首页 > 最新文献

2022 ELEKTRO (ELEKTRO)最新文献

英文 中文
Design of a cheap pulse Oximeter for home care systems 一种用于家庭护理系统的廉价脉搏血氧计设计
Pub Date : 2022-05-23 DOI: 10.1109/ELEKTRO53996.2022.9803610
Adam Skrvan, R. Hudec, S. Matuska
In the current pandemic time, one of the important parameters for assessing the health status of a patient with COVID 19 is level of blood oxygenation. The aim of our work is devoted to the development and construction of a pulse Oximeter based on MAX ICs. The initial pulse oxymetry studies were concerned with issues such as device size and power efficiency. Reduced power consumption and size are the major causes of our progress. We picked low-power electronic components to reduce power consumption. We used a diode field with two green, one red, one infrared, and two photodiodes as a light source and detector. A high-speed four-channel AD converter converts the signal from analog to digital. The signal is smoothed using an average filter in the algorithm. We found peaks that can be utilized to determine heart rate after smoothing the signal. The blood Oximeter level is calculated by processing the amplitude of red and infrared signals collected by a photodetector. Test algorithms were performed on the Arduino platform. The output of the device are values of blood oxygenation and heart rate.
在当前大流行时期,评估COVID - 19患者健康状况的重要参数之一是血氧水平。我们的工作目标是致力于基于MAX集成电路的脉搏血氧仪的开发和构建。最初的脉搏氧饱和度研究关注的是设备尺寸和功率效率等问题。降低功耗和尺寸是我们进步的主要原因。我们选择了低功耗的电子元件来降低功耗。我们使用了一个二极管场,其中有两个绿色,一个红色,一个红外线和两个光电二极管作为光源和探测器。高速四通道模数转换器将模拟信号转换为数字信号。该算法采用平均滤波器对信号进行平滑处理。我们找到了在平滑信号后可以用来确定心率的峰值。血氧计的水平是通过处理由光电探测器收集的红色和红外信号的振幅来计算的。测试算法在Arduino平台上进行。该装置的输出是血氧和心率的值。
{"title":"Design of a cheap pulse Oximeter for home care systems","authors":"Adam Skrvan, R. Hudec, S. Matuska","doi":"10.1109/ELEKTRO53996.2022.9803610","DOIUrl":"https://doi.org/10.1109/ELEKTRO53996.2022.9803610","url":null,"abstract":"In the current pandemic time, one of the important parameters for assessing the health status of a patient with COVID 19 is level of blood oxygenation. The aim of our work is devoted to the development and construction of a pulse Oximeter based on MAX ICs. The initial pulse oxymetry studies were concerned with issues such as device size and power efficiency. Reduced power consumption and size are the major causes of our progress. We picked low-power electronic components to reduce power consumption. We used a diode field with two green, one red, one infrared, and two photodiodes as a light source and detector. A high-speed four-channel AD converter converts the signal from analog to digital. The signal is smoothed using an average filter in the algorithm. We found peaks that can be utilized to determine heart rate after smoothing the signal. The blood Oximeter level is calculated by processing the amplitude of red and infrared signals collected by a photodetector. Test algorithms were performed on the Arduino platform. The output of the device are values of blood oxygenation and heart rate.","PeriodicalId":396752,"journal":{"name":"2022 ELEKTRO (ELEKTRO)","volume":"15 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-05-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"115822197","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
Activity recognition within smart homes using logistic regression 使用逻辑回归的智能家居活动识别
Pub Date : 2022-05-23 DOI: 10.1109/elektro53996.2022.9803583
O. Gorjani, P. Bilik, J. Koziorek
This study takes a look and investigates the application of logistical regression to recognize multiple predefined human activities performed by a single test subject within smart home environment. Two Inertial Measurement Unit (IMU) devices were used as wearable gadgets to collect movement data from the test subjects. Test subject worn these devices on their right wrist and ankle. The obtained data are combined room air quality data (Humidity, CO2, temperature) measured using KNX smart home technology. The research is beneficial to provide detailed report about activity levels and well-being of the smart home residence and create a smart home environment that adjust automatically to its residence requirements. The obtained results showed very high classification accuracy (97.8% in average).
