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A modified particle swarm optimization algorithm for distributed search and collective cleanup 一种改进的粒子群算法用于分布式搜索和集体清理
Pub Date : 2013-11-01 DOI: 10.1109/ICAWST.2013.6765423
Jun Li, Zhutian Chen, Yu Liu, Y. Cai, Huaqing Min, Qing Li
Distributed coordination is critical for a multi-robot system in collective cleanup task under a dynamic environment. In traditional methods, robots easily drop into premature convergence. In this paper, we propose a swarm-intelligence based algorithm to reduce the expectation time for searching targets and removing. We modify the traditional PSO algorithm with a random factor to tackle premature convergence problem, and it can achieve a significant improvement in multi-robot system. The proposed method has been implemented on self-developed simulator for searching task. The simulation results demonstrate the feasibility, robustness, and scalability of our proposed method than previous methods.
分布式协调是多机器人系统在动态环境下完成集体清理任务的关键。在传统的方法中,机器人容易陷入过早收敛。本文提出了一种基于群体智能的算法来减少目标搜索和移除的期望时间。通过引入随机因子对传统粒子群算法进行改进,解决了粒子群算法的早熟收敛问题,在多机器人系统中实现了显著的改进。该方法已在自行开发的搜索任务模拟器上实现。仿真结果证明了该方法的可行性、鲁棒性和可扩展性。
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引用次数: 5
Spelling out opinions: Difficult cases of sentiment analysis 表达观点:情感分析的困难案例
Pub Date : 2013-11-01 DOI: 10.1109/ICAWST.2013.6765439
Ivan Khozyainov, Evgeny Pyshkin, V. Klyuev
In recent years there is growing interest to the opinion mining applications in numerous areas of information and social science. In this paper we investigate main problems in opinion mining and sentiment analysis systems development. We review examples of difficulties in process of opinion extraction and introduce essential multidimensionality of opinion mining. We carried out a series of experiments with different sentiment analyzers and classified main reasons of incorrect sentiment recognition.
近年来,人们对意见挖掘在信息科学和社会科学的许多领域的应用越来越感兴趣。本文研究了意见挖掘和情感分析系统开发中的主要问题。我们回顾了意见提取过程中的困难实例,并介绍了意见挖掘的本质多维性。我们使用不同的情感分析工具进行了一系列的实验,并对情感识别错误的主要原因进行了分类。
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引用次数: 2
Intuition as mental image processing: Some psycholinguistic considerations on intuitive sensory data structuring and processing based on mental image directed semantic theory 作为心理意象加工的直觉:基于心理意象导向语义理论的直觉感官数据结构与处理的心理语言学思考
Pub Date : 2013-11-01 DOI: 10.1109/ICAWST.2013.6765467
M. Yokota
This paper considers human intuition in association with mental images and proposes a functional model of human intuition where it is defined as a set of procedural functions specialized for facilitating cognition of significant matters in perception of external stimuli, for example, instinctive detection of dangerously keen objects. Here is proposed a multilayered model of human cognition of the external world. The model consists of three main processing components, namely, Perception, Intuition and Reason. At the first layer, Perception produces vague and unarticulated images (i.e., perceptive images) from external stimuli. At the second layer, Intuition translates perceptive images into articulated ones (i.e., intuitive images) with direct knowledge but any mediate knowledge yielded by reasoning. Finally, Reason calibrates intuitive images into rational images, so called, by inference employing various kinds of knowledge.
本文考虑了人类直觉与心理图像的关联,并提出了一个人类直觉的功能模型,其中将其定义为一组专门用于促进对外部刺激感知中重要事项的认知的程序功能,例如,对危险敏锐物体的本能检测。本文提出了一种人类对外部世界认知的多层模型。该模型由三个主要的处理组件组成,即感知、直觉和理性。在第一层,感知从外部刺激中产生模糊和不清晰的图像(即感知图像)。在第二层,直觉将感知图像转换为具有直接知识的清晰图像(即直觉图像),但任何中介知识都是通过推理产生的。最后,理性通过运用各种知识的推理,将直观的图像校准为所谓的理性图像。
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引用次数: 0
A hybrid recommender system based non-common items in social media 基于社交媒体中非常见项目的混合推荐系统
Pub Date : 2013-11-01 DOI: 10.1109/ICAWST.2013.6765443
Chi-Chih Yu, Toru Yamaguchi, Y. Takama
A decade ago, an increasing number of people are accustomed to utilize the social media for sharing their impressions, experiences, information, and resources. A social media website does not only provide the information sharing functions for the users but also has the capability to match users' similar interesting preferences. Therefore, a recommender that can recommend highly interesting information to the users will make the users easy to gain new information they want, suggest implicit friends who have same hobbies, and increase the interactions with others. In this paper, we proposed a weight based recommendation method for social media, which usually has only the personal items uploaded by the users. Our evaluation results show this recommendation approach is feasible and flexible. Furthermore, we applied the proposed recommendation method into our information sharing system and look forward it can raise the interactions with the users in order to improve the quality of community.
