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A Review on EMI Issues in High speed Designs and Solutions 高速设计中的电磁干扰问题及其解决方法综述
Pub Date : 2022-10-29 DOI: 10.35882/jeeemi.v4i4.253
Uma Maheswari Y., A. A, Ashok Kumar L
As data speed on printed circuit boards have increased, new difficulties have evolved and necessitating the development of new analytical methodologies and solutions. It will be necessary to continue research in order to keep up with the ever-increasing data rates and smaller form factors. The literature and issue pertaining to the EMI/EMC of printed circuit boards are reviewed in detail in this paper for the purpose of providing an overview and to assist people looking for more extensive references related to this area. This review includes EMI issues related to high speed PCB, EMI measurement techniques using software and hardware and solution for the EMI issues. Also reviewed the use of electromagnetic band gap (EBG) technology to minimize electromagnetic interference (EMI). In recent years, there have been a number of articles describing the several uses of EBG for the purpose of blocking undesired radiation at discontinuities. Various EBG structure performances with its applications are analysed and detailed.
随着印刷电路板上数据速度的增加,新的困难也随之出现,需要开发新的分析方法和解决方案。为了跟上不断增长的数据速率和更小的外形尺寸,有必要继续进行研究。本文详细回顾了与印刷电路板的EMI/EMC相关的文献和问题,以提供概述并帮助人们寻找与该领域相关的更广泛的参考文献。本文综述了与高速PCB相关的EMI问题,使用软件和硬件的EMI测量技术以及EMI问题的解决方案。同时综述了利用电磁带隙(EBG)技术减少电磁干扰(EMI)的方法。近年来,有许多文章描述了EBG在不连续处阻断不希望的辐射的几种用途。详细分析了EBG结构的各种性能及其应用。
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引用次数: 0
Design and Build a Distance and Heart Rate Monitoring System on a Dynamic Bike Integrated with Power Generating System 结合发电系统的动态自行车距离与心率监测系统的设计与实现
Pub Date : 2022-10-29 DOI: 10.35882/jeeemi.v4i4.260
Anggara Trisna Nugraha
One of the organs of the body that must be protected is the heart. The heart is an organ of the human body that performs important functions to sustain life. Maintaining health is a top priority and requires careful attention, so small abnormalities in the heart can have a big impact on our body's performance [2]. In addition to the rapid development of the field of health sciences, this can affect not only aspects of medicine, but also other supporting fields of science such as chemistry, biology, pharmacy and other scientific fields. Don't forget that informatics plays an important role in maintaining, monitoring, diagnosing, and managing health, especially heart health. With the development of medical science, people are always active in improving their physical fitness in order to remain optimal in the current new normal era. After the Covid-19 pandemic, many things change to adapt to the environment around us. One of the implications of the adjustment in the new normal era is the use of transportation for social distancing. Many people use environmentally friendly and healthy modes of transportation, such as bicycles, to travel. In 2016, Deshmukh and colleagues conducted a study entitled 'Design of a Walking Bike', one of several developments in the title of research that discusses the design of a treadmill bicycle [5]. In this study, a mechanical test and design of a treadmill bicycle was carried out in the form of 3D modeling which had been integrated with a power generating system in the form of adding a BLDC motor to the rear wheel. By following the rapid development of technology. The authors investigated the effect of treadmill cycling on heart rate monitoring using the MAX30102 sensor. The two initial values ​​can easily be derived from the results of the conducted studies. The first test has an error rate of 12.64% and the second test has an error rate of 22.09%. From the results of these tests, the author is in further investigation by adding the Kalman filtering method to the MAX30102 sensor. Then, the output generated from this power generating system can charge the battery up to 12.95 volts with a period of 25 minutes of testing. From the results of these tests, the author is in further investigation by adding the Kalman filtering method to the MAX30102 sensor. Then, the output generated from this power generating system can charge the battery up to 12.95 volts with a period of 25 minutes of testing. From the results of these tests, the author is in further investigation by adding the Kalman filtering method to the MAX30102 sensor. Then, the output generated from this power generating system can charge the battery up to 12.95 volts with a period of 25 minutes of testing.
