... DYNAMICS ANALYSISANDAPPLICATIONSOFNEURALNETWORKS BY TANG HUA-JIN (M.Eng Shanghai Jiao Tong Univ.) A THESIS SUBMITTED FOR THE DEGREE OF DOCTOR OF PHILOSOPHY DEPARTMENT OF ELECTRICAL AND COMPUTER ... dynamics analysisandapplicationsof feed-forward neural networks, recurrent networks with saturating transfer functions and with nonsaturating transfer functions Firstly, to overcome sensitivity and ... manner On this side, the complexity and capability of modeled neuralnetworks rely on our present understanding of biological neural systems On the other hand, neuralnetworks provide efficient computation...
... the input of the neuron, t is the basis of the neuron, and σ is the amplitude of the neuron RBF networks are feed-forward networksand consist of one input layer (u), one hidden layer of Gaussian ... cycles used for MLP nets and 300 BCG for RBF nets) and the rest of the data (2000 BCG cycles) for testing the performance of the ANN classifier, not using the same data for training and testing ... ECG [15, 16] The method uses a bandpass-filtered low-frequency coarse BCG signal for the detectionof the I-component of BCG, and it is used for the detectionof the cardiac period It should also...
... Appendix A Proof of Theorem 3.1 163 Appendix B Proof of Property 2-4 of the non-symmetric IT2 fuzzy PD controller 165 B.1 Proof of Property 166 B.2 Proof of Property ... 167 B.3 Proof of Property 168 Appendix C Proof of Theorem 5.1 and Theorem 5.2 170 C.1 Proof of Theorem 5.1 170 C.2 Proof of Theorem 5.2 ... (a) The output of the system using T1 FLC and IT2 FLC (The dashed line for T1 FLC, the dotted line for IT2 FLC) (b)The trajectory of Error and Rate(Red line for IT2 FLC, Blue line for T1 FLC).)...
... National University of Singapore for offering me a Research Scholarship and President’s Graduate Fellowship, and the Department of Industrial and Systems Engineering for the use of its facilities ... value of the ARL for different values of observed fraction nonconforming and desired false alarm rate Table 5.3 Some numerical value of the ARL for different values of observed fraction nonconforming ... 0.2 and θ = 0.0002 Table 5.7 Number of conforming items observed before observing a nonconforming item (for p = 500 ppm, α = 0.1, θ = 0.0002 and ψ = 0.1) Table 5.8 A comparison of current and...
... Dyck, and A Soltanian, “Interference of bluetooth and IEEE 802.11: simulation modeling and performance evaluation,” in Proc 4th International ACM Workshop on Modeling, Analysisand Simulation of ... degree and the Ph.D in telecommunications and signal processing in 1987 and 1992, respectively He is member of the CNIT Research Unit of Genoa and responsible of the Signal Processing and Telecommunications ... was considered from a scalable and complete SR point of view, the number of standards should have been the largest; therefore, the necessary time and resources to perform a serial or parallel reception...
... Ferrari and Vincenzo Piuri Introduction to intelligent measurement systems for industrial applications Design and implementation of neural- based systems for industrial applications Application ofneural ... 12.5 Need for machine condition monitoring Condition monitoring of rolling bearings Neuralnetworks in manufacturing Neuralnetworksfor bearing fault diagnosis Conclusions NeuralNetworksfor Measurement ... systems, and robotic applications: theory, design, and practical issues Case studies: neuralnetworksfor instrumentation and measurement systems in robotic applications in research and industry Neural...
... impulses and arbitrary delays This class of generalized neuralnetworks include many continuous or discrete time neuralnetworks such as, Hopfield type neural networks, cellular neural networks, ... Cohen-Grossberg neural networks, and so on To the best of our knowledge, the known results about the existence of anti-periodic solutions forneuralnetworks are all done by a similar analytic method, and ... theory, and the Lyapunov functional method, we obtain sufficient conditions for the existence and global exponential stability of anti-periodic solutions for a class of generalized neural networks...
... construction of backbones for wireless sensor networks, that is, subsets of nodes that span the network, and all other nodes are within one hop from one of them Such structures can be used for a million ... superior performance, and develop distributed algorithms for finding them The commercial attractiveness of some WSNs comes from their ability to gather and aggregate very heterogeneous sets of data ... sacrificing so much of their time in order to make this special issue a success ACKNOWLEDGMENTS We would like to thank the devoted staff of Hindawi for their high level of professionalism, and Philip Regalia,...