十年前,越来越多的人习惯于利用社交媒体来分享他们的印象、经历、信息和资源。社交媒体网站不仅要为用户提供信息共享功能,还要具备匹配用户相似的兴趣偏好的能力。因此,一个能够向用户推荐高度有趣信息的推荐者,会让用户更容易获得他们想要的新信息,推荐有相同爱好的隐性朋友,增加与他人的互动。本文提出了一种基于权重的社交媒体推荐方法,该方法通常只有用户上传的个人物品。评价结果表明,该推荐方法是可行的、灵活的。并将所提出的推荐方法应用到我们的信息共享系统中,期望它能增加与用户的互动,从而提高社区的质量。
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引用次数: 2
Data mining based clinical care plan construction 基于数据挖掘的临床护理计划构建
Pub Date : 2013-11-01 DOI: 10.1109/ICAWST.2013.6765449
H. Iwata, S. Tsumoto, S. Hirano
This paper proposes a temporal data mining method to construct a clinical pathway for nurses by using the following four steps: first, histories of nursing orders are extracted from hospital information system. Second, orders are classified into several groups by using clustering. Third, by using the labels obtained, rule induction is applied to the data and important features for classification are extracted. Finally, an original temporal dataset is split into several subtables, and the first step will be recursively applied to each table until no split is needed. The method was applied to datasets of several diseases extracted from a hospital information system. The results show that the reuse of stored data will give a powerful tool for maintenance of clinical pathway, which can be viewed as data-oriented management of nursing schedule.
本文提出了一种时态数据挖掘方法,通过以下四个步骤构建护士临床路径:首先,从医院信息系统中提取护理医嘱的历史记录;其次,利用聚类方法将订单分成若干组。第三,利用得到的标签对数据进行规则归纳,提取分类的重要特征;最后,将原始时态数据集拆分为几个子表,第一步将递归地应用于每个表,直到不需要拆分为止。将该方法应用于从医院信息系统中提取的几种疾病数据集。结果表明,存储数据的重用将为临床路径的维护提供有力的工具,可视为面向数据的护理计划管理。
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引用次数: 0
Complementarity between the feedforward and feedback mechanisms is necessary for anticipatory activity in hand tracking 前馈和反馈机制之间的互补性对于手部跟踪中的预期活动是必要的
Pub Date : 2013-11-01 DOI: 10.1109/icawst.2013.6765455
F. Ishida, Y. Sawada
Anticipatory activity arising from characteristic predictive mechanisms is observed in human and animal sensory-motor control systems. The quantitative features of anticipatory activity have been reported in terms of the amount of hand precedence from the target with various conditions in tasks that involve tracking and synchronizing a visual and auditory target. However, the mechanism of anticipatory activity has not been investigated in detail. In the present study, numerical simulations were performed with a hand-tracking model that exhibited anticipatory activity with a focus on the relationship between feedforward and feedback control elements. Rhythmic components and an on-off mechanism were introduced to the feedforward control element and the feedback control element, respectively, depending on whether or not the visual target was displayed. Anticipatory activity of hand-motion was observed when feedback control was activated with weaker operation of feedforward control. In addition, hand motion was delayed when feedback control was activated with stronger operation of feedforward control. This suggests that in sensory-motor control systems, feedforward and feedback control work complementarity rather than simultaneously.
在人类和动物的感觉-运动控制系统中,可以观察到由特征预测机制引起的预期活动。预期活动的数量特征已经被报道,在涉及跟踪和同步视觉和听觉目标的任务中,不同条件下目标的手优先量。然而,预期活动的机制尚未得到详细的研究。在本研究中,我们使用一个手跟踪模型进行了数值模拟,该模型展示了预期活动,重点关注前馈和反馈控制元素之间的关系。根据视觉目标是否显示,在前馈控制元件和反馈控制元件中分别引入节奏元件和开关机构。在前馈控制较弱的情况下,激活反馈控制时,观察到手部运动的预期活动。此外,在前馈控制作用较强的情况下,激活反馈控制会导致手部运动延迟。这表明在感觉-运动控制系统中,前馈和反馈控制是互补的,而不是同时起作用的。
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引用次数: 0
Modeling real-time system performance with respect to scheduling analysis 基于调度分析的实时系统性能建模
Pub Date : 2013-11-01 DOI: 10.1109/ICAWST.2013.6765522
Fenglin Han, P. Herrmann
The development and analysis of embedded real-time system is complex due to its platform and application dependencies. To tackle this complexity, we amended the model-based engineering method SPACE to enable also the modeling, simulation and verification of real-time properties of reactive systems. In this paper, we present a further extension making performance estimations and schedulability analysis of reactive real-time building blocks possible. First, a performance profile for evaluating real-time tasks of a building block is outlined. Second, we present the schedulability analysis of a high level real-time system which is carried out by transforming real-time interface descriptions to timed automata that are composed with automata simulating hardware and scheduling policies.
