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An improved outlier detection algorithm based on reverse k-nearest neighbors of adaptive parameters

An improved outlier detection algorithm based on reverse k-n...

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5th International Symposium on IT in Medicine and Education, ITME 2013

作者： Fangfang, Xie Liancheng, Xu Xuezhi, Chi Zhenfang, Zhu School of Information Science and Engineering Shandong Normal University Jinan 250014 China Shandong Provincial Key Laboratory for Novel Distributed Computer Software Technology Jinan 250014 China Shandong Poice College Jinan 250014 China School of Information Science and Electric Engineering Shandong Jiaotong University Jinan 250357 China

ISBN: (纸本)9789400776173

The outlier detection algorithm based on reverse k-nearest neighbors can detect isolated points. The time complexity of finding the k-nearest neighbor is O(kN2), which is not suitable for large data set, and the selection of the parameters k have a great impact on getting the outliers in large data set. This paper used an adaptive method to determine the parameters k, and proposed an efficient pruning method by the triangle inequality, which reduced the computation in detecting outliers. The theoretical analysis and experimental results demonstrated the feasibility and efficiency of the algorithm. © Springer Science+Business Media Dordrecht 2014.

关键词： Signal detection

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Mathematical modeling and computer simulation of cellulase production

Mathematical modeling and computer simulation of cellulase p...

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2013 International Conference on Human Health and Medical Engineering, HHME 2013

作者： Jia, Xiaoyi Lin, Yutian Lin, Huibin Gao, Ling Lin, Jianqun Lin, Jianqiang School of Administration Shandong University Jinan China Zhejiang University Hangzhou China Shandong Academy of Chinese Medicine Jinan China Shandong Provincial Key Lab for Distributed Computer Software Novel Technology School of Information Science and Engineering Shandong Normal University Jinan China State Key Lab of Microbial Technology Shandong University Jinan China

ISBN: (纸本)9781845648923

In order to overcome the energy and environmental problems, biological hydrolysis of cellulosic material for ethanol production is a way to take the place of fossil fuels. But, the major problem of above process is the high cost of cellulase production. Mathematical modeling is a useful way of process analysis and optimization, which may help to increase the productivity and decrease production cost. In this research, mathematical modeling of cellulose fermentation process is made, and used in analyses of the fermentation process. © 2014 WIT Press.

关键词： Fossil fuels

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Mathematical modeling of lac operon regulation dynamics

Mathematical modeling of lac operon regulation dynamics

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2013 International Conference on Human Health and Medical Engineering, HHME 2013

作者： Gao, Ling Lin, Yutian Lin, Huibin Jia, Xiaoyi Lin, Jianqun Lin, Jianqiang Shandong Provincial Key Lab for Distributed Computer Software Novel Technology School of Information Science and Engineering Shandong Normal University Jinan China Zhejiang University Hangzhou China Shandong Academy of Chinese Medicine Jinan China School of Administration Shandong University Jinan China State Key Lab of Microbial Technology Shandong University Jinan China

ISBN: (纸本)9781845648923

Lac operon is the most typical and thorough studied operon, and the lac promoter in this operon is widely used in construction of efficient prokaryotic expression plasmid. Mathematical modeling is useful in studying the regulation dynamics of operon. In this research, lac operon is modeled and the dynamics is simulated for the overexpression process of recombinant metallothionein using recombinant Escherichia coli. © 2014 WIT Press.

关键词： Dynamics

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A new way for path planning based on BBO in crowd animation

A new way for path planning based on BBO in crowd animation

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2013 International Conference on Future computer and Information technology(ICFCIT 2013)

作者： Kaige Gao Xiangwei Zheng Hongwei Ma School of Information Science and Engineering Shandong Normal University Shandong Provincial Key Laboratory for Distributed Computer Software Novel Technology

In crowd animation production, it is difficult to design realistic and natural crowd motion paths using traditional methods. In order to solve the problems in generating paths of a crowd, a new approach based on an interactive evolutionary algorithm(EA) named biogeography-based optimization(BBO) is proposed in this paper. The optimization process of individuals is considered as the motion process of a crowd. Specifically, the new approach is applied into a system to generate crowd motion paths and the simulation results demonstrate the efficiency and effectiveness of it.

关键词： crowd path planning,biogeography-based optimization,BBO,avoidance

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computer simulation of synergistic effects in enzymatic hydrolysis of cellulose

Computer simulation of synergistic effects in enzymatic hydr...

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2013 International Conference on Human Health and Medical Engineering, HHME 2013

ISBN: (纸本)9781845648923

In enzymatic hydrolysis of cellulose, the composition of the enzyme system and the ratio of the enzyme activities are important factors for efficient hydrolysis of cellulose. With the proper ratio of cellulase to β-glucosidase activities, the activity of the enzyme system can be much increased showing synergistic effect. In this research, the synergistic effect between cellulase and β-glucosidase is investigated by mathematical modeling and computer simulation. The results show that the enzyme system has the highest cellulose hydrolytic activity when the activities of cellulose and β-glucosidase are equal. This simulation results are supported by our former experimental resulted. © 2014 WIT Press.

关键词： Cellulose

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Modeling and computer simulation of early pulse aeration effects on ethanol fermentation

Modeling and computer simulation of early pulse aeration eff...

