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2017 IEEE 8th International Conference on Awareness Science and Technology (iCAST)最新文献

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Application of simultaneous importance-performance analysis to evaluate customer loyalty towards corporation: A case study of direct selling company S 重要性-绩效同步分析在企业顾客忠诚度评价中的应用——以直销公司S为例
Pub Date : 2017-11-01 DOI: 10.1109/ICAWST.2017.8256447
K. Chiou, Hsiu-Hui Su, Yu-Ying Hsieh, Chung-Han Tien
Nowadays people become more aware of good nutrition due to food scandals. The main products are nutritional supplements which are selling by distributors in Taiwan. This study aims to evaluate whether members loyalty is increased. The study conducts survey according to the members of company S as the participants. For the sake of evaluating service quality of company S and member loyalty, Importance-performance Analysis (IPA) identifies two improvements in need of improvement from 18 questions of the questionnaire and to provide strategies. Moreover, simultaneous importance-performance analysis listed improvement to evaluate the improvement of assessment to enhance member loyalty and company's business performance.
如今,由于食品丑闻,人们越来越意识到良好的营养。主要产品为营养补品,在台湾通过经销商销售。本研究旨在评估会员忠诚度是否增加。本研究以S公司的成员为参与者进行调查。为了评估S公司的服务质量和会员忠诚度,重要性绩效分析(IPA)从问卷的18个问题中找出了两个需要改进的地方,并提供了策略。同时,重要性-绩效分析列出了改进,以评价考核的改进对提高会员忠诚度和公司经营绩效的作用。
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引用次数: 5
Integrating motion estimation and convolutional neural network for video super-resolution 融合运动估计和卷积神经网络的视频超分辨率
Pub Date : 2017-11-01 DOI: 10.1109/ICAWST.2017.8256493
Tsung-Hsin Wei, Ju-Chin Chen
In this paper, we proposed a video super-resolution (SR) system. Image or video super-resolution has been studied for a long time. Recently, convolutional neural network (CNN) has been applied for image SR and provided impressive synthesized high-resolution results. Although CNN can provide better synthesized quality than traditional SR methods by preserving more high frequency information, the computational complexity is main concern for video super-resolution. In order to accelerate processing time, we integrated motion information into the SR system and then the SRCNN is used to reconstruct high resolution image. In other words, rather than reconstructing the whole frames for the input video, changed regions between two consecutive frames are explored and processed. Only unmatched patches were reconstructed via SRCNN in the proposed system. In addition, two additional strategies are proposed to speed up the processing time and reduce unexpected synthesized effects. According experimental results, the proposed system can save 37% computation time in one test video with dynamic changes.
本文提出了一种视频超分辨率(SR)系统。图像或视频的超分辨率已经研究了很长时间。最近,卷积神经网络(CNN)被应用于图像SR,并提供了令人印象深刻的合成高分辨率结果。虽然CNN可以通过保留更多的高频信息来提供比传统SR方法更好的合成质量,但计算复杂度是视频超分辨率的主要问题。为了加快处理速度,我们将运动信息整合到SR系统中,然后利用SRCNN重建高分辨率图像。换句话说,不是重建输入视频的整个帧,而是探索和处理两个连续帧之间的变化区域。在该系统中,通过SRCNN只重建了不匹配的斑块。此外,还提出了两种策略来加快处理时间和减少意外的综合效应。实验结果表明,在一个动态变化的测试视频中,该系统可以节省37%的计算时间。
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引用次数: 0
The approach to classifying multi-output datasets based on cluster validity index method 基于聚类有效性指标法的多输出数据集分类方法
Pub Date : 2017-11-01 DOI: 10.1109/ICAWST.2017.8256519
K. Huang, Shann-Bin Chang, Lieh-Dai Yang
A cluster validity index (CVI) classification method is applied to enhance the performance of existing Multiple-Attribute Decision Making (MADM) method. This paper proposed index-based method is called the FRM-index method which combined Fuzzy Set (FS), Rough Set (RS), and a cluster validity index function. The effectiveness of the proposed FRM-index method is evaluated by comparing the classification results obtained for the relating UCI datasets using a statistical approach. Overall, the results show that the proposed method not only provides a more reliable basis for the extraction of decisionmaking rules for multi-output datasets, but also fills out the uncertainty and facilitates an effective MADM built.