必须保护的身体器官之一是心脏。心脏是人体的一个器官,对维持生命起着重要的作用。保持健康是最重要的,需要仔细注意,所以心脏的小异常会对我们身体的表现产生很大的影响。除了健康科学领域的快速发展之外,这不仅可以影响医学方面,还可以影响其他支持科学领域,如化学,生物学,药学和其他科学领域。不要忘记,信息学在维护、监测、诊断和管理健康(尤其是心脏健康)方面发挥着重要作用。随着医学的发展,为了在新常态下保持最佳状态,人们一直在积极提高自己的身体素质。新冠肺炎大流行之后,很多事情都发生了变化,以适应我们周围的环境。在新常态时代,这种调整的影响之一是利用交通工具保持社会距离。许多人使用环保和健康的交通方式,如自行车,去旅行。2016年,Deshmukh和他的同事进行了一项名为“步行自行车的设计”的研究,这是讨论跑步机自行车设计的研究标题中的几项进展之一。在本研究中,以3D建模的形式对跑步机自行车进行力学测试和设计,并以后轮增加无刷直流电机的形式集成了发电系统。随着科技的飞速发展。作者利用MAX30102传感器研究了跑步机骑行对心率监测的影响。这两个初始值可以很容易地从所进行的研究的结果中得出。第一次测试错误率为12.64%,第二次测试错误率为22.09%。根据这些测试结果,作者将卡尔曼滤波方法添加到MAX30102传感器中进行进一步研究。然后,该发电系统产生的输出可以在25分钟的测试周期内为电池充电高达12.95伏。根据这些测试结果,作者将卡尔曼滤波方法添加到MAX30102传感器中进行进一步研究。然后,该发电系统产生的输出可以在25分钟的测试周期内为电池充电高达12.95伏。根据这些测试结果,作者将卡尔曼滤波方法添加到MAX30102传感器中进行进一步研究。然后,该发电系统产生的输出可以在25分钟的测试周期内为电池充电高达12.95伏。
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引用次数: 0
Analysis of Temperature Stability and Accuracy on the Design of Thermometer Calibrator Based on Fuzzy Logic And On/Off Control 基于模糊逻辑和开关控制的温度计校准器设计中的温度稳定性和精度分析
Pub Date : 2022-07-28 DOI: 10.35882/jeeemi.v4i3.244
Yunik Pujiastuti, A. Pudji, Singgih Yudha Setiawan, Farid Amrinsani, K. Phasinam
A thermometer is a medical device used to measure body temperature. To maintain the accuracy of the thermometer measurement results, periodic calibration is required. Calibration is an activity to determine the conventional correctness of the indicator values of measuring instruments and measuring materials by comparing them with measurement standards that can be traced to national and international standards for units of measure and/or international and certified reference materials. Based on the results of the identification of chronological problems that have been observed, a body thermometer that measures body temperature is needed so and a calibrator is needed to maintain the accuracy of the thermometer. The purpose of this study was to analyze the Temperature Stability and Accuracy of the Body Thermometer Calibrator Based on on-Off Control and Fuzzy Logic Control. The contribution of this research to this tool will use the development of a fuzzy logic control method to produce temperature stability in the Body Thermometer Calibrator (Digital). The method used in this study used fuzzy control and on-off control. The results of this study from the suitability test obtained a maximum error of 0.2% in the fuzzy control and 0.6% in the On-Off control.  The average rise time difference for the two controls was 13.53 Seconds. The average settling time difference is 130.46 seconds. The results of this study can be concluded that the Fuzzy System is better than the On / Off system so the Fuzzy system is more suitable for thermometer calibration media.