本研究考察并调查了逻辑回归的应用,以识别智能家居环境中单个测试对象执行的多个预定义的人类活动。两个惯性测量单元(IMU)设备作为可穿戴设备,用于收集测试对象的运动数据。测试对象将这些装置戴在右手腕和脚踝上。所获得的数据是使用KNX智能家居技术测量的室内空气质量数据(湿度、二氧化碳、温度)。该研究有助于提供有关智能家居住宅的活动水平和福祉的详细报告,并创建一个自动调整其居住需求的智能家居环境。所得结果显示了很高的分类准确率(平均97.8%)。
{"title":"Activity recognition within smart homes using logistic regression","authors":"O. Gorjani, P. Bilik, J. Koziorek","doi":"10.1109/elektro53996.2022.9803583","DOIUrl":"https://doi.org/10.1109/elektro53996.2022.9803583","url":null,"abstract":"This study takes a look and investigates the application of logistical regression to recognize multiple predefined human activities performed by a single test subject within smart home environment. Two Inertial Measurement Unit (IMU) devices were used as wearable gadgets to collect movement data from the test subjects. Test subject worn these devices on their right wrist and ankle. The obtained data are combined room air quality data (Humidity, CO2, temperature) measured using KNX smart home technology. The research is beneficial to provide detailed report about activity levels and well-being of the smart home residence and create a smart home environment that adjust automatically to its residence requirements. The obtained results showed very high classification accuracy (97.8% in average).","PeriodicalId":396752,"journal":{"name":"2022 ELEKTRO (ELEKTRO)","volume":"33 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-05-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"116897704","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
Current Harmonics Control in Six-Phase PMSM 六相永磁同步电机电流谐波控制
Pub Date : 2022-05-23 DOI: 10.1109/ELEKTRO53996.2022.9803632
M. Furmanik, M. Vidlak, P. Rafajdus
The paper deals with the control of harmonics in a phase current for a six-phase permanent magnet synchronous machine (PMSM). The machine has two sets of three-phase windings with 30° displacement (asymmetrical six-phase machine). The comparison of the vector space decomposition (VSD) method utilized in various field-oriented control structures is proposed. A simplified version of the VSD approach is included for the reduction of computation time in embedded applications. The behavior of the proposed control techniques is experimentally verified in a 1 kW, 6-phase PMSM electric drive.
研究了六相永磁同步电机相电流中谐波的控制问题。本机有两组30°位移的三相绕组(不对称六相机)。对矢量空间分解(VSD)方法在各种面向场的控制结构中的应用进行了比较。为了减少嵌入式应用程序中的计算时间,包含了VSD方法的简化版本。所提出的控制技术的行为在1千瓦,6相永磁同步电机电力驱动中得到了实验验证。
{"title":"Current Harmonics Control in Six-Phase PMSM","authors":"M. Furmanik, M. Vidlak, P. Rafajdus","doi":"10.1109/ELEKTRO53996.2022.9803632","DOIUrl":"https://doi.org/10.1109/ELEKTRO53996.2022.9803632","url":null,"abstract":"The paper deals with the control of harmonics in a phase current for a six-phase permanent magnet synchronous machine (PMSM). The machine has two sets of three-phase windings with 30° displacement (asymmetrical six-phase machine). The comparison of the vector space decomposition (VSD) method utilized in various field-oriented control structures is proposed. A simplified version of the VSD approach is included for the reduction of computation time in embedded applications. The behavior of the proposed control techniques is experimentally verified in a 1 kW, 6-phase PMSM electric drive.","PeriodicalId":396752,"journal":{"name":"2022 ELEKTRO (ELEKTRO)","volume":"510 ","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-05-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"120881454","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: 3
Smart Security Systems for motorbikes 摩托车智能安全系统
Pub Date : 2022-05-23 DOI: 10.1109/elektro53996.2022.9803413
Robert Plsicík, J. Šedo
This paper aims to document the design of a general algorithm for the intelligent safety system for motorcycles and, last but not least, the construction of a prototype that will create an environment suitable for the final implementation and tuning of the universal algorithm The prototype consists of an IoT Kit with ARM M3+ microcontroller, the GPS module for evaluation of change of position the vehicle, for communication between safety prototype is used GSM and Bluetooth module. The article consists of the description of the function and design of the Android application, which is a GUI for Bluetooth communication between a smartphone and the safety prototype. The topic is important for increasing the safety of single-track vehicles because their properties like weight and absence of body create positive preconditions for theft or damaged by overturning.
