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The application of Grey-Markov combined model for port cargo throughput forecasting 灰色-马尔可夫组合模型在港口货物吞吐量预测中的应用
Pub Date : 2012-05-29 DOI: 10.1109/FSKD.2012.6234311
Shuang Liu, Lixia Tian
In this paper, we proposed a dynamic analysis model which combines grey GM(1,1)model and Markov chain model as the Grey-Markov model to predict the cargo throughput. Because the forecasting accuracy of single grey GM(1,1)model is lower. The Grey-Markov model can improve the accuracy prediction for the cargo throughput. The new combined model has the advantages of both Grey forecasting method and Markov chains forecasting method. Using the data of Qin Huangdao port is conducted to evaluate the Grey-Markov model which shows that the precision of the Grey-Markov model is better than the Grey model.
本文提出了一种灰色GM(1,1)模型和马尔可夫链模型相结合的动态分析模型,作为灰色马尔可夫模型来预测货物吞吐量。由于单灰色GM(1,1)模型的预测精度较低。灰色马尔可夫模型可以提高货物吞吐量预测的准确性。该组合模型具有灰色预测法和马尔可夫链预测法的优点。利用秦皇岛港口的数据对灰色-马尔可夫模型进行了评价,结果表明,灰色-马尔可夫模型的精度优于灰色模型。
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引用次数: 4
Local search for learning algorithm in adaptive fuzzy inference system 自适应模糊推理系统的局部搜索学习算法
Pub Date : 2012-05-29 DOI: 10.1109/FSKD.2012.6233957
Hui Zhang, X. Liu
In this paper, a local search for learning mechanism was proposed to improve the adaptive fuzzy inference system. The adaptive fuzzy inference system is a complementary technology based on the concept of fuzzy theory, if-then rules and fuzzy reasoning. The learning or training capability of this system is provided by the neural network through a learning mechanism. The learning algorithm we have proposed in this paper is based on the local search. The simulation is carried out based on the famous Mackey-Glass time series. Our results show that the local research for learning algorithm in adaptive fuzzy inference system is useful and effective because it requires less memory and it is able to overcome the disadvantages of the gradient descent. This demonstrates that the local search is very suitable for learning mechanism in the adaptive fuzzy inference system.
本文提出了一种局部搜索学习机制来改进自适应模糊推理系统。自适应模糊推理系统是基于模糊理论、if-then规则和模糊推理的互补技术。该系统的学习或训练能力是由神经网络通过学习机制提供的。本文提出的学习算法是基于局部搜索的。仿真基于著名的麦基-格拉斯时间序列。研究结果表明,局部研究自适应模糊推理系统的学习算法不仅需要较少的内存,而且能够克服梯度下降法的缺点,是一种有效的方法。这证明了局部搜索是一种非常适用于自适应模糊推理系统的学习机制。
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引用次数: 3
A novel model for assessing network risks 一种新的网络风险评估模型
Pub Date : 2012-05-29 DOI: 10.1109/FSKD.2012.6233737
Zhicai Shi
In order to assess the secure states of network systems hidden Markov stochastic process is used as the decision and analysis tool. Alarm events from intrusion detection systems are used as the processed objects. A novel hidden Markov Model is proposed and it is used to describe the state transform procedure of attacked hosts. The calculation method of the risk exponent for hosts is given. The risk exponent of each host is added together to give the quantitative evaluation of the risk for entire network systems. The experiments have justified that the proposed method is effective.
为了评估网络系统的安全状态,采用隐马尔可夫随机过程作为决策和分析工具。入侵检测系统的报警事件作为处理对象。提出了一种新的隐马尔可夫模型,用于描述被攻击主机的状态转换过程。给出了主机风险指数的计算方法。将各主机的风险指数相加,对整个网络系统的风险进行定量评价。实验证明了该方法的有效性。
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引用次数: 1
Using the rules of planetary system to control the multi-robot formations 利用行星系统规则控制多机器人编队
Pub Date : 2012-05-29 DOI: 10.1109/FSKD.2012.6234245
Yang Gao, Huafei Zhang
A novel multi-robot formation control method based on planetary system is proposed in this paper, which has effectively achieved formation for multi-robot by adjusting the distance and angle between the leader and the follower-robots, thus enables robots to successfully avoid collision and obstacles, and at the same time, outperformed than the conventional formation control methods which always have low precision and make the robots be prone to lag behind. Furthermore, simulations are presented to illustrate the feasibility and the stability of the planetary system-based approach as well as the intelligence and environmental adaptation of the system has been enhanced.