体温计是一种用于测量体温的医疗设备。为了保持温度计测量结果的准确性,需要定期校准。校准是通过将测量仪器和测量材料的指标值与可追溯到国家和国际计量单位标准和/或国际认证参考物质标准的测量标准进行比较,以确定其常规正确性的活动。根据已观察到的时间顺序问题的识别结果,需要一个测量体温的体温计,并且需要一个校准器来保持体温计的准确性。本研究的目的是分析基于开关控制和模糊逻辑控制的体温计校准器的温度稳定性和精度。本研究对该工具的贡献将使用模糊逻辑控制方法的发展,以在体温计校准器(数字)中产生温度稳定性。本研究采用模糊控制和开关控制相结合的方法。本研究的适用性测试结果在模糊控制下的最大误差为0.2%,在开关控制下的最大误差为0.6%。两组的平均上升时差为13.53秒。平均沉降时差为130.46秒。本研究结果表明,模糊系统优于开关系统,因此模糊系统更适合于温度计校准介质。
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引用次数: 0
Implementation of Voltage Stabilizers on Solar Cell System Using Buck-Boost Converter 利用升压-降压变换器实现太阳能电池系统稳压器
Pub Date : 2022-07-28 DOI: 10.35882/jeeemi.v4i3.246
A. Nugraha, I. Achmad
Electricity is one of the basic needs of modern human life and is already so integrated into everyday life. This is understandable given the coal's ample resources. Another factor that influences the growth of coal use is that coal plants are designed asa basic burden because the price of coal is relatively cheaper. However, coal's existence as fuel for power plants is on the decline and is not renewables. One of the applications of renewable energy potential is solar power generation technology. On this system using solar panels using 30 wp power. Solar dependence on the environment affects the change in output values in hybrid plant systems, resulting in easy damage to both domestic and industrial appliances or in battery storage systems, so a mechanism is needed to stabilize the output voltage supplied to the battery or load. So, out of this renewable energy potential, it creates innovation Implementation of Voltage Stabilizers on Solar Cell System Using Buck-Boost Converter. Aided by current and voltage sensors controlled by arduino uno so that they can insulate input and output from buck-boost converter. Results from the testing of this device indicate that the buck-boost converter is able to stabilize output output from solar panels with a 14.4 volt set of points. The average efficiency obtained at buck-converter converter testing at buck mode is 85.4 %. On boost mode is 80%. On buck-boost mode is 79.2%.
电是现代人类生活的基本需求之一,已经融入日常生活。考虑到煤炭资源丰富,这是可以理解的。影响煤炭使用量增长的另一个因素是,燃煤电厂被设计为基本负担,因为煤炭的价格相对便宜。然而,煤炭作为发电厂燃料的存在正在下降,并且不是可再生能源。可再生能源潜力的应用之一是太阳能发电技术。在这个系统上使用太阳能电池板使用30wp功率。太阳能对环境的依赖性会影响混合电厂系统输出值的变化,导致家用和工业电器或电池存储系统容易损坏,因此需要一种稳定提供给电池或负载的输出电压的机制。因此,基于这种可再生能源的潜力,它创造了利用Buck-Boost变换器在太阳能电池系统上实现稳压器的创新。借助arduino uno控制的电流和电压传感器,使输入和输出与降压转换器隔离。该装置的测试结果表明,降压-升压转换器能够稳定太阳能电池板的输出输出,电压为14.4伏。降压变换器在降压模式下的平均效率为85.4%。升压模式为80%。在buck-boost模式下为79.2%。
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引用次数: 0
Implementation Of Fuzzy Logic On Turbine Ventilators As Renewable Energy 汽轮机通风机可再生能源模糊逻辑的实现
Pub Date : 2022-07-28 DOI: 10.35882/jeeemi.v4i3.236
Fahmi Ivannuri, A. Nugraha
Energy needs in Indonesia in particular and in the world in general continue to increase. One of the sources of electricity supply, PLTA together with steam power plants (PLTU) and gas power plants (PLTG) indeed play an important role in the availability of electricity. Indonesia, which is an archipelagic country and one of the countries located on the equator, is a factor that Indonesia has abundant wind energy potential. The electrical energy needs of remote communities can be met. Turbine ventilator is a device that functions to circulate air which is placed on the roof of the building that functions as ventilation in residential and industrial buildings. Based on previous research, there are those who examine the use of turbine ventilators as power plants, but there are still many shortcomings that need to be fixed. turbine ventilator that is used to catch the wind and drive the generator, by connecting the wind turbine using a v-belt so that the rotation produced by the generator is maximized. Then the generator produces electrical energy.