采用聚类有效性指数(CVI)分类方法,提高了现有多属性决策方法的性能。本文提出了一种结合模糊集(FS)、粗糙集(RS)和聚类有效性指标函数的基于指标的方法,称为FRM-index方法。通过比较统计方法对相关UCI数据集的分类结果,评价了FRM-index方法的有效性。结果表明,该方法不仅为多输出数据集的决策规则提取提供了更可靠的依据,而且填补了不确定性,有利于构建有效的MADM。
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引用次数: 0
An efficient FPGA-based accelerator design for convolution 一种高效的基于fpga的卷积加速器设计
Pub Date : 2017-11-01 DOI: 10.1109/ICAWST.2017.8256507
Pengfei Song, Jeng-Shyang Pan, Chun-Sheng Yang, Chiou-Yng Lee
Number theoretic transform with the modular arithmetic operations can perform convolution efficiently in a ring without round-off errors. In this paper, a new efficient architecture of the transform have been proposed which support a various operand size. To have a balanced trade-off between area and latency, a variant constant geometry architecture is used which the forward and backward sub-stage used the same computation pattern. In addition, a XOR-based multi-ported RAM is adopted to accelerate the memory access which allow multiple simultaneous reads and writes efficiently. As a result, the developed accelerator can achieve lower area-latency FPGA compared to other designs.
采用模算术运算的数论变换可以有效地完成环内的卷积,且没有舍入误差。本文提出了一种支持不同操作数大小的高效转换结构。为了在面积和延迟之间取得平衡,使用了一种可变的常量几何结构,其中向前和向后子阶段使用相同的计算模式。此外,采用了基于xor的多端口RAM来加速内存访问,从而有效地实现了多个同时读写。因此,与其他设计相比,所开发的加速器可以实现更低的区域延迟FPGA。
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引用次数: 0
An improved task scheduling and load balancing algorithm under the heterogeneous cloud computing network 异构云计算网络下一种改进的任务调度和负载均衡算法
Pub Date : 2017-11-01 DOI: 10.1109/ICAWST.2017.8256465
M. Chiang, Hui-Ching Hsieh, Weng-Chung Tsai, Ming-Ching Ke
In recent decades, with the rapid development and popularization of Internet and computer technology, cloud computing had become a highly-demanded service due to the advantages of high computing power, cheap cost of services, scalability, accessibility as well as availability. However, a fly in the ointment was that the system is more complex while dispatching variety of tasks to servers. It means that dispatching tasks to the servers is a challenge since there has a large number of heterogeneous servers, core and diverse application services need to cooperate with each other in the cloud computing network. To deal with the huge number of tasks, an appropriate and effective scheduling algorithm is to allocate these tasks to appropriate servers within the minimum completion time, and to achieve the load balancing of workload. Based on the reasons above, a novel dispatching algorithm, called Advanced MaxSufferage algorithm (AMS), is proposed in this paper to improve the dispatching efficiency in the cloud computing network. The main concept of the AMS is to allocate the tasks to server nodes by comparing the SV value, MSV value, and average value of expected completion time of the server nodes between each task. Basically, the AMS algorithm can obtain better task completion time than previous works and can achieve loadbalancing in cloud computing network.
近几十年来,随着互联网和计算机技术的快速发展和普及,云计算以其计算能力强、服务成本低、可扩展性强、可访问性强、可用性好等优势,成为一项备受需求的服务。然而,美中不足的是,在向服务器分派各种任务时,系统更加复杂。这意味着在云计算网络中,由于存在大量异构服务器,核心和各种应用服务需要相互协作,因此向服务器调度任务是一个挑战。为了处理大量的任务,一种合适有效的调度算法是在最短的完成时间内将这些任务分配到合适的服务器上,并实现工作负载的负载均衡。基于以上原因,本文提出了一种新的调度算法——高级最大容忍算法(AMS),以提高云计算网络中的调度效率。AMS的主要概念是通过比较每个任务之间服务器节点的SV值、MSV值和期望完成时间的平均值,将任务分配给服务器节点。基本上,AMS算法可以获得比以往工作更好的任务完成时间,并且可以在云计算网络中实现负载均衡。
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引用次数: 25
A modified SLM scheme with two-stage scrambling for PAPR reduction in OFDM systems 一种改进的两阶段置乱SLM方案用于OFDM系统中PAPR的降低
Pub Date : 2017-11-01 DOI: 10.1109/ICAWST.2017.8256448
Hsinying Liang, Kuan-Chung Chou, Hung-Chi Chu
This paper proposes a modified selective mapping (SLM) technique to improve the high computational complexity required for the SLM technique in the orthogonal frequency division multiplexing (OFDM) system, and it can be regarded as a suboptimal SLM technique for peak to average power ratio (PAPR) reduction. The proposed method which generates W candidate signals is through the phase factor to carry out the first phase scrambling for the input signal to produce W/2 signals, followed by the inverse fast Fourier transform (IFFT) and then the second phase scrambling to produce the remaining W/2 signals. The generation mechanism of the phase factor is mainly based on the sub-code of the Reed-Muller codes with random ordering. The simulation results show that adopting the proposed method results in the improved performance of PAPR that are suboptimal compared to adopting the SLM technique but it simplifies the number of adders and multipliers required by the traditional SLM technique.
