首页 > 最新文献

2021 22nd IEEE International Conference on Industrial Technology (ICIT)最新文献

英文 中文
High-Frequency Spread-Spectrum Modulations for Wide-Bandgap Voltage Source Converters 宽带隙电压源变换器的高频扩频调制
Pub Date : 2021-03-10 DOI: 10.1109/ICIT46573.2021.9453591
David Lumbreras, J. Zaragoza, N. Berbel, J. Mon, Eduardo Gálvez, Alfonso Collado
The high efficiency and the electromagnetic compatibility of wide-bandgap (WBG) power converters can be further improved using spread-spectrum (SS) modulations. This paper evaluates and compares the impact of SS techniques on voltage source converters (VSC) that use gallium nitride (GaN) semiconductors. These modulations work with a variable switching frequency, so they generate fewer switching losses. Moreover, SS modulations generate smaller low-order harmonics than the classical space vector pulse width modulation (SVPWM) does. The power losses are analysed using Matlab/Simulink and PLECS, and then compared with SVPWM. Moreover, this paper evaluates the frequency spectrum and the THD of the different SS modulations. Simulation results under various operating points are reported and compared.
采用扩频调制可以进一步提高宽带隙功率变换器的高效率和电磁兼容性。本文评估和比较了SS技术对使用氮化镓(GaN)半导体的电压源变换器(VSC)的影响。这些调制工作在可变的开关频率,所以他们产生更少的开关损耗。此外,SS调制比经典的空间矢量脉宽调制(SVPWM)产生更小的低阶谐波。利用Matlab/Simulink和PLECS对功率损耗进行了分析,并与SVPWM进行了比较。此外,本文还对不同的SS调制方式的频谱和THD进行了评估。报告并比较了不同工作点下的仿真结果。
{"title":"High-Frequency Spread-Spectrum Modulations for Wide-Bandgap Voltage Source Converters","authors":"David Lumbreras, J. Zaragoza, N. Berbel, J. Mon, Eduardo Gálvez, Alfonso Collado","doi":"10.1109/ICIT46573.2021.9453591","DOIUrl":"https://doi.org/10.1109/ICIT46573.2021.9453591","url":null,"abstract":"The high efficiency and the electromagnetic compatibility of wide-bandgap (WBG) power converters can be further improved using spread-spectrum (SS) modulations. This paper evaluates and compares the impact of SS techniques on voltage source converters (VSC) that use gallium nitride (GaN) semiconductors. These modulations work with a variable switching frequency, so they generate fewer switching losses. Moreover, SS modulations generate smaller low-order harmonics than the classical space vector pulse width modulation (SVPWM) does. The power losses are analysed using Matlab/Simulink and PLECS, and then compared with SVPWM. Moreover, this paper evaluates the frequency spectrum and the THD of the different SS modulations. Simulation results under various operating points are reported and compared.","PeriodicalId":193338,"journal":{"name":"2021 22nd IEEE International Conference on Industrial Technology (ICIT)","volume":"4 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-03-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"114384712","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
Sequence-Frame Coupling Admittance Analysis and Stability of VSC Connected to Weak Grid 弱电网下VSC的序-帧耦合导纳分析及稳定性
Pub Date : 2021-03-10 DOI: 10.1109/ICIT46573.2021.9453542
Yin Chen, Lie Xu
This paper develops small-signal admittance of grid-connected voltage source converter (VSC) in the positive-negative (pn) sequence-frame for ease of stability analysis. Based on the converter admittance in pn frame, the stability problems associated with the coupling admittance created by the phase-locked loop (PLL) and outer loop controllers are studied. To overcome the disadvantage of the traditional outer loop controller and improve system stability, an improved outer loop controller that can reduce the coupling admittance is proposed. VSC system connected to a weak grid is modelled in MATLAB-SIMULINK to validate the theoretical study and demonstrate the effectiveness of the improve outer controller.