本文主要介绍了摩托车智能安全系统通用算法的设计,最后搭建了一个原型,为通用算法的最终实现和调试创造了合适的环境。原型包括一个带有ARM M3+微控制器的物联网套件,用于评估车辆位置变化的GPS模块,用于安全原型之间通信的GSM和蓝牙模块。本文介绍了Android应用程序的功能和设计,这是一个用于智能手机和安全原型之间蓝牙通信的GUI。这个话题对于提高单轨车辆的安全性很重要,因为单轨车辆的重量和没有车身等特性为盗窃或倾覆造成的损坏创造了积极的先决条件。
{"title":"Smart Security Systems for motorbikes","authors":"Robert Plsicík, J. Šedo","doi":"10.1109/elektro53996.2022.9803413","DOIUrl":"https://doi.org/10.1109/elektro53996.2022.9803413","url":null,"abstract":"This paper aims to document the design of a general algorithm for the intelligent safety system for motorcycles and, last but not least, the construction of a prototype that will create an environment suitable for the final implementation and tuning of the universal algorithm The prototype consists of an IoT Kit with ARM M3+ microcontroller, the GPS module for evaluation of change of position the vehicle, for communication between safety prototype is used GSM and Bluetooth module. The article consists of the description of the function and design of the Android application, which is a GUI for Bluetooth communication between a smartphone and the safety prototype. The topic is important for increasing the safety of single-track vehicles because their properties like weight and absence of body create positive preconditions for theft or damaged by overturning.","PeriodicalId":396752,"journal":{"name":"2022 ELEKTRO (ELEKTRO)","volume":"1 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-05-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"129991489","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
Evaluation of blind source separation algorithms applied to music signals 音乐信号盲源分离算法的评价
Pub Date : 2022-05-23 DOI: 10.1109/ELEKTRO53996.2022.9803563
P. Kasak, R. Jarina
We present an evaluation of single-channel blind audio source separation (BASS) algorithms for different musical instrument combinations, based on statistical approach. So-called primitive BASS algorithms were chosen, because of their low computational latency and similarity to human hearing principles. The most common musical instruments (drums, guitars, vocals) were combined with each other, and segregate subsequently by 4 different blind audio source separation techniques. 25-second samples from 30 songs of various genres were used to preserve natural diversity. The main difference in our approach lies in the evaluation of average deviations from ground truth, instead of evaluating absolute values of signal-to-distortion ratio.
