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Spiking neural networks' model with spike frequency adaptation for e-nose

Spiking neural networks' model with spike frequency adaptati...

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2011 IEEE National Aerospace and Electronics Conference, NAECON 2011

作者： Badiei, Shirin Abdel-Aty-Zohdy, Hoda Microelectronics and Bio-Inspired Systems Design Lab. Dept. of Electrical and Computer Engineering Oakland University Rochester Hills MI 48309 United States

ISBN: (纸本)9781457710407

We create a spiking neural network of Integrate and Fire neurons with spike frequency adaption based on parameters adjusted for our e-nose device, and investigate the use of this model for odor classification. Addition of spike frequency adaptation term brings the model closer to the response of the olfactory system. Data from Cyranose 320, a polymer based 32-sensor array, is used to test the system and create unique dynamic spiking patterns. The results for four analytes are presented. © 2011 IEEE.

关键词： Neural network models

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A digraph model for risk identification and mangement in SCADA systems

A digraph model for risk identification and mangement in SCA...

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IEEE International Conference on Intelligence and Security Informatics

作者： Guan, Jian Graham, James H. Hieb, Jeffrey L. Department of Computer Information Systems University of Louisville Louisville KY United States Dept.of Electrical and Computer Engineering University of Louisville Louisville KY United States Dept. of Engineering Fundamentals University of Louisville Louisville KY United States

ISBN: (纸本)9781457700828

Supervisory control and data acquisition (SCADA) systems are critical to today's industrial facilities and infrastructures. SCADA systems have evolved into large and complex networks of information systems and are increasingly vulnerable to various types of cyber-security risks. Identifying and managing risks in SCADA systems has become critical in ensuring the safety and reliability of these facilities and infrastructures. Most of the existing research on SCADA risk modeling and management has focused on probability-based or quantitative approaches. While probabilistic approaches have proven to be useful, they also suffer from common problems such as simplifying assumptions, large implementation costs, and inability to completely capture all the important aspects of risk. This paper proposes a digraph model for SCADA systems that allows formal, explicit representation of a SCADA system. A number of risk management methods are presented and discussed for a SCADA system based on the proposed model. The methods are applied to a chemical distillation application as a case study, and shows promising initial results in identifying areas of system vulnerability. © 2011 IEEE.

关键词： Risk management

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Extracting BI-RADS features from Portuguese clinical texts

Extracting BI-RADS features from Portuguese clinical texts

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2012 IEEE International Conference on Bioinformatics and Biomedicine, BIBM2012

作者： Nassif, Houssam Cunha, Filipe Moreira, Inês C. Cruz-Correia, Ricardo Sousa, Eliana Page, David Burnside, Elizabeth Dutra, Inês University of Wisconsin Madison WI United States AroundKnowledge Porto Portugal Centro Hospitalar S. João Faculty of Medicine University of Porto Porto Portugal Superior School of Health Technology of Porto Vila Nova de Gaia Portugal INESC Porto Faculty of Engineering University of Porto Porto Portugal CINTESIS - Center for Research in Health Technologies and Information Systems Faculty of Medicine University of Porto Porto Portugal CIDES - Health Information and Decision Sciences Faculty of Medicine Universidade Do Porto Porto Portugal Dept. of Biostatistics and Medical Informatics UW-Madison United States Department of Radiology University of Wisconsin School of Medicine and Public Health Madison WI United States Department of Computer Science Faculty of Sciences University of Porto Porto Portugal

ISBN: (纸本)9781467325585

In this work we build the first BI-RADS parser for Portuguese free texts, modeled after existing approaches to extract BI-RADS features from English medical records. Our concept finder uses a semantic grammar based on the BI-RADS lexicon and on iterative transferred expert knowledge. We compare the performance of our algorithm to manual annotation by a specialist in mammography. Our results show that our parser's performance is comparable to the manual method. © 2012 IEEE.

关键词： Iterative methods

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Simulative performance evaluation of the simTD Self Organizing Traffic Information System

Simulative performance evaluation of the simTD Self Organizi...

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IFIP Annual Mediterranean Ad Hoc Networking Workshop

作者： Eckhoff, David Gansen, Tobias Manz, Robert Thum, Daniela Klages, Oliver Sommer, Christoph Computer Networks and Communication Systems Dept. of Computer Science University of Erlangen Germany AUDI AG/Audi Electronics Venture GmbH Germany C4c Engineering GmbH Germany

ISBN: (纸本)9781457709005

The simTD (Safe and Intelligent Mobility: Test Field Germany) research project is another step towards bringing Car-to-X technology to marketability. One of its envisioned applications is a Traffic Information System (TIS) based on self-generated maps for vehicles not equipped with digital maps. To assure reliable operation, the function itself, its performance and the effect of its input parameters was simulatively evaluated before it was validated on real vehicles. In this paper we demonstrate how to adequately parameterize and evaluate such a TIS. We find feasible values for the input parameters for the creation of self-generated maps to ensure solid operation of the function. We further contribute to the community and other projects using similar TIS deployments by introducing applicable metrics for TIS evaluation in general and show our findings for the simTD research project. © 2011 IEEE.