为了便于稳定性分析,本文研究了并网电压源变换器(VSC)在正负序列帧中的小信号导纳。以pn帧的变换器导纳为基础,研究了锁相环与外环控制器耦合导纳的稳定性问题。为了克服传统外环控制器的缺点,提高系统的稳定性,提出了一种减小耦合导纳的改进型外环控制器。在MATLAB-SIMULINK中对弱电网VSC系统进行了建模,验证了理论研究和改进的外部控制器的有效性。
{"title":"Sequence-Frame Coupling Admittance Analysis and Stability of VSC Connected to Weak Grid","authors":"Yin Chen, Lie Xu","doi":"10.1109/ICIT46573.2021.9453542","DOIUrl":"https://doi.org/10.1109/ICIT46573.2021.9453542","url":null,"abstract":"This paper develops small-signal admittance of grid-connected voltage source converter (VSC) in the positive-negative (pn) sequence-frame for ease of stability analysis. Based on the converter admittance in pn frame, the stability problems associated with the coupling admittance created by the phase-locked loop (PLL) and outer loop controllers are studied. To overcome the disadvantage of the traditional outer loop controller and improve system stability, an improved outer loop controller that can reduce the coupling admittance is proposed. VSC system connected to a weak grid is modelled in MATLAB-SIMULINK to validate the theoretical study and demonstrate the effectiveness of the improve outer controller.","PeriodicalId":193338,"journal":{"name":"2021 22nd IEEE International Conference on Industrial Technology (ICIT)","volume":"174 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-03-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"114375307","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
AI-Supported Marketplace For Industrial Capabilities 人工智能支持的工业能力市场
Pub Date : 2021-03-10 DOI: 10.1109/ICIT46573.2021.9453489
Eric Brandt, Felix Brandt, Konstantin Clemens, Dirk Reichelt
The current efforts to digitize production processes in the industrial environment are associated with several challenges. While there is already a wide range of standards for mapping components and products, there is still a lack of solutions for communicating concrete product requirements and given capabilities of a plant or production hall. Previous approaches, which rely on standardized feature catalogs or rigidly defined semiotics, do not offer a satisfactory solution. More desirable is an intervention-free data exchange and a negotiation process that mediates between product requirements and setup conditions. To this end, this paper proposes an architecture of a marketplace whose components compare the capabilities of an industrial system with the product requirements and evaluate them in terms of their suitability to meet the desired requirements. An approach for the rapid recognition of equality in chemical compounds using GCN is examined in detail and transferred to an industrial context.
目前在工业环境中数字化生产过程的努力面临着一些挑战。虽然已经有了广泛的映射组件和产品的标准,但仍然缺乏沟通具体产品需求和工厂或生产车间给定能力的解决方案。以前的方法依赖于标准化的特征目录或严格定义的符号学,不能提供令人满意的解决方案。更可取的是无干预的数据交换和在产品需求和设置条件之间进行调解的协商过程。为此,本文提出了一种市场体系结构,其组件将工业系统的能力与产品需求进行比较,并根据它们是否适合满足期望的需求来评估它们。本文详细研究了利用GCN快速识别化合物相等性的方法,并将其转移到工业环境中。
{"title":"AI-Supported Marketplace For Industrial Capabilities","authors":"Eric Brandt, Felix Brandt, Konstantin Clemens, Dirk Reichelt","doi":"10.1109/ICIT46573.2021.9453489","DOIUrl":"https://doi.org/10.1109/ICIT46573.2021.9453489","url":null,"abstract":"The current efforts to digitize production processes in the industrial environment are associated with several challenges. While there is already a wide range of standards for mapping components and products, there is still a lack of solutions for communicating concrete product requirements and given capabilities of a plant or production hall. Previous approaches, which rely on standardized feature catalogs or rigidly defined semiotics, do not offer a satisfactory solution. More desirable is an intervention-free data exchange and a negotiation process that mediates between product requirements and setup conditions. To this end, this paper proposes an architecture of a marketplace whose components compare the capabilities of an industrial system with the product requirements and evaluate them in terms of their suitability to meet the desired requirements. An approach for the rapid recognition of equality in chemical compounds using GCN is examined in detail and transferred to an industrial context.","PeriodicalId":193338,"journal":{"name":"2021 22nd IEEE International Conference on Industrial Technology (ICIT)","volume":"16 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-03-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"115829166","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
Analysis of methods to improve energy storage arbitrage benefit considering capacity degradation 考虑容量退化的提高储能套利效益的方法分析
Pub Date : 2021-03-10 DOI: 10.1109/ICIT46573.2021.9453614
P. L. García, Jesús López Merino, A. P. Asensio, M. García-Plaza, S. A. Gómez