我们提出了一种基于统计方法的评估不同乐器组合的单通道盲音频源分离(BASS)算法。之所以选择所谓的原始BASS算法,是因为它们的计算延迟低,与人类听觉原理相似。最常见的乐器(鼓,吉他,人声)相互组合,然后通过4种不同的盲音频源分离技术进行分离。取自30首不同流派歌曲的25秒样本被用来保护自然多样性。我们的方法的主要区别在于评估的是与真实值的平均偏差,而不是评估信失真比的绝对值。
{"title":"Evaluation of blind source separation algorithms applied to music signals","authors":"P. Kasak, R. Jarina","doi":"10.1109/ELEKTRO53996.2022.9803563","DOIUrl":"https://doi.org/10.1109/ELEKTRO53996.2022.9803563","url":null,"abstract":"We present an evaluation of single-channel blind audio source separation (BASS) algorithms for different musical instrument combinations, based on statistical approach. So-called primitive BASS algorithms were chosen, because of their low computational latency and similarity to human hearing principles. The most common musical instruments (drums, guitars, vocals) were combined with each other, and segregate subsequently by 4 different blind audio source separation techniques. 25-second samples from 30 songs of various genres were used to preserve natural diversity. The main difference in our approach lies in the evaluation of average deviations from ground truth, instead of evaluating absolute values of signal-to-distortion ratio.","PeriodicalId":396752,"journal":{"name":"2022 ELEKTRO (ELEKTRO)","volume":"1 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-05-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"130569943","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
Testing of batteries used in electric cars 电动汽车电池测试
Pub Date : 2022-05-23 DOI: 10.1109/ELEKTRO53996.2022.9803725
M. Polášek, M. Danko
The presented article presents the parameters of batteries used in electric cars. Measurements were performed for different types of batteries. The process of charging and subsequent discharging of these batteries took place. Different types of loads were used to discharge the batteries to find the smallest possible load current, which identifies the faults of the battery grid.
本文介绍了电动汽车用电池的参数。对不同类型的电池进行了测量。这些电池的充电和随后的放电过程发生了。利用不同类型的负载对蓄电池进行放电,寻找尽可能小的负载电流,从而识别蓄电池网的故障。
{"title":"Testing of batteries used in electric cars","authors":"M. Polášek, M. Danko","doi":"10.1109/ELEKTRO53996.2022.9803725","DOIUrl":"https://doi.org/10.1109/ELEKTRO53996.2022.9803725","url":null,"abstract":"The presented article presents the parameters of batteries used in electric cars. Measurements were performed for different types of batteries. The process of charging and subsequent discharging of these batteries took place. Different types of loads were used to discharge the batteries to find the smallest possible load current, which identifies the faults of the battery grid.","PeriodicalId":396752,"journal":{"name":"2022 ELEKTRO (ELEKTRO)","volume":"21 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-05-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"131755840","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
New concept of 3D MMI splitters based on polymer 基于聚合物的三维MMI分离器新概念
Pub Date : 2022-05-23 DOI: 10.1109/ELEKTRO53996.2022.9803742
T. Mizera, D. Pudiš, A. Kuzma, P. Gašo, P. Micek, D. Seyringer
Due to the increasing trend of photonic element miniaturisation and the need for optical splitting, we propose and simulate a new type of three-dimensional (3D) optical splitter based on multimode interference (MMI) for the wavelength of 1550 nm. We present various designs and simulations of various parameters for the optimized MMI splitter. We focus on the possibility of its integration on an optical fiber. The design is focused on a possible production process using 3D laser lithography for the prepared experiments. The MMI splitter was prepared by laser lithography using direct writing process and finally investigated by output characterisation by the near-field measurement.