嵌入式实时系统由于其平台依赖性和应用依赖性,其开发和分析非常复杂。为了解决这种复杂性,我们修改了基于模型的工程方法SPACE,以实现对反应系统实时特性的建模、仿真和验证。在本文中,我们提出了一个进一步的扩展,使响应式实时构建块的性能估计和可调度性分析成为可能。首先,概述了用于评估构建块的实时任务的性能概要。其次,通过将实时接口描述转化为由模拟硬件和调度策略组成的时间自动机,对一个高级实时系统进行了可调度性分析。
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引用次数: 5
Customer classification method for multiple pedestrians using pressure sensors 使用压力传感器的多行人客户分类方法
Pub Date : 2013-11-01 DOI: 10.1109/ICAWST.2013.6765464
Junjirou Hasegawa, Takuya Tajima, Takehiko Abe, Haruhiko Kimura
This paper aims to customer classification age groups by walking data using pressure sensor array. Techniques of the age groups estimation in many retail businesses (for example, convenience stores, supermarkets, shopping malls, etc.) are marketable. Because those techniques are applicable for market research and customer analysis. There are many researches of the age estimation using face images, walking silhouette data, etc. However, there are some problems too. One of problem is that the estimation classes are a few. Moreover, many age estimation systems use some video cameras. Therefore, these systems may invade surveyed person's privacy by taking one's face images. Obviously the pressure sensor does not record one's face images. In this study, this fact is one of merit in using the pressure sensors. The pressure sensor array gets feature quantity including center of gravity, pressure value, area of foot, etc. In this study, our system classifies surveyed persons to 6 age groups as each decade. Here, surveyed persons are 20s-70s. Average estimation accuracy of all age groups is 82.67%. The highest estimation accuracy is 89.33% at 20s and 60s.
本文的目的是利用压力传感器阵列的步行数据对客户进行年龄组分类。许多零售企业(如便利店、超市、购物中心等)的年龄组估计技术是有市场的。因为这些技术适用于市场调查和客户分析。利用人脸图像、行走轮廓等数据进行年龄估计的研究较多。然而,也有一些问题。问题之一是估计类很少。此外,许多年龄估计系统使用一些摄像机。因此,这些系统可能会通过拍摄被调查者的面部图像来侵犯被调查者的隐私。显然,压力传感器不会记录一个人的面部图像。在本研究中,这一事实是使用压力传感器的优点之一。压力传感器阵列得到的特征量包括重心、压力值、足部面积等。在这项研究中,我们的系统将调查对象分为6个年龄组,每10年。这里的调查对象是20 -70岁。各年龄组的平均估计准确率为82.67%。在20s和60s的估计精度最高,为89.33%。
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引用次数: 0
Modeling and reshaping handwritten characters based on dynamic font model 基于动态字体模型的手写体字符建模与重塑
Pub Date : 2013-11-01 DOI: 10.1109/ICAWST.2013.6765463
Hirotsugu Matsukida, H. Fujioka
In this paper, we consider the problem of modeling and reshaping handwritten character fonts. From a set of measured data of human handwriting, characters are modeled by employing the so-called dynamic font model and a theory of smoothing splines. Then, using the dynamic programming and the nonlinear transformation based on Yasumoto's work [1], we then develop a scheme for reshaping the typeface of modeled characters based on some model writings. The effectiveness and usefulness are demonstrated by some experiments.
本文研究了手写体字体的建模和重塑问题。从一组人类手写的测量数据出发,采用所谓的动态字体模型和平滑样条理论对字符进行建模。然后,利用基于Yasumoto[1]工作的动态规划和非线性变换,我们在一些模型文字的基础上,制定了一个重塑模型字符字体的方案。通过实验验证了该方法的有效性和实用性。
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引用次数: 0
A heterogeneous CPU-GPU implementation for discrete elements simulation with multiple GPUs 一个异构CPU-GPU实现离散元素模拟与多个gpu
Pub Date : 2013-11-01 DOI: 10.1109/ICAWST.2013.6765500
Yuan Tian, Junjie Lai, Lei Yang, Ji Qi, Qingguo Zhou
To calculate the large number of particles in discrete elements simulation, a heterogeneous CPU-GPU implementation with multiple GPUs is developed. The implementation is achieved by combining two different parallel programming languages so that it can be assigned to a CPU-GPU cluster. The communication between nodes uses Massage Passing Interface (MPI) implementation for dynamic domain decomposition, particles re-mapping and data copying of overlapping areas. Other works are assigned to GPUs to obtain a high computational speed. The results of strong and weak scalability tests are analyzed for different number of GPUs. Last, the LAMMPS is used as CPU platform to compare with multi-GPU application for reflecting the superiority of using heterogeneous implementation.
为了在离散元模拟中计算大量粒子,开发了一种多gpu的异构CPU-GPU实现。该实现是通过结合两种不同的并行编程语言来实现的,因此可以将其分配给CPU-GPU集群。节点间通信采用MPI (Massage Passing Interface)实现动态域分解、粒子重映射和重叠区域数据复制。其他工作分配给gpu以获得较高的计算速度。分析了不同gpu数量下的强扩展性和弱扩展性测试结果。最后,将LAMMPS作为CPU平台与多gpu应用进行比较,以体现采用异构实现的优越性。
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引用次数: 19
期刊
炎黄地理
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