The addition of energy storage systems into the grid will allow to mitigate the effects of imbalances caused by the uncertainties of renewable energy sources. Energy storage facilities would give the grid more reliability and efficiency. One of the applications of these facilities is energy arbitrage, which is the trade of energy with the grid using price variability through the day to obtain a benefit. To impulse the investments on energy storage systems connected to the grid, they must be economically viable. The arbitrage operation can be optimized to ensure that viability. The optimization can improve the device’s profitability by controlling its degradation. This degradation management can be done in different perspectives attending to economical considerations which may change the way that profitability is viewed. In this paper, the mitigation of this deterioration process is done with two approaches by whether considering it as an operational or as an opportunity cost. Both approaches are compared, with simulation results of a Li-ion Battery Energy Storage System (BESS) performing arbitrage on the Spanish day-ahead electricity market. The main contribution of this work is the opportunity cost concept, which uses a more realistic calculation of degradation impact on arbitrage schedule.
在电网中增加储能系统将减轻可再生能源不确定性造成的不平衡影响。储能设施将提高电网的可靠性和效率。这些设施的应用之一是能源套利,即利用一天中的价格变化与电网进行能源交易,以获得收益。为了推动对并网储能系统的投资,它们必须在经济上可行。套利操作可以优化,以确保可行性。这种优化可以通过控制器件的退化来提高器件的盈利能力。这种退化管理可以从经济考虑的不同角度进行,这可能会改变对盈利能力的看法。在本文中,通过将其视为运营成本或机会成本两种方法来减轻这种恶化过程。对两种方法进行了比较,并对锂离子电池储能系统(BESS)在西班牙日前电力市场上进行套利的模拟结果进行了比较。这项工作的主要贡献是机会成本的概念,它使用了一个更现实的计算退化对套利计划的影响。
{"title":"Analysis of methods to improve energy storage arbitrage benefit considering capacity degradation","authors":"P. L. García, Jesús López Merino, A. P. Asensio, M. García-Plaza, S. A. Gómez","doi":"10.1109/ICIT46573.2021.9453614","DOIUrl":"https://doi.org/10.1109/ICIT46573.2021.9453614","url":null,"abstract":"The addition of energy storage systems into the grid will allow to mitigate the effects of imbalances caused by the uncertainties of renewable energy sources. Energy storage facilities would give the grid more reliability and efficiency. One of the applications of these facilities is energy arbitrage, which is the trade of energy with the grid using price variability through the day to obtain a benefit. To impulse the investments on energy storage systems connected to the grid, they must be economically viable. The arbitrage operation can be optimized to ensure that viability. The optimization can improve the device’s profitability by controlling its degradation. This degradation management can be done in different perspectives attending to economical considerations which may change the way that profitability is viewed. In this paper, the mitigation of this deterioration process is done with two approaches by whether considering it as an operational or as an opportunity cost. Both approaches are compared, with simulation results of a Li-ion Battery Energy Storage System (BESS) performing arbitrage on the Spanish day-ahead electricity market. The main contribution of this work is the opportunity cost concept, which uses a more realistic calculation of degradation impact on arbitrage schedule.","PeriodicalId":193338,"journal":{"name":"2021 22nd IEEE International Conference on Industrial Technology (ICIT)","volume":"14 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-03-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"115499039","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
Bidirectional Partial Power DC-DC Configuration for HESS interface in EV Powertrains 电动汽车动力系统中HESS接口的双向部分功率DC-DC配置
Pub Date : 2021-03-10 DOI: 10.1109/ICIT46573.2021.9453530
Héctor J. Ferreira, S. Kouro, C. Rojas, N. Muller, S. Rivera
In conventional EV powertrains the main energy storage system is based on battery banks. Potential higher current stress on battery during transient operation can considerably reduce its expected lifetime, while battery size is overrated to respond under heavy transient demands. The regenerative braking capability is also getting limited due to its charging dynamic constraints. Hybrid Energy Storage Systems (HESS) based on batteries and supercapacitors (SC) have the potential to solve this issue. However, SCs size and weight can deteriorate the power density of the solution. In this paper, a Partial Power Configuration (PPC) based on Dual-Active-Bridge (DAB) is proposed as a power interface to increase the power density of an HESS-based EV powertrain. A comprehensive efficiency analysis is provided, while transient dynamic results are provided to validate the proposed power configuration.