针对正交频分复用(OFDM)系统中SLM技术计算复杂度高的问题,提出了一种改进的选择性映射(SLM)技术,并将其视为降低峰值平均功率比(PAPR)的次优SLM技术。本文提出的产生W个候选信号的方法是通过相位因子对输入信号进行第一相置乱产生W/2信号,然后进行快速傅里叶反变换(IFFT),然后进行第二相置乱产生剩余的W/2信号。相位因子的产生机制主要是基于随机排序的里德-穆勒码的子码。仿真结果表明,采用该方法可以提高PAPR的性能,但与采用SLM技术相比,性能不是最优的,但它简化了传统SLM技术所需的加法器和乘法器的数量。
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引用次数: 2
A simplified method for improving the performance of product recommendation with sparse data 一种改进稀疏数据下产品推荐性能的简化方法
Pub Date : 2017-11-01 DOI: 10.1109/ICAWST.2017.8256470
Li-Hua Li, F. Lee, Bo-Liang Chen, Shin-Fu Chen
As the development and population of Electronic Commerce (EC) keeps growing, the sheer volume of data makes the EC more challenge to handle. For example, if the number of products keeps increasing, a regular user-item transaction records may get bigger and bigger which will usually form the sparse matrix. When the data sparsity is formed, the performance of data analysis should be aware. In order to promote the product under hundreds or thousands of items, recommender systems have been intensively studied and are highly applied in the EC environment. One of the most popular recommendation methods is the collaborative filtering (CF) method in which a group of user/customer with similar preference is chosen for the reference of recommendation. It is interesting to notice that the past researches usually didn't consider the sparsity problem when applying the CF recommendation. As a result, the time performance of CF recommendation is, therefore, constrained. To overcome this problem, this research proposes a Simplified Similarity Measure (SSM) for CF recommendation when dealing with the sparsity problem. The proposed SSM method uses the real data from Epinion.com for experiment and for comparison. The results show that SSM method is outperformed the traditional CF methods in terms of time efficiency and recommendation precision.
随着电子商务的发展和人口的不断增长,庞大的数据量给电子商务的处理带来了更多的挑战。例如,如果产品数量不断增加,则常规的用户-物品交易记录可能会越来越大,这通常会形成稀疏矩阵。当数据稀疏性形成后,就应该意识到数据分析的性能。为了在数百或数千个项目下推广产品,推荐系统得到了深入的研究,并在电子商务环境中得到了广泛的应用。其中最流行的推荐方法之一是协同过滤(CF)方法,该方法选择一组具有相似偏好的用户/客户作为推荐的参考。值得注意的是,以往的研究在应用CF推荐时通常没有考虑稀疏性问题。因此,CF推荐的时间性能受到约束。为了克服这一问题,本研究在处理稀疏性问题时,提出了一种简化相似度度量(SSM)用于CF推荐。所提出的SSM方法利用Epinion.com的真实数据进行实验和比较。结果表明,SSM方法在时间效率和推荐精度方面都优于传统的CF方法。
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引用次数: 3
A novel real-time monitoring system for illegal logging events based on vibration and audio 一种基于振动和音频的非法采伐事件实时监测系统
Pub Date : 2017-11-01 DOI: 10.1109/ICAWST.2017.8256503
Yu-Yan Chen, Jiun-Jian Liaw
The Illegal logging (IL) has become an extremely important issue. We are trying to deploy the sensors in the forest. The sensors will send the data of illegal logging event while it happened. This paper is aiming to recognize the vibration of illegal logging events and the technique of illegal logging sound recognition. Two kinds of nodes are implemented to sense the vibration and audio. In order to save the energy consumption, the sleeping scheduling is also designed for the monitoring system. According to the results, the designed nodes can be lived in the forest for 3 months at least.
