏”的准确率提高了16.6%,并且在每次训练中,被试到达每个目的地的时间都快了2秒,从而更好地解释了箭头。每次训练的凝视游戏准确率为75%。
{"title":"A Design of Multipurpose Virtual Reality Game for Children with Autism Spectrum Disorder","authors":"Milla Rahmadiva, A. Arifin, M. Fatoni, Siti Halimah Baki, Takashi Watanabe","doi":"10.1109/IBITeC46597.2019.9091713","DOIUrl":"https://doi.org/10.1109/IBITeC46597.2019.9091713","url":null,"abstract":"Autism spectrum disorder (ASD) is a developmental disorder that related to brain development, affecting communication and behavior. Hallmarks of children with ASD are, they are not interested in communicating with other people and they find it really hard to focus on something they are not interested. Children with ASD need to learn some skills in order to increase their independence, including social skills, life skills, and focus. Some research studies have found that virtual reality (VR) is an effective tool for treatment in healthcare. In order to increase skills of children with ASD, we developed a system, based on VR and Leap Motion. We developed a game platform aiming to attract children with ASD to train their focus by placing balls with different colors in the box according to the ball’s color, and increasing their social skills by training them how react with social situations and virtual people around them. Our design has been tested and it showed well running interface. Participants in this game had three sessions of training and they were engaged with the game environment and they were able to follow the game scenario well for focus training, signs learning, and eye gazing learning. Their accuracies for all games were increased. The accuracy increase was about 11.16% for Game for Subject Focus, 16.6% for game for Focus with Distraction game, and subjects could interpret the arrows better by reaching each destination 2 seconds faster on each training session. The accuracy of Eye Gazing game was 75% for each training session.","PeriodicalId":198107,"journal":{"name":"2019 International Biomedical Instrumentation and Technology Conference (IBITeC)","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2019-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"126266783","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 16
Flexible Wireless ECG Circuit Fabrication Technique 柔性无线心电电路制作技术
Pub Date : 2019-10-01 DOI: 10.1109/IBITeC46597.2019.9091725
N. Sahar, N. A. Abdul-Kadir, F. K. Che Harun
The value of smart medical devices, including heart rate monitors, is forecasted by U.S. Smart Medical Devices to be increased yearly until year 2025. Smartphones play an important role in the healthcare industry, thus, the increase in smartphone usage is in parallel with the rising demand for wireless and smartphone-compatible medical devices. This in turn promotes awareness and focus on health and fitness, and demand-led growth for home usage. There were a few researches related to the methods used in the fabrication of flexible circuits such as screen printing, inkjet printing and direct transfer methods. On top of that, different flexible substrate materials such as paper, plastic (such as Polyethylene terephthalate (PET)), Kapton and textile-fabric were used by researchers to achieve their study objectives. Each method and material used in the previous studies were reviewed to address critical points such as to emphasize the adhesion property of materials as it may affect the quality and reliability of the flexible circuit during and after fabrication process. Thus, the focus of this study is to review a wireless ECG monitoring device which is compact, flexible, and equipped with wireless communication technology.
美国智能医疗设备公司预测,到2025年,包括心率监测器在内的智能医疗设备的价值将逐年增加。智能手机在医疗保健行业中发挥着重要作用,因此,智能手机使用量的增加与对无线和智能手机兼容的医疗设备的需求不断增长是同步的。这反过来又提高了人们对健康和健身的认识和关注,并推动了家庭使用需求的增长。在柔性电路的制造中,丝网印刷、喷墨印刷和直接转印等方法的研究较少。最重要的是,研究人员使用了不同的柔性衬底材料,如纸张、塑料(如聚对苯二甲酸乙二醇酯(PET))、卡普顿和纺织织物,以实现他们的研究目标。回顾了以往研究中使用的每种方法和材料,以解决关键点,例如强调材料的粘附性能,因为它可能影响柔性电路在制造过程中和制造后的质量和可靠性。因此,本研究的重点是研究一种紧凑,灵活,并配备无线通信技术的无线心电监护装置。