在传统的电动汽车动力系统中,主要的能量存储系统是基于电池组的。电池在瞬态工作过程中潜在的高电流压力会大大降低电池的预期寿命,而电池尺寸在高瞬态需求下被高估。再生制动能力也受到充电动态约束的限制。基于电池和超级电容器(SC)的混合储能系统(HESS)有可能解决这一问题。然而,sc的尺寸和重量会降低溶液的功率密度。本文提出了一种基于双有源桥(DAB)的部分功率配置(PPC)作为功率接口,以提高基于hess的电动汽车动力系统的功率密度。给出了全面的效率分析,并给出了暂态动态结果来验证所提出的功率配置。
{"title":"Bidirectional Partial Power DC-DC Configuration for HESS interface in EV Powertrains","authors":"Héctor J. Ferreira, S. Kouro, C. Rojas, N. Muller, S. Rivera","doi":"10.1109/ICIT46573.2021.9453530","DOIUrl":"https://doi.org/10.1109/ICIT46573.2021.9453530","url":null,"abstract":"In conventional EV powertrains the main energy storage system is based on battery banks. Potential higher current stress on battery during transient operation can considerably reduce its expected lifetime, while battery size is overrated to respond under heavy transient demands. The regenerative braking capability is also getting limited due to its charging dynamic constraints. Hybrid Energy Storage Systems (HESS) based on batteries and supercapacitors (SC) have the potential to solve this issue. However, SCs size and weight can deteriorate the power density of the solution. In this paper, a Partial Power Configuration (PPC) based on Dual-Active-Bridge (DAB) is proposed as a power interface to increase the power density of an HESS-based EV powertrain. A comprehensive efficiency analysis is provided, while transient dynamic results are provided to validate the proposed power configuration.","PeriodicalId":193338,"journal":{"name":"2021 22nd IEEE International Conference on Industrial Technology (ICIT)","volume":"9 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-03-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"121902592","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: 4
A Symmetric Block Resampling Method to Generate Energy Time Series Data 一种生成能量时间序列数据的对称块重采样方法
Pub Date : 2021-03-10 DOI: 10.1109/ICIT46573.2021.9453485
S. Kimbrough, H. Yilmaz
Energy modeling frequently relies on time series data, whether observed or forecasted. This is particularly the case, for example, in capacity planning models that use hourly production and load data forecasted to occur over the coming several decades. This paper addresses the attendant problem of performing sensitivity, robustness, and other post-solution analyses using time series data. We propose an efficient and relatively simple method, which we call the symmetric block resampling method, a non-parametric bootstrapping approach, for generating arbitrary numbers of time series from a single observed or forecast series. The paper presents and assesses the method. We find that the generated series are both visually and by statistical summary measures close to the original observational data. In consequence these series are credibly taken as stochastic instances from a common distribution, that of the original series of observations. We find as well that the generated series induce variability in properties of the series that are important for energy modeling, in particular periods of under-and over-production, and periods of increased ramping rates. In consequence, series produced in this way are apt for use in robustness, sensitivity, and in general post-solution analysis of energy planning models. These validity factors auger well for applications beyond energy modeling.
