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2019 24th International Conference on Methods and Models in Automation and Robotics (MMAR)最新文献

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A Generic Validation Scheme for real-time capable Automotive Radar Sensor Models integrated into an Autonomous Driving Simulator 集成到自动驾驶模拟器中的实时汽车雷达传感器模型的通用验证方案
M. Jasinski
Since Advanced Driver Assistance Systems are getting more and more complex a strong effort is put into the development of open-source autonomous driving simulators. However a robust virtual environment should not only be assessed by its realistic physics or 3D assets variety, but it also has to incorporate highly accurate and real-time capable sensor models. The research presented in this paper introduces a robust method for validating radar sensor models enabling a simple proof of their reliability in a virtual scenario. To give an overview of radar sensor modeling approaches, the solutions available in the literature are evaluated in terms of usage in virtual environments based on simple criteria. Finally, an exemplary radar sensor model integrated into the CARLA simulator is presented and also a short outline of further research is depicted.
随着先进驾驶辅助系统的日益复杂,开源自动驾驶模拟器的开发成为一个重要的课题。然而,一个强大的虚拟环境不仅应该通过其逼真的物理或3D资产多样性来评估,而且还必须结合高度精确和实时的传感器模型。本文的研究介绍了一种验证雷达传感器模型的鲁棒方法,可以在虚拟场景中简单地证明其可靠性。为了概述雷达传感器建模方法,根据简单的标准,根据虚拟环境中的使用情况对文献中可用的解决方案进行评估。最后,给出了集成到CARLA模拟器中的典型雷达传感器模型,并对进一步研究进行了简要概述。
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引用次数: 6
Overheating of Underground Power Cable Line Due to Its Partial Exposition to Solar Radiation 地下电力电缆线路部分暴露于太阳辐射引起的过热问题
S. Czapp, F. Ratkowski, Seweryn Szultka, A. Tomaszewski
Current-carrying capacity of underground power cable lines depends, among others, on thermal resistivity of the soil and cables layout: trefoil formation, flat formation with or without spacing. If conditions for heat transfer in the ground are favorable, the current-carrying capacity is relatively high. Therefore, it generates risk of the power cables overheating, if part of the cable line is located vertically in the air, to be connected with an overhead power line at its pole. Risk of the overheating is very high especially during strong solar radiation. The maximum permissible cable load for underground thermal condition is too optimistic for part of the cable line placed in the air. This paper presents computer modelling and simulations of thermal conditions of an underground low-voltage cable line, which part is located at the pole of the overhead line. Results of simulations indicate that part of the cables in the air can be strongly overheated.
地下电力电缆线路的载流能力,除其他外,取决于土壤的热电阻率和电缆的布置:三叶草式、有间距或无间距的扁平式。如果地面传热条件有利,则载流能力相对较高。因此,如果部分电缆线垂直放置在空中,在其电线杆处与架空电力线相连,则会产生电力电缆过热的危险。过热的风险是非常高的,特别是在强烈的太阳辐射。地下热工况下电缆的最大允许负荷对于部分置于空中的电缆线路来说过于乐观。本文对位于架空线电线杆处的地下低压电缆线路的热工况进行了计算机建模和仿真。仿真结果表明,部分电缆在空气中会出现严重过热。
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引用次数: 1
Periodic Regimes of Motion of a Body with a Moving Internal Mass 具有运动内部质量的物体运动的周期状态
T. Figurina, D. Knyazkov
The paper considers rectilinear motion of a system consisting of a body and a moving internal mass. The body moves in a resistive environment. The internal mass moves periodically with respect to the body. We investigate such periodic regimes of motion, that the velocity of the body is also periodic. We consider the problems of existence and uniqueness of the periodic regimes of motion and their stability. It is shown that a periodic regime of motion exists if the medium resistance is a monotonically decreasing unbounded function of the velocity and the relative velocity of the internal mass does not have jumps. A two-sided estimate of the initial velocity of the body for the periodic regime of motion is obtained. The uniqueness and exponential stability of the periodic regime of motion is proved for any monotonically decreasing law of resistance. In the special cases of linear and piecewise linear laws of the medium resistance, a periodic regime of motion is constructed and the rate of the exponential convergence of an arbitrary motion to this periodic regime is found. The general results are illustrated by simulations performed with the parameters of a physical prototype of a capsule robot.