本文提出了一种新的基于行星系统的多机器人编队控制方法,该方法通过调整领队机器人与跟随机器人之间的距离和角度,有效地实现了多机器人的编队,使机器人能够成功地避开碰撞和障碍物,同时克服了传统编队控制方法精度低、容易落后的缺点。通过仿真验证了该方法的可行性和稳定性,增强了系统的智能性和环境适应性。
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引用次数: 1
Study on multi-objective optimization based on the integration of linear physical programming within collaborative optimization 基于协同优化中线性物理规划集成的多目标优化研究
Pub Date : 2012-05-29 DOI: 10.1109/FSKD.2012.6234280
Lei Li, Yan-hui Hang
The Multidisciplinary Design Optimization (MDO) problem with multiple, conflicting objectives was hardly resolved by tradition individual disciplinary optimization design method. It is combined the MDO method with multi-objective optimization method to formulate the integration of multi-objective MDO method. This integration method could handle hierarchically optimization problems meanwhile trade off multiple objectives in the problems, based on optimization concurrently to attain consistence design. Through a mathematical example, it is verified that this method is acceptably and efficiently.
传统的单个学科优化设计方法难以解决多学科设计优化问题。将多目标多目标优化方法与多目标多目标优化方法相结合,形成多目标多目标多目标优化方法。这种集成方法可以在处理分层优化问题的同时,权衡问题中的多个目标,在并行优化的基础上实现一致性设计。通过数学算例验证了该方法的有效性和可接受性。
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引用次数: 1
Incipient Feature extraction based on singular value decomposition and undecimated lifting scheme packet 基于奇异值分解和未消差提升方案包的初始特征提取
Pub Date : 2012-05-29 DOI: 10.1109/FSKD.2012.6233752
Li-xiang Duan, Nan Liu, Yu Tang, Yafeng Liu, Qinchun Zhang
Vibration signal measured from machinery is often heavily interfered with by various noises. This paper puts forward a joint method to reduce noises, acquire the enhanced signals from the decomposed subbands and extract the incipient fault features. First, the signals are denoised by the method of singular value decomposition (SVD). Then, the denoised signal is decomposed into four layers by undecimated lifting scheme packet (ULSP). Finally, all 16 subbands of the fourth layer are plotted and the rich-fault-information subbands are used to extract incipient features. The effectiveness of the proposed method is validated with simulated data. Furthermore, in the processing of engineering signal, the weak feature caused by the fault of a valve in reciprocating compressor is bulged and the early failure of spring is detected.
从机械设备上测得的振动信号常常受到各种噪声的严重干扰。本文提出了一种联合降噪方法,从分解的子带中获取增强信号,提取早期故障特征。首先,采用奇异值分解(SVD)方法对信号进行去噪。然后,采用非消差提升方案包(ULSP)将去噪后的信号分解为四层。最后,绘制第四层全部16个子带,利用断层信息丰富的子带提取早期特征。仿真数据验证了该方法的有效性。在工程信号处理中,对往复式压缩机阀门故障引起的微弱特征进行膨胀,检测弹簧的早期故障。
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引用次数: 1
Innovation of Tourism Information Services based on Internet Technology 基于互联网技术的旅游信息服务创新
Pub Date : 2012-05-29 DOI: 10.1109/FSKD.2012.6233790
Xiaoying Li, Boyang Yuan, Pingbin Jin
Nowadays, information has become the third element of economic growth. In order to acquire fast development, tourism must be combined with information technology. Tourism information services, as the innovation of tourism and internet technology, have greatly changed with the development of internet technology. The new features of tourism in internet age can be described as virtual, interaction, difference and integration. Tourists also have new requirements, personalized and experience tourism, while tourism businesses ask for networking, competition and cooperation. These are the trends of tourism information services. Internet technology will help and accelerate tourism to the way of innovation.