能源建模经常依赖于时间序列数据,无论是观测到的还是预测的。例如,在使用未来几十年预测的每小时生产和负荷数据的容量规划模型中,情况尤其如此。本文解决了使用时间序列数据执行灵敏度,鲁棒性和其他解后分析的随之而来的问题。我们提出了一种有效且相对简单的方法,我们称之为对称块重采样方法,一种非参数自举方法,用于从单个观测或预测序列中生成任意数量的时间序列。本文对该方法进行了介绍和评价。我们发现生成的序列在视觉上和统计汇总度量上都接近原始观测数据。因此,这些序列可信地作为一个共同分布的随机实例,即原始观测序列的分布。我们还发现,生成的序列引起了对能源建模很重要的序列属性的变化,特别是在生产不足和过剩的时期,以及斜坡率增加的时期。因此,以这种方式产生的系列易于用于鲁棒性,灵敏度和一般的能源规划模型的解后分析。这些有效性因素可以很好地应用于能源建模以外的应用。
{"title":"A Symmetric Block Resampling Method to Generate Energy Time Series Data","authors":"S. Kimbrough, H. Yilmaz","doi":"10.1109/ICIT46573.2021.9453485","DOIUrl":"https://doi.org/10.1109/ICIT46573.2021.9453485","url":null,"abstract":"Energy modeling frequently relies on time series data, whether observed or forecasted. This is particularly the case, for example, in capacity planning models that use hourly production and load data forecasted to occur over the coming several decades. This paper addresses the attendant problem of performing sensitivity, robustness, and other post-solution analyses using time series data. We propose an efficient and relatively simple method, which we call the symmetric block resampling method, a non-parametric bootstrapping approach, for generating arbitrary numbers of time series from a single observed or forecast series. The paper presents and assesses the method. We find that the generated series are both visually and by statistical summary measures close to the original observational data. In consequence these series are credibly taken as stochastic instances from a common distribution, that of the original series of observations. We find as well that the generated series induce variability in properties of the series that are important for energy modeling, in particular periods of under-and over-production, and periods of increased ramping rates. In consequence, series produced in this way are apt for use in robustness, sensitivity, and in general post-solution analysis of energy planning models. These validity factors auger well for applications beyond energy modeling.","PeriodicalId":193338,"journal":{"name":"2021 22nd IEEE International Conference on Industrial Technology (ICIT)","volume":"66 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-03-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"125441570","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
Respiratory control design to improve body haemoglobin levels 呼吸控制设计,提高身体血红蛋白水平
Pub Date : 2021-03-10 DOI: 10.1109/ICIT46573.2021.9453525
Marcos Cevallos, Abraham Plua, Javier Urquizo
In respiratory control design there is a demand for technologies that integrate control systems with equipment efficiently. This research presents the model of a respiratory control to improve the levels of oxidation mainly due to quality of the air or for atmospheres with deficiencies of oxygen. In general, there is a complexity to obtain the mathematical models of a physiological breathing system associated to the concentration of the oxygen in the brain and in the body tissues. However, the model is designed by taking data into experimental tests for the plant or equipment modelling. In this research the control was developed in an Open-source electronic prototyping platform system. The control has two inputs and an output. In the methodology we obtain the transfer function of the plant controller. For the analysis of the closed loop control a system high-level model description was developed. Through these tools the controller selection and the stability analysis were made for a better performance. With the application of these methodologies the percentage overshoot and the settling time of the system were optimized. Finally, with a single-input, single-output (SISO) tool for controllers in feedback systems, the frequency responses of the close-loop system were analysed using the Nichols criteria. The present results are significant in at least one major respect that performance of the artificial respiration equipment was improved using these combined technologies.