鉴于光子元件小型化的发展趋势和对分光的需求,本文提出并仿真了一种波长为1550 nm的基于多模干涉的三维分光器。对优化后的MMI分配器进行了各种设计和各种参数的仿真。我们关注的是它在光纤上集成的可能性。设计的重点是一个可能的生产工艺,利用三维激光光刻为准备的实验。采用激光光刻直接写入工艺制备了MMI分路器,并通过近场测量对其输出特性进行了研究。
{"title":"New concept of 3D MMI splitters based on polymer","authors":"T. Mizera, D. Pudiš, A. Kuzma, P. Gašo, P. Micek, D. Seyringer","doi":"10.1109/ELEKTRO53996.2022.9803742","DOIUrl":"https://doi.org/10.1109/ELEKTRO53996.2022.9803742","url":null,"abstract":"Due to the increasing trend of photonic element miniaturisation and the need for optical splitting, we propose and simulate a new type of three-dimensional (3D) optical splitter based on multimode interference (MMI) for the wavelength of 1550 nm. We present various designs and simulations of various parameters for the optimized MMI splitter. We focus on the possibility of its integration on an optical fiber. The design is focused on a possible production process using 3D laser lithography for the prepared experiments. The MMI splitter was prepared by laser lithography using direct writing process and finally investigated by output characterisation by the near-field measurement.","PeriodicalId":396752,"journal":{"name":"2022 ELEKTRO (ELEKTRO)","volume":"60 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-05-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"116696727","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
Particle’s position estimation in neutron and hodoscope detectors 中子和反射镜探测器中粒子位置估计
Pub Date : 2022-05-23 DOI: 10.1109/ELEKTRO53996.2022.9803743
M. Janek, V. Ladygin, Alexey Viktorievich Tishevsky, Marek Veveričík, S. G. Reznikov, Alexander Yurievich Isupov
The primary goal of this study is to develop and deploy a software solution that will allow us to calculate the position of a particle inside a neutron detector when only time information is available. Because the neutron detector is rarely used as a position detector, obtaining position accuracy at the quadrant level in most cases is sufficient. Firstly the simulated data is created as a grid of particle track intersection points with neutron detector. Then the reconstruction program is tested on this data. The signal’s propagation time is estimated using the assumption of constant speed. The algorithm is then tested on experimental data. It is found that experimental events are reproduced reasonably after running the reconstruction program. The sources of possible deviations are discussed.
本研究的主要目标是开发和部署一个软件解决方案,使我们能够在只有时间信息的情况下计算中子探测器内粒子的位置。由于中子探测器很少用作位置探测器,在大多数情况下,获得象限级的位置精度就足够了。首先将模拟数据与中子探测器建立粒子轨迹交点网格;然后在此数据基础上对重构程序进行了测试。采用恒速假设估计信号的传播时间。在实验数据上对算法进行了验证。运行重建程序后,实验事件得到了较好的再现。讨论了可能偏差的来源。
{"title":"Particle’s position estimation in neutron and hodoscope detectors","authors":"M. Janek, V. Ladygin, Alexey Viktorievich Tishevsky, Marek Veveričík, S. G. Reznikov, Alexander Yurievich Isupov","doi":"10.1109/ELEKTRO53996.2022.9803743","DOIUrl":"https://doi.org/10.1109/ELEKTRO53996.2022.9803743","url":null,"abstract":"The primary goal of this study is to develop and deploy a software solution that will allow us to calculate the position of a particle inside a neutron detector when only time information is available. Because the neutron detector is rarely used as a position detector, obtaining position accuracy at the quadrant level in most cases is sufficient. Firstly the simulated data is created as a grid of particle track intersection points with neutron detector. Then the reconstruction program is tested on this data. The signal’s propagation time is estimated using the assumption of constant speed. The algorithm is then tested on experimental data. It is found that experimental events are reproduced reasonably after running the reconstruction program. The sources of possible deviations are discussed.","PeriodicalId":396752,"journal":{"name":"2022 ELEKTRO (ELEKTRO)","volume":"43 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-05-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"123860756","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
IoT Based System for Detecting the Number of People and their Distribution in Classroom 基于物联网的教室人数及其分布检测系统
Pub Date : 2022-05-23 DOI: 10.1109/elektro53996.2022.9803353
S. Matuska, R. Hudec, P. Kamencay
This paper proposes a smart system for detecting the number of people in the classroom and their distribution over the available seats. The system is based on Arduino nodes used as the Internet of Things (IoT) modules and Raspberry PI as the central unit for data collection, evaluation, and storage. The system's primary purpose is to evaluate the number of people in the classroom because of the COVID-19 restrictions and automatically check the distance between sitting people. During the system design, we put personal privacy in the first place, and therefore we do not use any cameras.