关键词： Function evaluation

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Maintainable and reusable scientific software adaptation: Democratizing scientific software adaptation 11

Maintainable and reusable scientific software adaptation: De...

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Proceedings of the tenth international conference on Aspect-oriented software development

作者： Kang, Pilsung Tilevich, Eli Varadarajan, Srinidhi Ramakrishnan, Naren Samsung Electronics Flash Solution Software Development Hwasung Korea Republic of Dept. of Computer Science Center for High-End Computing Systems Virginia Tech. Blacksburg VA 24061 United States

ISBN: (纸本)9781450305563

Scientific software must be adapted for different execution environments, problem sets, and available resources to ensure its efficiency and reliability. Although adaptation patterns can be found in a sizable percentage of recent scientific applications, the traditional scientific software stack lacks the adequate adaptation abstractions and tools. As a result, scientific programmers manually implement ad-hoc solutions that are hard to maintain and reuse. In this paper, we present a novel approach to adapting scientific software written in Fortran. Our approach leverages the binary object code compatibility between stack-based imperative programming languages. This compatibility makes it possible to apply a C++ Aspect-Oriented Programming (AOP) extension to Fortran programs. Our approach expresses the adaptive functionality as abstract aspects that implement known adaptation patterns and can be reused across multiple scientific applications. Application-specific code is systematically expressed through inheritance. The resulting adaptive functionality can be maintained by any programmer familiar with AOP, which has become a staple of modern software development. We validated the expressive power of our approach by refactoring the hand-coded adaptive functionality of a real-world computational fluid dynamics application suite. The refactored code expresses the adaptive functionality in 27% fewer ULOC on average by removing duplication and leveraging aspect inheritance.

关键词： computer software reusability

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Simplified Expression of the Average Rate of Cellular Networks Using Stochastic Geometry

Simplified Expression of the Average Rate of Cellular Networ...

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IEEE International Conference on Communications

作者： Alessandro Guidotti Marco Di Renzo Giovanni E. Corazza Fortunato Santucci University of Bologna Dept. of Electronics Computer Engineering and Systems (DEIS) L2S UMR 8506 CNRS - SUPELEC - Univ Paris-Sud Laboratory of Signals and Systems (L2S) French National Center for Scientific Research (CNRS) Ecole Superieure d'Electricite (SUPELEC) University of Paris-Sud XI (UPS) University of L'Aquila Dept. of Electrical and Information Engineering Center of Excellence DEWS

ISBN: (纸本)9781457720529

Accurate modeling of network interference, deep understanding of its impact on the achievable performance, and development of efficient techniques to mitigate or exploit it are three important and fundamental research assets in current and next-generation cellular networks. In this context, Andrews, Baccelli, and Ganti [1] have recently introduced a new analytical approach to estimate coverage and rate of cellular networks subject to other-cell interference. In this paper, we move from the approach developed in [1], and propose an alternative analytical derivation to compute the rate of cellular networks. More specifically, by using stochastic geometry and Poisson point processes theory, we derive a simple and easy-to-compute expression of the rate, which can be used for arbitrary network and channel parameters, e.g., path-loss exponent, receiver noise, density of Base Stations (BSs), etc. Compared to [1], our framework has two main distinguishable features: i) the rate can be computed via a single numerical integral, rather than via a three-fold numerical integral;and ii) the formula is applicable to arbitrary fading distributions on the intended link, rather than being useful for Rayleigh fading only. Our analytical derivation is substantiated through extensive Monte Carlo simulations.

关键词： Cellular networks random geometry Monte Carlo technique

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A learning automata based solution for preventing distributed denial of service in internet of things

A learning automata based solution for preventing distribute...