在呼吸控制设计中,需要将控制系统与设备有效集成的技术。本研究提出了一种呼吸控制模型,主要是由于空气质量或缺氧的大气而改善氧化水平。一般来说,获得与大脑和身体组织中氧气浓度相关的生理呼吸系统的数学模型是很复杂的。然而,该模型是通过将数据纳入工厂或设备建模的实验测试来设计的。在本研究中,控制器是在一个开源的电子原型平台系统中开发的。该控件有两个输入和一个输出。在该方法中,我们得到了对象控制器的传递函数。为分析闭环控制,建立了系统高级模型描述。通过这些工具进行了控制器的选择和稳定性分析,以获得更好的性能。应用这些方法,优化了系统的超调率和沉降时间。最后,利用反馈系统中控制器的单输入单输出(SISO)工具,使用Nichols准则分析闭环系统的频率响应。目前的结果是显著的,至少在一个主要方面,人工呼吸设备的性能得到改善,使用这些组合技术。
{"title":"Respiratory control design to improve body haemoglobin levels","authors":"Marcos Cevallos, Abraham Plua, Javier Urquizo","doi":"10.1109/ICIT46573.2021.9453525","DOIUrl":"https://doi.org/10.1109/ICIT46573.2021.9453525","url":null,"abstract":"In respiratory control design there is a demand for technologies that integrate control systems with equipment efficiently. This research presents the model of a respiratory control to improve the levels of oxidation mainly due to quality of the air or for atmospheres with deficiencies of oxygen. In general, there is a complexity to obtain the mathematical models of a physiological breathing system associated to the concentration of the oxygen in the brain and in the body tissues. However, the model is designed by taking data into experimental tests for the plant or equipment modelling. In this research the control was developed in an Open-source electronic prototyping platform system. The control has two inputs and an output. In the methodology we obtain the transfer function of the plant controller. For the analysis of the closed loop control a system high-level model description was developed. Through these tools the controller selection and the stability analysis were made for a better performance. With the application of these methodologies the percentage overshoot and the settling time of the system were optimized. Finally, with a single-input, single-output (SISO) tool for controllers in feedback systems, the frequency responses of the close-loop system were analysed using the Nichols criteria. The present results are significant in at least one major respect that performance of the artificial respiration equipment was improved using these combined technologies.","PeriodicalId":193338,"journal":{"name":"2021 22nd IEEE International Conference on Industrial Technology (ICIT)","volume":"16 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-03-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"129998436","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 Feature-Based Machine Learning Approach for Mixed-Criticality Systems 混合临界系统中基于特征的机器学习方法
Pub Date : 2021-03-10 DOI: 10.1109/ICIT46573.2021.9453482
Nelson Vithayathil Varghese, Akramul Azim, Q. Mahmoud
Driven by the recent technological advancements in the field of artificial intelligence, machine learning has emerged as a promising representation learning and decision-making method in many technological domains. Inspired by impressive these results, now machine learning techniques are also being applied to address the decision-making and control problems in the area of cyber-physical systems. For instance, some of these systems fall under the category of safety-critical systems such as chemical plants, autonomous vehicles, surgical robots, and modern medical equipment. One of the major performance issues related to the applicability of machine learning with safety-critical systems is related to the probability-based prediction nature of machine learning components used within such systems. This particular characteristic of machine learning makes it extremely difficult to guarantee safety as directed by standards such as ISO 26262. More importantly, the non-transparent and complex nature of machine learning algorithms make both the reasoning as well as formally establishing the safety aspects of the underlying system extremely difficult. The objective of this research work is to investigate on this key issue, and further on propose an efficient machine learning methodology based on the mixed-criticality approach feasible to safety-critical systems.