本文考虑由一个物体和一个运动的内质量组成的系统的直线运动。身体在一个有阻力的环境中运动。内部质量相对于身体周期性地运动。我们研究这样的周期性运动,物体的速度也是周期性的。我们考虑了运动周期状态的存在唯一性及其稳定性问题。证明了介质阻力是速度的单调递减无界函数,且内部质量的相对速度不发生跳变时,存在周期运动。得到了物体在周期运动状态下的初速度的双面估计。证明了任意阻力单调递减规律下运动周期状态的唯一性和指数稳定性。在介质阻力线性和分段线性的特殊情况下,构造了一个周期运动区,并求出了任意运动对该周期运动区指数收敛的速率。用胶囊机器人物理样机的参数进行了仿真,说明了一般结果。
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引用次数: 4
Neural Network Training Using Particle Swarm Optimization - a Case Study 神经网络训练使用粒子群优化-一个案例研究
M. Kaminski
This paper presents analysis of multiparameter optimization realized applying Particle Swarm Optimization (PSO). Model of Neural Network (NN) was selected as object. The main goal was adaptation of internal coefficients (weights) used in data processing. Selected problems appearing in real engineering applications are analyzed (for the sake of example selection of initial parameters and coefficients of optimization algorithm). Tests present implementation of neural network for two tasks. The first of them is calculation of selected variables from the Lorenz attractor. The next example shows application of neural network as a state variable estimator implemented in electric drive. For this analysis also experimental research is presented. Considered results show flexibility of neural models used for data mapping and effectiveness of Particle Swarm Optimization algorithm.
本文分析了应用粒子群算法实现的多参数优化问题。选择神经网络模型(NN)作为研究对象。主要目标是适应数据处理中使用的内部系数(权重)。分析了实际工程应用中出现的选择问题(为优化算法初始参数和系数的选择举例)。测试给出了神经网络在两个任务中的实现。首先是从洛伦兹吸引子中选择变量的计算。下一个例子展示了神经网络作为状态变量估计器在电力驱动中的应用。为此,还进行了实验研究。结果表明,神经网络模型用于数据映射的灵活性和粒子群优化算法的有效性。
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引用次数: 9
A memetic algorithm for the discrete scheduling-location problem with unrelated machines 不相关机器离散调度定位问题的模因算法
Miroslaw Lawrynowicz, J. Józefczyk
This research explores integrated and sequential approaches to a combined job scheduling and discrete facility location optimization problem (ScheLoc). The makespan is considered as a criterion for job scheduling. A Tabu Search based Memetic Algorithm (TSMA) has been developed and applied for the former approach due to the NP-hardness of ScheLoc. For the latter approach, the problem is decomposed into two sub-problems m-median and parallel job scheduling with unrelated machines. Extensive numerical tests have confirmed the advantage of the integrated optimization strategy ensured by TSMA in terms of the makespan and the computation time. Conducted computational experiments have also shown the improvement of results generated by TSMA in comparison with another algorithm known from the literature.
本研究探讨了作业调度和离散设施位置优化问题(ScheLoc)的集成和顺序方法。最大时间是作业调度的一个标准。基于ScheLoc的np -硬度,提出了一种基于禁忌搜索的模因算法(TSMA)。对于后一种方法,将问题分解为两个子问题:m-中值问题和不相关机器的并行作业调度问题。大量的数值试验证实了TSMA保证的集成优化策略在最大完工时间和计算时间方面的优势。进行的计算实验也表明,与文献中已知的另一种算法相比,TSMA产生的结果有所改善。
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引用次数: 6
Modeling of switching-mode nonlinear system by exponentially weighted aggregation 基于指数加权聚合的切换模式非线性系统建模
Paweł Wachel, P. Sliwinski, Z. Hasiewicz
We consider a class of non-linear dynamic systems with finite memory and nonlinear characteristic that reveals time-varying behavior. It is assumed that the considered systems can change their mode in the a priori known range of modes but the switching moments are unknown and cannot be directly detected. In the considered approach, based on the noisy measurements of the system output, we apply exponentially weighted aggregation techniques to estimate noise-free counterparts of the possessed output observations. Theoretical properties of the method as well as exemplary numerical simulations are also described and discussed in the paper.
考虑一类具有有限记忆和时变特性的非线性动态系统。假设所考虑的系统可以在先验已知的模态范围内改变其模态,但切换力矩是未知的,不能直接检测。在考虑的方法中,基于系统输出的噪声测量,我们应用指数加权聚合技术来估计拥有的输出观测的无噪声对应物。本文还描述和讨论了该方法的理论特性以及示例性数值模拟。
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引用次数: 0
Application of Artificial Intelligence in Sustainable Building Design - Optimisation Methods 人工智能在可持续建筑设计中的应用——优化方法
Ewa Gilner, A. Gałuszka, Tomasz Grychowski
The need to reduce energy consumption, resources, the introduction of new and ecological materials, the multiplicity of modern technologies available, and the complexity and multi-branch nature of architectural and construction projects means that designers must make complex and difficult decisions. This work presents currently available and used in the AEC industry project tools, sustainable building design analysis and provides an overview of the possibilities of using artificial intelligence methods and tools, such as Knowledge Based Engineering (KBE), fuzzy logic, neural networks, genetic algorithms, Monte-Carlo simulation. These methods can be used in the early design stage to improve decision making process and to optimize both the design process and the project itself. This article presents possible ways of developing AI methods for wider application in architectural design with possibilities to commercialize them.