如今,信息已经成为经济增长的第三要素。旅游业要获得快速发展,必须与信息技术相结合。旅游信息服务作为旅游与互联网技术的结合,随着互联网技术的发展发生了巨大的变化。互联网时代旅游的新特征是虚拟、互动、差异和融合。游客也有了新的要求,个性化和体验旅游,而旅游企业要求网络化,竞争和合作。这些都是旅游信息服务的发展趋势。互联网技术将帮助和加速旅游方式的创新。
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引用次数: 1
Construction of Polysemy table and search engine based on inverted index 基于倒排索引的多义表及搜索引擎的构建
Pub Date : 2012-05-29 DOI: 10.1109/FSKD.2012.6234156
H. Miao, Yangsen Zhang
This paper adopted the inverted index to construct the polysemy index table which is based on the annotated corpus, and achieve a small search engine based on the Lucene technology. After studying the frequency and distribution of the Polysemy in the labeled corpus, we constructed the index table to improve the speed of searching polysemy in corpus. The small search engine realized the function of web resources crawlling and extracting, indexing, search word processing, resources quering and sorting. It extended the application of inverted index technique in the network information retrieval.
本文采用倒排索引构建基于标注语料库的多义索引表,实现了一个基于Lucene技术的小型搜索引擎。在研究了标注语料库中多义词的频率和分布后,构建了索引表,提高了语料库中多义词的搜索速度。小型搜索引擎实现了网络资源抓取与提取、索引、搜索字处理、资源查询与排序等功能。扩展了倒排索引技术在网络信息检索中的应用。
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引用次数: 1
Hierarchical product review detection based on keyword extraction 基于关键词提取的分层产品评论检测
Pub Date : 2012-05-29 DOI: 10.1109/FSKD.2012.6234340
Hua Zhao, Q. Zeng, Bingjie Sun, Weijian Ni
Product reviews are very important for the sellers to make correct decisions. In order to help sellers detect the product reviews newly appearing in Internet, we propose a hierarchical product review detection method based on the keyword extraction. Taking the characteristic of the product reviews into account, this method firstly extracts the candidate keywords, and then filters out noise keywords based on the rules. And then extend these keywords based on the correlative words recognition. This paper finally realizes the hierarchical product review detection method based on these keywords. The experimental results show that the method proposed in this paper is successful.
产品评论对卖家做出正确的决定非常重要。为了帮助卖家检测到互联网上新出现的产品评论,我们提出了一种基于关键词提取的分层产品评论检测方法。该方法考虑到产品评论的特点,首先提取候选关键词,然后根据规则过滤掉噪声关键词。然后在相关词识别的基础上对这些关键词进行扩展。本文最终实现了基于这些关键词的分层产品评论检测方法。实验结果表明,本文提出的方法是成功的。
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引用次数: 1
The route choice problem based on interval type-2 fuzzy logic inference 基于区间2型模糊逻辑推理的路径选择问题
Pub Date : 2012-05-29 DOI: 10.1109/FSKD.2012.6233781
Yunrui Bi, Xiaobo Lu, Zhe Sun
Drivers' route choice problem is important to Advanced Traveler Information Systems (ATIS) whose purpose is to solve the traffic congestion problem. In this paper, we discuss the route choice problem and introduce Interval Type-2 Fuzzy Logic Theory. And a method based on the Interval Type-2 Fuzzy Logic Systems (IT2FLSs) is proposed to deal with the route choice problem. This method can handle the imprecision, uncertainties and vagueness lying in the dynamic choice process more efficiently.
驾驶员路径选择问题是解决交通拥堵问题的先进出行者信息系统(ATIS)的重要组成部分。本文讨论了路径选择问题,并引入了区间2型模糊逻辑理论。提出了一种基于区间2型模糊逻辑系统(it2fls)的路径选择方法。该方法可以更有效地处理动态选择过程中的不精确性、不确定性和模糊性。
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International Conference on Fuzzy Systems and Knowledge Discovery
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