特别是印度尼西亚和全世界的能源需求继续增加。作为电力供应的来源之一,PLTA与蒸汽发电厂(PLTU)和燃气发电厂(PLTG)一起在电力供应方面发挥着重要作用。印度尼西亚是一个群岛国家,也是位于赤道上的国家之一,这是印度尼西亚拥有丰富风能潜力的一个因素。偏远社区的电力需求可以得到满足。透平通风机是安装在住宅和工业建筑的屋顶上,起到通风作用的一种使空气流通的装置。在以往的研究基础上,也有人对涡轮通风机作为电厂进行考察,但仍有许多不足之处需要修正。涡轮通风机,是用来捕捉风和驱动发电机,通过连接风力发电机使用v形带,使发电机产生的旋转是最大的。然后发电机产生电能。
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引用次数: 0
Analysis of the Geiger Muller Ability on the Effect of Collimation Area and Irradiation Distance on the Dose of X-Ray Machine Measurements 准直面积和照射距离对x射线机测量剂量影响的盖革穆勒能力分析
Pub Date : 2022-07-28 DOI: 10.35882/jeeemi.v4i3.249
Wahyu Pratama, M. Mak’ruf, T. Indrato, Endro Yulianto, L. Lamidi, Maduka Nosike, Sambhrant Srivastava
Radiation cannot be felt directly by the five human senses. For the occupational safety and security, a radiation worker or radiographer is endeavored to receive radiation dose as minimum as possible, which is by monitoring the radiation using a radiation measuring device. The purpose of this study was to analyze the effect of collimation area and irradiation distance on x-ray dose measurement using Geiger Muller. In this case, the author tried to make a dosimeter by using the Muller Geiger module and displayed it on a personal computer. This research employed Muller Geiger sensor to detect X-ray dose and velocity, Arduino for data programming, Bluetooth HC-05 for digital communication tool between hardware and personal computer, and personal computer to display the reading. Current research was conducted using Pre-Experimental research design. Based on the results of data collection and comparison with the standard tool, it can be concluded that the greater the tube current setting (mA), the greater the dose and rate of radiation exposure at a distance of 100cm with 50KV and 70KV settings, and a distance of 150cm with 50KV settings. However, it is inversely proportional to the measurement results at a distance of 150cm with a 70KV setting. The results of this study are further expected to determine the ability of Geiger Muller to measure the dose to the irradiation distance or collimation area and can be used as a reference for further research in this field.
人类的五种感官无法直接感受到辐射。为保障职业安全,辐射工作人员或放射技师应尽量接受最低剂量的辐射,即使用辐射测量装置监测辐射。本研究的目的是分析准直面积和照射距离对盖革穆勒测量x射线剂量的影响。在这种情况下,作者试图使用穆勒盖革模块制作剂量计,并在个人电脑上显示。本研究采用Muller Geiger传感器检测x射线剂量和速度,Arduino进行数据编程,蓝牙HC-05作为硬件与个人电脑之间的数字通信工具,个人电脑显示读数。本研究采用预实验研究设计。根据数据采集结果并与标准工具进行对比,可以得出50KV和70KV设置距离100cm和50KV设置距离150cm时,管电流设置(mA)越大,辐射照射剂量和照射率越大。但在70KV设置下,与150cm距离处的测量结果成反比。本研究结果有望进一步确定盖革穆勒对辐照距离或准直区域的剂量测量能力,并可作为该领域进一步研究的参考。
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引用次数: 0
Sensor Accuracy Analysis on Incubator Analyzer to Measure Noise and Airflow Parameters 培养箱噪声及气流参数测量分析仪传感器精度分析
Pub Date : 2022-07-28 DOI: 10.35882/jeeemi.v4i3.227
Arrum Sekarwati, Syaifudin Syaifudin, Torib Hamzah, Shubhrojit Misra
Infant incubators are equipment to maintain a stable body temperature for premature babies. Premature babies need room conditioning that is close to conditions in the womb. Room conditioning is carried out in a baby incubator by providing a stable temperature, relative humidity, and measured air flow. This parameter must be controlled so as not to exceed the threshold that will harm the baby. Periodic calibration should be applied to the infant incubator to monitor its function. To ensure the availability of baby incubators according to service standards, it is necessary to conduct test (calibrate) using an incubator analyzer. The purpose of this study is to conduct further research on the incubator analyzer that focuses on discussing the accuracy of noise and airflow sensors with the gold standard. In this study, an experiment was carried out for the sensitivity level of several sensors that had been treated by giving treatment to sensors to choose sensors with good sensitivity to be assembled into one in the incubator analyzer module. The noise sensors (KY-037 and Analog Sound Sensor V2.2) were further compared with the values ​​on the sound level meter and the airflow sensor (D6F-V03A1) was compared with the anemometer. Sensors whose values ​​are close to the comparison values ​​were selected to be integrated into the incubator analyzer module. The incubator analyzer module used Arduino Mega2560 as a data processor and was equipped with an SD Card for the data storage. The built incubator analyzer module was also compared to the Fluke INCU II gold standard for data analysis. The results showed that the Analog Sound Sensor V2.2 had the highest error value (-4.6%) at 32°C and the D6F-V03A1 had the ability to measure sensitivity, where the results were more accurate than INCU II. Based on the error value of the noise sensor, the V2.2 sensor can be applied to measure noise in the baby incubator and the D6F-V03A1 airflow sensor produced an accuracy of up to 3 digits behind the comma which is more accurate than the standard module. The results of the INCU analyzer from this study can be used to calibrate the baby incubator, so that the certainty of the feasibility of the baby incubator is guaranteed. This research can be used as a reference for other researchers who will develop research on incubator analyzers in the future.