非法采伐已成为一个极其重要的问题。我们正试图在森林中部署传感器。当非法采伐事件发生时,传感器将发送数据。本文旨在对非法采伐事件的振动识别及非法采伐声识别技术进行研究。实现了两种节点来感知振动和音频。为了节省能耗,还对监控系统进行了睡眠调度。结果表明,设计的节点至少可以在森林中生存3个月。
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引用次数: 8
Establishing the application of personal healthcare service system for cancer patients 建立面向癌症患者的个性化医疗服务应用体系
Pub Date : 2017-11-01 DOI: 10.1109/ICAWST.2017.8256459
Yueh-Hsun Shih, C. Hsiao, W. Chu
Nowadays, the medical institutions still lack of real demonstration of meaningful use of personal healthcare services for healthcare. In this research, we planned to bring the personal healthcare service into real usage by taking the radiation oncology department as an example. The personal healthcare integration framework is composed of the following systems: A Single sign-on (SSO) portal, an e-learning platform (Moodle) and a radiation oncology information system (ARIATM). In this research, we integrate the patient's health information in the hospital and provide the right-time digital patient instruction service. There are 792 cancer patients registered in our system, and 85% of them agreed that their experience with the system were positive, and almost 4 in 5 said they are confident that they or their families had received proper cancer knowledge they needed during the cancer treatment period.
目前,医疗机构还缺乏真正有意义地利用个人保健服务进行医疗保健的实证。在本研究中,我们计划以放射肿瘤科为例,将个人医疗保健服务真正投入使用。个人医疗保健集成框架由以下系统组成:单点登录(SSO)门户、电子学习平台(Moodle)和放射肿瘤学信息系统(ARIATM)。在本研究中,我们整合了医院中患者的健康信息,并提供适时的数字化患者指导服务。在我们的系统中注册了792名癌症患者,其中85%的人同意他们对系统的体验是积极的,几乎五分之四的人表示他们相信他们或他们的家人在癌症治疗期间获得了他们需要的适当的癌症知识。
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引用次数: 1
Objective haze removal assessment based (Two-objective optimization 基于双目标优化的雾霾去除评价
Pub Date : 2017-11-01 DOI: 10.1109/ICAWST.2017.8256463
C. Hsieh, Shih-Cheng Homg, Zen-Jun Huang, Qiangfu Zhao
Recently, single image haze removal has been investigated extensively. However, its performance is evaluated mainly based on subjective visual quality of recovered images. Several objective assessments have been attempted to evaluate haze removal schemes objectively, such as no-reference image quality model and edge-based assessments. Unfortunately, these objective assessments are not able to measure visual quality of recovered images appropriately, since the visual quality of recovered images is not concerned. Note that an objective assessment for haze removal should consider dehazing effect and distortions introduced during the haze removal process. In this paper, an objective assessment for haze removal based on two-objective optimization is presented where both dehazing effect and distortions of color and artifacts in recovered images are considered. The two indicators are combined with a weighted Euclidean distance. Two examples with two dehazing schemes are provided to justify the proposed objective assessment for haze removal. The simulation indicates that the objective results are consistent with their subjective visual quality of recovered images. It suggests that the proposed objective assessment may be applied to evaluate different haze removal schemes objectively.
近年来,单幅图像雾霾的去除得到了广泛的研究。然而,对其性能的评价主要基于恢复图像的主观视觉质量。一些客观评估已经尝试客观地评估雾霾去除方案,如无参考图像质量模型和基于边缘的评估。不幸的是,这些客观的评估不能适当地衡量恢复图像的视觉质量,因为恢复图像的视觉质量没有得到关注。注意,对除霾的客观评估应考虑除霾过程中引入的除霾效果和畸变。本文提出了一种基于双目标优化的去雾效果客观评价方法,该方法考虑了去雾效果以及恢复图像中颜色和伪影的畸变。这两个指标与加权欧几里得距离相结合。以两种除霾方案为例,论证了所提出的除霾客观评价。仿真结果表明,恢复图像的客观结果与主观视觉质量基本一致。提出的客观评价方法可用于客观评价不同的除霾方案。
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引用次数: 5
期刊
2017 IEEE 8th International Conference on Awareness Science and Technology (iCAST)
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