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2011 IEEE International Conference on Internet of Things, iThings 2011 and 4th IEEE International Conference on Cyber, Physical and Social Computing, CPSCom 2011

作者： Misra, Sudip Venkata Krishna, P. Agarwal, Harshit Saxena, Antriksh Obaidat, Mohammad S. School of Information Tech Indian Institute of Technology Kharagpur India School of Computing Science and Engineering VIT University Vellore India Dept. of Computer Science and Software Engineering Monmouth University NJ United States

ISBN: (纸本)9780769545806

Internet of Things (IoT) refers to the networked interconnection of everyday objects. IoT is an upcoming research field and is being regarded as the revolution in the world of communication because of its extensible applications in numerous fields. Due to open and self-assimilation nature of these networks they are highly prone to attacks. Because of this reason security is of primary concern here. The security attack can be of various types, the idea here is to prevent IoT networks from Distributed Denial of Service (DDoS) attack. The objective of Denial of Service (DoS) is to make the server resources unavailable to the intended user, and when several such DoS attacks are present in a network then the attack is known as a DDoS attack. Our strategy is to prevent DDoS attack in IoT networks by using Learning Automata (LA) concepts. In this paper, we present a Service Oriented Architecture (SOA) which is used as a system model for IoT here. SOA provides a platform to the developers using which they can develop various applications for IoT without any concern regarding the nature of the objects, thereby acting as a middleware. The DDoS prevention strategy has been targeted for the SOA based architecture for IoT. The simulation results show that the proposed scheme is effective in preventing DDoS attacks in IoT. © 2011 IEEE.

关键词： Internet of things

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Process-in-network for image providing services

Process-in-network for image providing services

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6th International Conference on P2P, Parallel, Grid, Cloud and Internet Computing, 3PGCIC-2011

作者： Urzaiz, G. Villa, D. Villanueva, F.J. Barba, J. Santofimia, M.J. Moya, F. Lopez, J.C. Division of Engineering and Exact Sciences Anahuac Mayab University Mexico Dept. of Technology and Information Systems School of Computer Science University of Castilla-La Mancha Spain

ISBN: (纸本)9780769545318

Most image processing techniques are based on the idea that the information is processed in end nodes. Our proposal is based on a slightly different idea called Process-in-Network (PIN) defined as the possibility that the network processes information as it is being transmitted, seeking to take advantage of waiting times, idle processing capacity, and the information itself. In this article, the possible use of PIN in image processing and analysis applications is discussed. A simple image processing example is first presented to illustrate PIN concept, and then other possible application cases are also discussed, exploring the possibility of PIN to adapt a picture or video to different QoS requirements, and a character recognition application for the use of a transit department. A feedback mechanism could be implemented in order to dynamically adapt QoS or QoE for an specific user at the destination node. The approach here presented may be generalized not only for image processing applications but also for video processing, in which case it could be complemented with the use of other technologies and standards such as SVC and MapReduce. © 2011 IEEE.

关键词： Quality of service

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SEGMENTATION OF LUMBAR VERTEBRAE FROM CLINICAL CT USING ACTIVE SHAPE MODELS AND GVF-SNAKE

SEGMENTATION OF LUMBAR VERTEBRAE FROM CLINICAL CT USING ACTI...

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Annual International Conference of the IEEE engineering in Medicine and Biology Society

作者： Samah Al-Helo Raja' S. Alomari Vipin Chaudhary M. B. Al-Zoubi Dept. of Computer Information Systems University of Jordan Dept. of Computer science and Engineering University at Buffalo

ISBN: (纸本)9781424441211

Lumbar area of the vertebral column bears the most load of the human body and thus it is responsible for the major portion of lower back pain from which 80% to 90% of people suffer from during their lifetime. Vertebra related diseases are mainly fracture and are usually diagnosed from X-ray radiographs or CT scans depending on the severity of the problem. In this paper, we propose a fully automated lumbar vertebra segmentation that accurately and robustly produces a smooth contour around each of the vertebrae. This segmentation is very useful in any subsequent CAD system for diagnosis and quantification of vertebrae fractures. It also serves the radiologist during the clinical routine. Our method shows an excellent level of vertebra boundary smootheness that was visually approved by our collaborating radiologist for each vertebra and each case from our fifty cases dataset that includes both normal and abnormal cases.

关键词： CT Segmentation Lumbar Fracture Active Shape Model

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Research on key technology of remote experimental platform for open network laboratory

Research on key technology of remote experimental platform f...

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2011 IEEE International Symposium on IT in Medicine and Education, ITME 2011

作者： Wen, Wu He, Dehua Zhuang, Yufei Chen, Yaohua School of Computer Science and Educational Software Guangzhou University Guangzhou China Dept. of Electronics and Information Engineering Huazhong University of Science and Technology Wuhan China School of Mechanical and Electric Engineering Guangzhou University Guangzhou China

ISBN: (纸本)9781612847023

In order to satisfy the development of contemporary higher education better, after analyzing different experimental methods, this paper proposes a new idea to combine real laboratory equipments and virtual simulation system for building the remote experimental platform. Therefore students are no longer limited in the visible laboratory. As a result, the experimental resources can be made used of completely, the manual management can be reduced, the application of laboratory equipments can be improved efficiently. © 2011 IEEE.

关键词： Laboratories

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