婴儿保温箱是为早产儿维持稳定体温的设备。早产儿需要接近子宫条件的室内环境。房间调节是在婴儿保温箱中通过提供稳定的温度、相对湿度和测量气流来进行的。此参数必须加以控制,以免超过对婴儿造成伤害的阈值。应定期对婴儿培养箱进行校准,以监测其功能。为确保婴儿恒温箱符合服务标准,有必要使用恒温箱分析仪进行测试(校准)。本研究的目的是对培养箱分析仪进行进一步的研究,重点讨论用金标准测量噪声和气流传感器的准确性。本研究通过对传感器进行处理,选择灵敏度较好的传感器在培养箱分析仪模块中组装成一个传感器,对处理后的几个传感器的灵敏度水平进行实验。进一步将噪声传感器(key -037和Analog Sound Sensor V2.2)与声级计上的值进行比较,将气流传感器(D6F-V03A1)与风速计上的值进行比较。选择与比较值接近的传感器集成到培养箱分析模块中。培养分析仪模块采用Arduino Mega2560作为数据处理器,并配有SD卡进行数据存储。所建的培养箱分析仪模块还与Fluke INCU II金标准进行了数据分析比较。结果表明,模拟声音传感器V2.2在32°C时误差值最高(-4.6%),D6F-V03A1具有测量灵敏度的能力,其结果比INCU II更准确。根据噪声传感器的误差值,V2.2传感器可用于测量婴儿培养箱中的噪声,D6F-V03A1气流传感器产生的精度高达逗号后面3位数字,比标准模块更准确。本研究的INCU分析仪结果可用于对婴儿培养箱进行标定,从而保证了婴儿培养箱可行性的确定性。本研究可为今后开展培养分析仪研究的其他研究者提供参考。
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引用次数: 0
Accuracy Analysis on Dual Pressure (Positive and Negative) Calibrator Design to Investigate the Sensor Response 双压力(正、负)校准器设计精度分析及传感器响应研究
Pub Date : 2022-07-28 DOI: 10.35882/jeeemi.v4i3.247
Abdi Wibowo, Triana Rahmawati, Priyambada Cahya Nugraha, I Dewa Gede Hari Wisana, Honey Honey, M. Asghari
Calibration is an activity to determine the conventional correctness of the value of measuring instrument designation and measuring material by comparing against the measuring standards that are traced to national or international standards. A sphygmomanometer is a device used to measure blood pressure. Suction pump is a tool to suck various types of fluid formed from the body's secretion process that under certain conditions need to be cleaned. DPM (Digital Pressure Meter) is a tool for calibrating sphygmomanometers and suction pumps. Therefore, it takes a calibrator device to calibrate both tools. The purpose of this study was to determine the sensor response and analyze the accuracy of the design of a dual pressure calibrator (+ and -) that can be used for two devices at once (sphygmomanometer and suction pump) using one sensor (pss-C01V-R18 autonics). The research was conducted at the Campus of the Department of Electrical Engineering Of The Ministry of Health Surabaya, first the data was taken from three different brands of sphygmomanometer and suction pump, the second data was taken using module calibrators, and the third data collection from modules and comparison tools (DPM). In this study successfully measured positive and negative pressure with autonics sensors, the results obtained are accurate in accordance with the results of standard tools. The result of this tool can be used for dual pressure calibrators using autonics sensors.