本文提出了一种智能系统,用于检测教室中的人数及其在可用座位上的分布。该系统以Arduino节点作为物联网模块,以树莓派作为数据采集、评估和存储的中心单元。该系统的主要目的是评估由于COVID-19限制而在教室里的人数,并自动检查坐着的人之间的距离。在系统设计过程中,我们把个人隐私放在第一位,因此我们没有使用任何摄像头。
{"title":"IoT Based System for Detecting the Number of People and their Distribution in Classroom","authors":"S. Matuska, R. Hudec, P. Kamencay","doi":"10.1109/elektro53996.2022.9803353","DOIUrl":"https://doi.org/10.1109/elektro53996.2022.9803353","url":null,"abstract":"This paper proposes a smart system for detecting the number of people in the classroom and their distribution over the available seats. The system is based on Arduino nodes used as the Internet of Things (IoT) modules and Raspberry PI as the central unit for data collection, evaluation, and storage. The system's primary purpose is to evaluate the number of people in the classroom because of the COVID-19 restrictions and automatically check the distance between sitting people. During the system design, we put personal privacy in the first place, and therefore we do not use any cameras.","PeriodicalId":396752,"journal":{"name":"2022 ELEKTRO (ELEKTRO)","volume":"9 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-05-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"126108702","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
Sound event detection using class activation maps 声音事件检测使用类激活映射
Pub Date : 2022-05-23 DOI: 10.1109/ELEKTRO53996.2022.9803350
Jakub Bajzik, R. Jarina
In this paper, we present the system for sound event detection in domestic environments as defined in the DCASE 2021 challenge Task 4. The task aims to provide audio event localization timestamps in addition to event class probabilities. We aim to explore the usage of class activation maps, known from image processing, in such sound event detection systems. We propose two systems. The first system is a convolutional neural network trained for sound event classification using only weakly labeled and unlabeled data. The strong labels are obtained using class activation mapping, which is a popular technique, especially in image processing. In the second proposed system, we modified the baseline system, provided by the DCASE organizers, in which we added the class activation mapping as a part of the attention mechanism. The experimental results show that the class activation maps enable improvement of the system performance in comparison with the baseline.
在本文中,我们介绍了DCASE 2021挑战任务4中定义的家庭环境中声音事件检测系统。该任务旨在提供音频事件定位时间戳以及事件类概率。我们的目标是探索从图像处理中已知的类激活图在这种声音事件检测系统中的使用。我们提出两种制度。第一个系统是一个卷积神经网络,只使用弱标记和未标记的数据进行声音事件分类训练。使用类激活映射获得强标签,这是一种流行的技术,特别是在图像处理中。在第二个提议的系统中,我们修改了由DCASE组织者提供的基线系统,在其中我们添加了类激活映射作为注意力机制的一部分。实验结果表明,与基线相比,类激活映射能够提高系统的性能。
{"title":"Sound event detection using class activation maps","authors":"Jakub Bajzik, R. Jarina","doi":"10.1109/ELEKTRO53996.2022.9803350","DOIUrl":"https://doi.org/10.1109/ELEKTRO53996.2022.9803350","url":null,"abstract":"In this paper, we present the system for sound event detection in domestic environments as defined in the DCASE 2021 challenge Task 4. The task aims to provide audio event localization timestamps in addition to event class probabilities. We aim to explore the usage of class activation maps, known from image processing, in such sound event detection systems. We propose two systems. The first system is a convolutional neural network trained for sound event classification using only weakly labeled and unlabeled data. The strong labels are obtained using class activation mapping, which is a popular technique, especially in image processing. In the second proposed system, we modified the baseline system, provided by the DCASE organizers, in which we added the class activation mapping as a part of the attention mechanism. The experimental results show that the class activation maps enable improvement of the system performance in comparison with the baseline.","PeriodicalId":396752,"journal":{"name":"2022 ELEKTRO (ELEKTRO)","volume":"12 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2022-05-23","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"125944445","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
期刊
2022 ELEKTRO (ELEKTRO)
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