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2013 International Conference on Human Health and Medical Engineering, HHME 2013

ISBN: (纸本)9781845648923

Bioethanol is promising in the era faced with the energy crisis and environmental problems. In order to decrease the bioethanol production cost, optimization of the bioethanol fermentation process is essential. The aerobic pulse stimulation during the early growth phase could stimulate the cell growth and shorten the fermentation period. In order to confirm above hypothesis, mathematical modeling and computer simulation about the above two operation styles of ethanol fermentation processes were made. The results showed that the fermentation period was shortened for more than 10 h, confirming the usefulness of the mathematical modeling and simulation methods used in this research. © 2014 WIT Press.

关键词： Ethanol

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Physically-based Animation of Water Pollutant Diffusion

Physically-based Animation of Water Pollutant Diffusion

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The 6th International Conference on computer Research and Development

作者： Guijuan Zhang Dianjie Lu Hong Liu School of Information Science and Engineering Shandong Normal University Shandong Provincial Key Laboratory for Novel Distributed Computer Software Technology

We present a physically-based animation method for simulating the diffusion of water pollutant in this paper. Our method allows animating the dynamic evolution of biological pollutants(e.g., water hyacinth, algae) on largescale water surface effectively. To enable the simulation of such a phenomenon in large scale virtual environment, we simplify the problem by considering the water pollutants as large patches or clusters of aquatic plants rather than each single aquatic plant. Since there exits obvious interface between the large patches of pollutants and the water surface, we model the evolution of the interface in our approach. We use 2D dynamic curves to represent the interface and the diffusion of the water pollutants can be regarded as the dynamic evolution and propagation of 2D curves. To alleviate the topological changes of 2D curves, we adopt a physically-based 2D level set model to animate the evolution and propagation of the interface. We build a level set equation to model the evolution of the interface. In addition, to handle the large scale virtual environment correctly in our physically-based level set model, an imagebased 2D voxelization method is proposed in the paper. In the voxelization method, the virtual environment will be converted to boundary conditions when solving the level set equation. Finally, the water pollutants diffusion phenomenon is simulated on large scale water surface by merging the interface animation results as well as the large scale virtual environment. Animation results about the algae propagation phenomenon in Taihu Lake show that our method is intuitively to be implemented and very convenient to produce visually interesting results.

关键词： water pollution water pollutant diffusion physically-based animation

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Mathematical modeling of CSTR bioreactor control for production of recombinant protein

Mathematical modeling of CSTR bioreactor control for product...

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2014 4th International Conference on Advanced Materials Research, ICAMR 2014

作者： Jia, Xiao Yi Lin, Yu Tian Lin, Hui Bin Gao, Ling Lin, Jian Qun Lin, Jian Qiang School of Administration Shandong University Jinan 250100 China Zhejiang University Hangzhou China Shandong Academy of Chinese Medicine Jinan 250014 China Shandong Provincial Key Lab for Distributed Computer Software Novel Technology School of Information Science and Engineering Shandong Normal University Jinan 250014 China State Key Lab of Microbial Technology Shandong University Jinan 250100 China

ISBN: (纸本)9783038350323

Fermentation process using recombinant strain for production of recombinant protein is widely used in commercialization of the biotechnologies. The continuous stirred tank reactor (CSTR) is a typical microbial cultivation method, has the major advantage of high productivity. Mathematical modeling and simulation is useful for analysis and optimization of the CSTR fermentation process. Most of the mathematical models developed for CSTR are black box models without information of the intracellular dynamics and regulations. In this research, a mathematical model is built based on gene regulation for recombinant protein production using CSTR, and simulation is made using this model. © (2014) Trans Tech Publications, Switzerland.

关键词： Recombinant proteins

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Online course selecting system design and implementation

Online course selecting system design and implementation

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2014 International Conference on Computational Intelligence and Industrial Engineering(CIIE 2014)

作者： Yongsheng Zhang Ying Li Aiqin Bao School of Information Science and Engineering Shandong Normal University Shandong Provincial Key Laboratory for Novel Distributed Computer Software Technology School of History and Social Development Shandong Normal University

With the increase of the number of college and university students,the amount of senate system data is correspondingly rising. As the core of university management,educational administration and its degree of information are directly related to the university teaching quality and management efficiency. Compared with the traditional course enrolment,online course system can better reflect the wide application of information technology on campus,which was more convenient to communicate the information among schools,teachers,and students. Relying on the popular B/S three-tier architecture,we designed the online course system with a good interaction,scalability,and a strong security. This paper ***-based network technology elective system development process,outlined the function of online course selecting system,and its relevant technology.

关键词： educational administration B/S online course system

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Vertical Mining Probabilistic Frequent Itemsets From Uncertain Database

Vertical Mining Probabilistic Frequent Itemsets From Uncerta...

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2014全国理论计算机科学学术年会

作者： Xiao-mei YU Hong Wang Xiangwei Zheng School of Information Science and Engineering Shandong Normal UniversityJinan 250014P.R.China Shandong Provincial Key Laboratory for Distributed Computer software Novel Technology

With the emergence of new applications,the traditional methods of mining frequent itemsets are confronted with enormous challenges in uncertain *** one of the most classic algorithms,Eclat algorithm is regarded as a promising approach whose effciency is experimentally proved in mining expected support-based frequent itemsets,while it has not received much attention in the area of mining probabilistic frequent *** this paper,we review the previous effcient algorithms in the research of frequent itemsets mining over uncertain database,and then we propose a vertical mining algorithm with Eclat framework,which can mine all probabilistic frequent itemsets exactly and *** order to study its performance,we design difierent experiments to evaluate its performance on both synthetic and real data sets,which shows that the vertical mining algorithm is simple to implement and perform well in practice.

关键词： frequent itemsets mining uncertain database algorithm data mining

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