校准是通过与可追溯到国家或国际标准的测量标准进行比较,以确定测量仪器名称和测量材料的值的常规正确性的活动。血压计是一种用来测量血压的装置。吸入泵是一种工具,用于吸入人体分泌过程中形成的各类液体,在一定条件下需要清洗。DPM(数字压力表)是一种校准血压计和吸入泵的工具。因此,需要一个校准装置来校准这两个工具。本研究的目的是确定传感器响应并分析双压力校准器(+和-)设计的准确性,该校准器可以使用一个传感器(pss-C01V-R18自动化)同时用于两个设备(血压计和吸入泵)。该研究在泗水卫生部电气工程系校园进行,首先从三个不同品牌的血压计和吸入泵中获取数据,第二个数据使用模块校定器获取,第三个数据收集来自模块和比较工具(DPM)。本研究成功地用自动传感器测量了正负压,得到的结果与标准工具的结果一致准确。该工具的结果可用于使用自动传感器的双压力校准器。
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引用次数: 1
Design And Fabrication of Temperature and Humidity Stabilizer on Low Voltage Distribution Panel with PLC-Based Fuzzy Method to Prevent Excessive Temperature and Humidity on The Panel 用plc模糊控制方法设计制作低压配电板温湿度稳定器,防止配电板温湿度过高
Pub Date : 2022-07-28 DOI: 10.35882/jeeemi.v4i3.241
A. Nugraha, Reza Fardiyan As’ad, Adianto, Vugar Abdullayev
Distribution panel is equipment that functions to receive electrical energy from PLN and subsequently distributes, as well as controls the distribution of electrical energy through the main and branch panel circuits to branch Distribution Panel or directly through the final load circuit. One of the problems with the Distribution Panel is the occurrence of fluctuating voltage changes and disturbances caused by condensation due to high humidity values. Based on previous research, the solution to minimize this problem is by optimizing the temperature and humidity on the Distribution Panel. So, in this research, we examine the effect of fan and heater control on the temperature and humidity of the Distribution Panel. The aim of this research is to fabrication the prototype that can be prevent the presence of excess temperature and humidity that does not meet applicable standards. So that it is expected to minimize the occurrence of hazards due to excessive temperature and humidity. In this research, it was found that the fan control using the fuzzy method can change the temperature of the panel room from 42.06oC to 32.82oC in a period of 440 seconds. However, the fan control with simple logic can only change the temperature of the panel room which is all 42.22oC to 35.05oC in 440 seconds. So it can be concluded that the fan control with the fuzzy method can reduce the temperature faster than the fan control with simple logic. Based on the graph on the panel room temperature stability test, it was found that the level of temperature stability in the room could be better controlled with fan control with the fuzzy method than using fan control with simple logic. Heater control system can reduce humidity levels from 95.14%RH to 55.25%RH within 160 seconds.
配电板是接收PLN的电能并进行分配的设备,控制电能通过主配电板和分配电板到分配电板或直接通过最终负载电路的分配。配电板的问题之一是由于高湿度值引起的电压波动变化和冷凝引起的干扰。根据以往的研究,将该问题最小化的解决方案是优化配电板的温度和湿度。因此,在本研究中,我们考察了风机和加热器控制对配电板温度和湿度的影响。本研究的目的是制造一个原型,可以防止不符合适用标准的温度和湿度过高的存在。因此,预计将最大限度地减少因温度和湿度过高而发生的危害。本研究发现,采用模糊方法的风机控制可以在440秒的时间内将面板室的温度从42.06oC改变到32.82oC。而简单逻辑的风机控制只能在440秒内将面板室的温度从42.22℃改变到35.05℃。因此可以得出结论,采用模糊控制方法的风机控制比采用简单逻辑的风机控制能更快地降低温度。根据面板室温稳定性试验图,发现风机模糊控制比风机简单逻辑控制能更好地控制房间温度稳定水平。加热器控制系统可以在160秒内将湿度从95.14%RH降低到55.25%RH。
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引用次数: 2
A Comparative Study for Time-to-Event Analysis and Survival Prediction for Heart Failure Condition using Machine Learning Techniques 使用机器学习技术对心力衰竭状况进行时间-事件分析和生存预测的比较研究
Pub Date : 2022-07-25 DOI: 10.35882/jeeemi.v4i3.225
Saurav Mishra