{"title":"Flexible Wireless ECG Circuit Fabrication Technique","authors":"N. Sahar, N. A. Abdul-Kadir, F. K. Che Harun","doi":"10.1109/IBITeC46597.2019.9091725","DOIUrl":"https://doi.org/10.1109/IBITeC46597.2019.9091725","url":null,"abstract":"The value of smart medical devices, including heart rate monitors, is forecasted by U.S. Smart Medical Devices to be increased yearly until year 2025. Smartphones play an important role in the healthcare industry, thus, the increase in smartphone usage is in parallel with the rising demand for wireless and smartphone-compatible medical devices. This in turn promotes awareness and focus on health and fitness, and demand-led growth for home usage. There were a few researches related to the methods used in the fabrication of flexible circuits such as screen printing, inkjet printing and direct transfer methods. On top of that, different flexible substrate materials such as paper, plastic (such as Polyethylene terephthalate (PET)), Kapton and textile-fabric were used by researchers to achieve their study objectives. Each method and material used in the previous studies were reviewed to address critical points such as to emphasize the adhesion property of materials as it may affect the quality and reliability of the flexible circuit during and after fabrication process. Thus, the focus of this study is to review a wireless ECG monitoring device which is compact, flexible, and equipped with wireless communication technology.","PeriodicalId":198107,"journal":{"name":"2019 International Biomedical Instrumentation and Technology Conference (IBITeC)","volume":null,"pages":null},"PeriodicalIF":0.0,"publicationDate":"2019-10-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"129364419","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 1
期刊
2019 International Biomedical Instrumentation and Technology Conference (IBITeC)
全部 Acc. Chem. Res. ACS Applied Bio Materials ACS Appl. Electron. Mater. ACS Appl. Energy Mater. ACS Appl. Mater. Interfaces ACS Appl. Nano Mater. ACS Appl. Polym. Mater. ACS BIOMATER-SCI ENG ACS Catal. ACS Cent. Sci. ACS Chem. Biol. ACS Chemical Health & Safety ACS Chem. Neurosci. ACS Comb. Sci. ACS Earth Space Chem. ACS Energy Lett. ACS Infect. Dis. ACS Macro Lett. ACS Mater. Lett. ACS Med. Chem. Lett. ACS Nano ACS Omega ACS Photonics ACS Sens. ACS Sustainable Chem. Eng. ACS Synth. Biol. Anal. Chem. BIOCHEMISTRY-US Bioconjugate Chem. BIOMACROMOLECULES Chem. Res. Toxicol. Chem. Rev. Chem. Mater. CRYST GROWTH DES ENERG FUEL Environ. Sci. Technol. Environ. Sci. Technol. Lett. Eur. J. Inorg. Chem. IND ENG CHEM RES Inorg. Chem. J. Agric. Food. Chem. J. Chem. Eng. Data J. Chem. Educ. J. Chem. Inf. Model. J. Chem. Theory Comput. J. Med. Chem. J. Nat. Prod. J PROTEOME RES J. Am. Chem. Soc. LANGMUIR MACROMOLECULES Mol. Pharmaceutics Nano Lett. Org. Lett. ORG PROCESS RES DEV ORGANOMETALLICS J. Org. Chem. J. Phys. Chem. J. Phys. Chem. A J. Phys. Chem. B J. Phys. Chem. C J. Phys. Chem. Lett. Analyst Anal. Methods Biomater. Sci. Catal. Sci. Technol. Chem. Commun. Chem. Soc. Rev. CHEM EDUC RES PRACT CRYSTENGCOMM Dalton Trans. Energy Environ. Sci. ENVIRON SCI-NANO ENVIRON SCI-PROC IMP ENVIRON SCI-WAT RES Faraday Discuss. Food Funct. Green Chem. Inorg. Chem. Front. Integr. Biol. J. Anal. At. Spectrom. J. Mater. Chem. A J. Mater. Chem. B J. Mater. Chem. C Lab Chip Mater. Chem. Front. Mater. Horiz. MEDCHEMCOMM Metallomics Mol. Biosyst. Mol. Syst. Des. Eng. Nanoscale Nanoscale Horiz. Nat. Prod. Rep. New J. Chem. Org. Biomol. Chem. Org. Chem. Front. PHOTOCH PHOTOBIO SCI PCCP Polym. Chem.
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
0
微信
客服QQ
Book学术公众号 扫码关注我们
反馈
×
意见反馈
请填写您的意见或建议
请填写您的手机或邮箱
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
现在去查看 取消
×
提示
确定
Book学术官方微信
Book学术文献互助
Book学术文献互助群
群 号:481959085
Book学术
文献互助 智能选刊 最新文献 互助须知 联系我们:info@booksci.cn
Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。
Copyright © 2023 Book学术 All rights reserved.
ghs 京公网安备 11010802042870号 京ICP备2023020795号-1