在人工智能领域技术进步的推动下,机器学习在许多技术领域已经成为一种很有前途的表征学习和决策方法。受这些令人印象深刻的结果的启发,现在机器学习技术也被应用于解决网络物理系统领域的决策和控制问题。例如,其中一些系统属于安全关键系统的范畴,如化工厂、自动驾驶汽车、手术机器人和现代医疗设备。与机器学习与安全关键系统的适用性相关的主要性能问题之一与此类系统中使用的机器学习组件的基于概率的预测性质有关。机器学习的这一特殊特性使得按照ISO 26262等标准来保证安全性变得极其困难。更重要的是,机器学习算法的非透明和复杂性使得推理以及正式建立底层系统的安全方面都非常困难。本研究工作的目的是研究这一关键问题,并进一步提出一种基于混合临界方法的高效机器学习方法,适用于安全关键系统。
{"title":"A Feature-Based Machine Learning Approach for Mixed-Criticality Systems","authors":"Nelson Vithayathil Varghese, Akramul Azim, Q. Mahmoud","doi":"10.1109/ICIT46573.2021.9453482","DOIUrl":"https://doi.org/10.1109/ICIT46573.2021.9453482","url":null,"abstract":"Driven by the recent technological advancements in the field of artificial intelligence, machine learning has emerged as a promising representation learning and decision-making method in many technological domains. Inspired by impressive these results, now machine learning techniques are also being applied to address the decision-making and control problems in the area of cyber-physical systems. For instance, some of these systems fall under the category of safety-critical systems such as chemical plants, autonomous vehicles, surgical robots, and modern medical equipment. One of the major performance issues related to the applicability of machine learning with safety-critical systems is related to the probability-based prediction nature of machine learning components used within such systems. This particular characteristic of machine learning makes it extremely difficult to guarantee safety as directed by standards such as ISO 26262. More importantly, the non-transparent and complex nature of machine learning algorithms make both the reasoning as well as formally establishing the safety aspects of the underlying system extremely difficult. The objective of this research work is to investigate on this key issue, and further on propose an efficient machine learning methodology based on the mixed-criticality approach feasible to safety-critical systems.","PeriodicalId":193338,"journal":{"name":"2021 22nd IEEE International Conference on Industrial Technology (ICIT)","volume":"1 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-03-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"129266351","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
An On-board Monitoring System for Driving Fatigue and Distraction Detection 一种用于驾驶疲劳和分心检测的车载监控系统
Pub Date : 2021-03-10 DOI: 10.1109/ICIT46573.2021.9453676
Bing-Ting Dong, Huei-Yung Lin
In the past few decades, it is shown in various studies that driving fatigue or distraction are the main threats of traffic accidents. Thus, the on-board monitoring for driving behaviors is becoming an important component of advanced driver assistance systems (ADAS) for intelligent vehicles. In this paper, we present the techniques to simultaneously detect the fatigue and distracted driving behaviors using vision and learning based approaches. In fatigue driving detection, we use facial features to detect the open/close of eyes, yawning and head posture. The random forest is adopted to analyze the driving conditions. In the distraction detection, the convolutional neural network (CNN) is used to classify various distracted driving behaviors. The experiments are carried out on the PC and embedded hardware platform using public and our own datasets for training and testing. Compared to the previous approaches, the proposed methods provide better results in terms of accuracy and computation time.
在过去的几十年里,各种研究表明,驾驶疲劳或分心是交通事故的主要威胁。因此,对驾驶行为的车载监控正成为智能汽车高级驾驶辅助系统(ADAS)的重要组成部分。在本文中,我们提出了一种基于视觉和学习的方法同时检测疲劳和分心驾驶行为的技术。在疲劳驾驶检测中,我们使用面部特征来检测眼睛的开/闭、打哈欠和头部姿势。采用随机森林对驾驶条件进行分析。在分心检测中,使用卷积神经网络(CNN)对各种分心驾驶行为进行分类。实验在PC和嵌入式硬件平台上进行,使用公共和我们自己的数据集进行训练和测试。与以往的方法相比,本文提出的方法在精度和计算时间方面都有更好的结果。
{"title":"An On-board Monitoring System for Driving Fatigue and Distraction Detection","authors":"Bing-Ting Dong, Huei-Yung Lin","doi":"10.1109/ICIT46573.2021.9453676","DOIUrl":"https://doi.org/10.1109/ICIT46573.2021.9453676","url":null,"abstract":"In the past few decades, it is shown in various studies that driving fatigue or distraction are the main threats of traffic accidents. Thus, the on-board monitoring for driving behaviors is becoming an important component of advanced driver assistance systems (ADAS) for intelligent vehicles. In this paper, we present the techniques to simultaneously detect the fatigue and distracted driving behaviors using vision and learning based approaches. In fatigue driving detection, we use facial features to detect the open/close of eyes, yawning and head posture. The