需要减少能源消耗,资源,引进新的和生态材料,现代技术的多样性,以及建筑和建设项目的复杂性和多分支性质意味着设计师必须做出复杂和困难的决定。这项工作介绍了目前在AEC行业项目工具中可用和使用的工具,可持续建筑设计分析,并概述了使用人工智能方法和工具的可能性,例如基于知识的工程(KBE),模糊逻辑,神经网络,遗传算法,蒙特卡罗模拟。这些方法可用于早期设计阶段,以改进决策过程,并优化设计过程和项目本身。本文提出了开发人工智能方法的可能方法,以便在建筑设计中得到更广泛的应用,并有可能将其商业化。
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引用次数: 5
Cooperative Target Tracking in Elliptical Formation 椭圆编队协同目标跟踪
Lili Ma
This paper presents cooperative tracking of a moving target using a group of mobile robots in an elliptical formation. This result is obtained based on the balanced circular formation obtained earlier, by further applying a similarity transformation. Orientation of the elliptical formation can be specified by a design parameter. Since our control law to each agent was designed as the summation of two control components (i.e., tracking and formation), only the formation control component needs to be modified. The extension to elliptical formation is achieved for both single-integrator and double-integrator robot models. For the communication topology, the cyclic pursuit strategy is used. The effectiveness of the proposed schemes is demonstrated by simulation examples.
提出了一种利用一组移动机器人在椭圆编队中协同跟踪运动目标的方法。这个结果是在前面得到的平衡圆形的基础上,进一步应用相似变换得到的。椭圆形状的方向可以通过设计参数指定。由于我们对每个agent的控制律被设计为两个控制组件(即跟踪和编队)的总和,因此只需要修改编队控制组件。对单积分器和双积分器机器人模型都实现了对椭圆形的扩展。对于通信拓扑结构,采用循环寻迹策略。通过仿真算例验证了所提方案的有效性。
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引用次数: 5
Stress analysis recorded in the EEG signal based on mathematical markers 应力分析记录在脑电图信号的基础上的数学标记
M. Zolubak, Barbara Grochowicz, Mariusz Pelc, Aleksandra Kawala-Sterniuk
Stress is an increasingly common problem. Thanks to the use of various mathematical methods, it can be described mathematically based on the EEG signal. Generally, the stress in mathematical analysis can be divided into several models. To determine the variability in the stress-related EEG signal, the periodograms used for the overall assessment are checked.
压力是一个越来越普遍的问题。由于使用了各种数学方法,它可以在脑电信号的基础上进行数学描述。一般来说,数学分析中的应力可以分为几种模型。为了确定应力相关脑电图信号的可变性,检查了用于总体评估的周期图。
{"title":"Stress analysis recorded in the EEG signal based on mathematical markers","authors":"M. Zolubak, Barbara Grochowicz, Mariusz Pelc, Aleksandra Kawala-Sterniuk","doi":"10.1109/MMAR.2019.8864712","DOIUrl":"https://doi.org/10.1109/MMAR.2019.8864712","url":null,"abstract":"Stress is an increasingly common problem. Thanks to the use of various mathematical methods, it can be described mathematically based on the EEG signal. Generally, the stress in mathematical analysis can be divided into several models. To determine the variability in the stress-related EEG signal, the periodograms used for the overall assessment are checked.","PeriodicalId":392498,"journal":{"name":"2019 24th International Conference on Methods and Models in Automation and Robotics (MMAR)","volume":"5 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2019-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"117318543","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
Controllability of switched discrete-time fractional order systems with constrained switching sequence 具有约束切换序列的切换离散分数阶系统的可控性
A. Babiarz, A. Czornik
The controllability problem for discrete-time linear fractional switched systems is considered. In the paper, it is assumed that there are some constraints posed on the switching signal. Moreover, a necessary and sufficient conditions of some types of controllability are formulated. Three varieties of controllability, namely: from zero initial state to any final state, from any initial state to zero final state and from any initial state to any final state are considered. At the end, an example is presented.
研究离散时间线性分数阶开关系统的可控性问题。在本文中,假设对开关信号有一定的约束条件。此外,还给出了某些类型可控性的充分必要条件。考虑了三种可控性,即从零初始状态到任意最终状态、从任意初始状态到零最终状态和从任意初始状态到任意最终状态。最后给出了一个实例。
{"title":"Controllability of switched discrete-time fractional order systems with constrained switching sequence","authors":"A. Babiarz, A. Czornik","doi":"10.1109/MMAR.2019.8864651","DOIUrl":"https://doi.org/10.1109/MMAR.2019.8864651","url":null,"abstract":"The controllability problem for discrete-time linear fractional switched systems is considered. In the paper, it is assumed that there are some constraints posed on the switching signal. Moreover, a necessary and sufficient conditions of some types of controllability are formulated. Three varieties of controllability, namely: from zero initial state to any final state, from any initial state to zero final state and from any initial state to any final state are considered. At the end, an example is presented.","PeriodicalId":392498,"journal":{"name":"2019 24th International Conference on Methods and Models in Automation and Robotics (MMAR)","volume":"391 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2019-08-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"128030423","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
引用次数: 1
期刊
2019 24th International Conference on Methods and Models in Automation and Robotics (MMAR)
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