Heart Failure, an ailment in which the heart isn’t functioning as effectively as it should, causing in an insufficient cardiac output. The effectual functioning of the human body is dependent on how well the heart is able to pump oxygenated, and nutrient rich blood to the tissues and cells. Heart failure falls into the category of cardiovascular diseases - the disorders of the heart and blood vessels. One of the leading causes of global deaths resulting in an estimated 17.9 million deaths globally every year. The condition of heart failure results out of structural changes to the cardiac muscles majorly in the left ventricle. The weakened muscles cause the ventricle to lose its ability to contract completely. Since the left ventricle generates the required pressure for blood circulation, any kind of a failure condition results in the reduction of cardiac power output. This study aims to conduct a thorough survival analysis and survival prediction on the data of 299 patients classified into the class III/IV of heart failure and diagnosed with left ventricular systolic dysfunction. Survival analysis involves the study of the effect of a mediation assessed by measuring the number of subjects survived after that mediation over a period of time. The time starting from a distinct point to the occurrence of a certain event, for example death is known as survival time and the corresponding analysis is known as survival analysis. The analysis was performed using the methods of Kaplan-Meier (KM) estimates and Cox Potential Hazard regression. KM plots showed the survival estimates as a function of each clinical feature and how each feature at various levels affect survival over the period of time. Cox regression modelled the hazard of death event around the clinical features used for the study. As a result of the analysis, ejection fraction, serum creatinine, time and age were identified as highly significant and major risk factors in the advanced stages of heart failure. Age and rise in level of serum creatinine have a deleterious effect on the survival chances. Ejection Fraction has a beneficial effect on survival and with a unit increase in the in the EF level the probability of death event decreases by ~5.2%. Higher rate of mortality is observed during the initial days post diagnosis and the hazard gradually decreases if patients have lived for a certain number of days. Hypertension and anemic condition also seem to be high risk factors. Machine learning classification models for survival prediction were built using the most significant variables found from survival analysis. SVM, decision tree, random forest, XGBoost, and LightGBM algorithm were implemented, and all the models seem to perform well enough. However, the availability of more data will make the models more stable and robust. Smart solutions, like this can reduce the risk of heart failure condition by providing accurate prognosis, survival projections, and risk predictions. Technology and d
心力衰竭,一种心脏不能有效工作的疾病,导致心输出量不足。人体的有效功能取决于心脏向组织和细胞输送含氧和营养丰富的血液的能力。心力衰竭属于心血管疾病的范畴——心脏和血管的紊乱。这是全球死亡的主要原因之一,估计每年在全球造成1790万人死亡。心力衰竭的情况是由于心脏肌肉的结构改变,主要是在左心室。衰弱的肌肉导致心室完全失去收缩的能力。由于左心室产生血液循环所需的压力,任何一种衰竭都会导致心脏输出功率的减少。本研究旨在对299例诊断为左室收缩功能障碍的III/IV级心力衰竭患者的资料进行全面的生存分析和生存预测。生存分析包括通过测量在一段时间内调解后幸存的受试者数量来评估调解效果的研究。从某一点开始到某一事件(例如死亡)发生的时间称为生存时间,相应的分析称为生存分析。采用Kaplan-Meier (KM)估计和Cox潜在风险回归方法进行分析。KM图显示了作为每个临床特征的函数的生存估计,以及每个特征在不同水平上如何在一段时间内影响生存。Cox回归围绕研究中使用的临床特征建立了死亡事件风险模型。作为分析的结果,射血分数、血清肌酐、时间和年龄被确定为晚期心力衰竭的高度显著和主要危险因素。年龄和血清肌酐水平升高对生存率有不利影响。射血分数对生存有有利影响,每增加一个单位的射血分数,死亡事件的概率降低约5.2%。在诊断后最初几天观察到较高的死亡率,如果患者存活一定天数,其危险性逐渐降低。高血压和贫血似乎也是高危因素。使用从生存分析中发现的最显著变量建立了用于生存预测的机器学习分类模型。实现了SVM、决策树、随机森林、XGBoost和LightGBM算法,所有模型都表现良好。然而,更多数据的可用性将使模型更加稳定和健壮。像这样的智能解决方案可以通过提供准确的预后、生存预测和风险预测来降低心力衰竭的风险。技术和数据可以结合起来解决治疗中的任何差异,设计更好的护理计划,并改善患者的健康结果。智能健康人工智能解决方案将加强医疗保健政策,使医生能够超越传统做法,不仅在心力衰竭情况下提高患者满意度,而且在整体医疗保健方面也能提高患者满意度。
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引用次数: 2
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Journal of Electronics, Electromedical Engineering, and Medical Informatics
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