random forest is adopted to analyze the driving conditions. In the distraction detection, the convolutional neural network (CNN) is used to classify various distracted driving behaviors. The experiments are carried out on the PC and embedded hardware platform using public and our own datasets for training and testing. Compared to the previous approaches, the proposed methods provide better results in terms of accuracy and computation time.","PeriodicalId":193338,"journal":{"name":"2021 22nd IEEE International Conference on Industrial Technology (ICIT)","volume":"14 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-03-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"129300150","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: 6
Design of a Gain Scheduling Pitch Controller for Wind Turbines by Using the Bode Diagram 基于波德图的风力发电机增益调度螺距控制器设计
Pub Date : 2021-03-10 DOI: 10.1109/ICIT46573.2021.9453532
B. Spichartz, C. Sourkounis
For variable speed wind turbines (WT) operating in the full load range, a collective pitch control is used to limit the speed to its nominal value. The concept of a nonlinear PI gain scheduling controller is particularly suitable for compensating the nonlinear rotor behavior and is widely used in the wind industry. However, a simple calculation method to calculate its controller parameters while considering the full dynamics of the control loop is not available yet. In this paper the linearization process as well as a simple calculation method to find suitable controller parameters based on methods of classical control engineering is introduced. In contrast to previous methods the full dynamics of the open loop system, in particular the dynamics of the controlled pitch servomotors and the dynamics of the drive train with its first eigenfrequency, can be considered within the controller design. This is done by analyzing the behavior of the gain scheduling control and deriving a simplified linearized model of the open loop system. In this way it is possible to optimize the controller parameters by using the bode diagram. The usability of the simple design method is shown on the basis of simulation results considering the influence of wind fluctuations as well as wind gusts.
对于在全负荷范围内运行的变速风力涡轮机(WT),使用集体螺距控制将速度限制在其标称值。非线性PI增益调度控制器的概念特别适用于补偿转子的非线性行为,在风电行业中得到了广泛的应用。然而,目前还没有一种简单的计算方法来计算其控制器参数,同时考虑控制回路的全动力学。本文介绍了基于经典控制工程方法的线性化过程以及寻找合适控制器参数的简单计算方法。与以前的方法相比,开环系统的全部动力学,特别是控制螺距伺服电机的动力学和具有第一特征频率的传动系的动力学,可以在控制器设计中考虑。这是通过分析增益调度控制的行为和推导开环系统的简化线性化模型来实现的。这样,就可以通过使用博德图来优化控制器参数。仿真结果表明,在考虑风波动和阵风影响的基础上,该简单设计方法是可行的。
{"title":"Design of a Gain Scheduling Pitch Controller for Wind Turbines by Using the Bode Diagram","authors":"B. Spichartz, C. Sourkounis","doi":"10.1109/ICIT46573.2021.9453532","DOIUrl":"https://doi.org/10.1109/ICIT46573.2021.9453532","url":null,"abstract":"For variable speed wind turbines (WT) operating in the full load range, a collective pitch control is used to limit the speed to its nominal value. The concept of a nonlinear PI gain scheduling controller is particularly suitable for compensating the nonlinear rotor behavior and is widely used in the wind industry. However, a simple calculation method to calculate its controller parameters while considering the full dynamics of the control loop is not available yet. In this paper the linearization process as well as a simple calculation method to find suitable controller parameters based on methods of classical control engineering is introduced. In contrast to previous methods the full dynamics of the open loop system, in particular the dynamics of the controlled pitch servomotors and the dynamics of the drive train with its first eigenfrequency, can be considered within the controller design. This is done by analyzing the behavior of the gain scheduling control and deriving a simplified linearized model of the open loop system. In this way it is possible to optimize the controller parameters by using the bode diagram. The usability of the simple design method is shown on the basis of simulation results considering the influence of wind fluctuations as well as wind gusts.","PeriodicalId":193338,"journal":{"name":"2021 22nd IEEE International Conference on Industrial Technology (ICIT)","volume":"76 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2021-03-10","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"129321868","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
2021 22nd IEEE International Conference on Industrial Technology (ICIT)
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