... statistical analysis 60 4.3.4 In silico metabolic flux analysis 63 4.3.5 Sensitivity analysisof amino acid and glucose consumption 71 4.3.6 Analysisof the metabolite consumption and ... production of amino acids for biosynthetic demand as well as for other metabolites production in phase 1a 77 4.5 Consumption or production of amino acids for biosynthetic demand as well as for ... of the current research activities with more emphasis on computational analysisof complex networks Statistical analysis techniques - various techniques available for performing data mining and...
... textbook among 23 the set of English textbooks for senior high school in Vietnam and the analysisof its cultural content may set an initial step for the analysisof the whole set of high school English ... employed foranalysis when and if appropriate The study just makes an initial attempt to conduct a small-scale cross-cultural analysisof the textbook and is not aimed at evaluating it as the analysis ... for a much richer understanding of culture than heretofore envisaged by the majority of language teachers 2.2 Common approaches to the teaching of culture In the history of culture teaching different...
... concentrate on applicationsof COFRADIC in studying selected post-translational modifications ) protein processing [34,36] and N-glycosylation [39] – and describe the use of COFRADIC for studying ... availability of massive numbers of DNA sequences, recent developments in MS, and bioinformatics tools that link DNA and protein sequences to information generated by different types of mass spectrometers ... Gevaert et al COFRADIC and protein modifications analysisof purine-binding proteins in a total lysate of human Jurkat T-cells [40] primary separation mAU 1400 COFRADIC analysisof protein processing...
... Dept of Computer and Information Science, University of Pennsylvania K Choi, Y Han, Y Han, and O Kwon 1994 "KAIST Tree Bank Project for Korean: Present and Future Development" SNLP, Proceedings of ... should be corrected by human tagger The result of correction is compiled for the next time Manual log is composed of part of error and part of suggestion For example, when we change "u]-~(da'un)/ncpa" ... rules and manual correction log, suggesting the candidate words Users can describe error correction rule easily by simplifying the format of error rule As a result of experiment, about 63.2% of...
... PRINCIPLES, MECHANISM, AND INSTRUMENTATION ION CHROMATOGRAPHY— PRINCIPLES ANDAPPLICATIONS Lokesh Bhattacharyya Division of Biological Standards and Quality Control, Of ce of Compliance and Biologics ... outline of its principles andapplications in the analysisof active and inactive ingredients, counter-ions, excipients, degradation products, and impurities relevant to the analysisof pharmaceutical, ... which accounts for the general preference of Au over Pt electrodes for the majority of PED applications It is important to note that the potentials and intensity of processes for the Au and Pt electrodes...
... andfor each grid, an average elevation and the percentage of water, meadows, forest, suburban and urban area were computed As we mentioned before, the rapid varying data includes emissions and ... in atmospheric chemistry, meteorology and informatics for approaching the increasing demands for reliable environmental modeling applications in Santiago and elsewhere in Chile In the next section, ... Berlin-Brandenburg region (Mieth, Unger, and Sydow, 1998) In cooperation with the Department of Environment of the Berlin state government, the Institute of Meteorology of the Free University of Berlin...
... symptoms of cybersickness, even though such stimuli would excite the users and increase their sensed feeling of reality Thus, for expanding application of VR in rehabilitation engineering, concerns of ... importance of the interval between signs and events In all of them, exercises were passive and subjects were sitting on the chair or standing while viewing motion videos Finally, Kiryu and colleagues ... visually-induced effects and influences in the fields regarding motion images, sensory systems, and Page of (page number not for citation purposes) Journal of NeuroEngineering and Rehabilitation 2007,...
... irritated skin, ethanol did not enhance irritation Alcohol-based hand rubs cause less skin irritation than hand washing, and are therefore preferred for hand hygiene from the dermatological point of ... content of the skin [98] The potential of ethanol-containing hand rubs to cause skin irritation was tested using single and repetitive patch tests and wash tests No significant change in skin barrier ... to the presence of these compounds in consumer products, especially the simultaneous use of ethanol and the gel of Aloe barbadensis, which forms the basis of a large number ofskin care products,...
... in terms of the information bits 1i1 and 2i1 (used for encoding at S1 ), and 1p2 in terms of the information bits 1i2 and 2i2 (used for encoding at S2 ) The first two set of rows 1c and 2c are ... Example for the MARC The sources S1 and S2 transmit information bits and parity bits that are related to their own information, and R transmits information bits and parity bits related to the information ... weighted sum of the mutual informations from the channels from S1 -D and R-D (The transmission of R corresponds to redundancy for S1 and S2 at the same time From the point of view of S1 , the...
... the indexed information Visualization and Rendering The visualization subsystem is responsible for synthesizing the output of all of the other subsystems and algorithms and transforming them into ... in which affine transforms are compensated for by locating the center of mass of the features In this paper, we present a test bed for novel visualization of dynamic events of a scene by providing ... activities performed by the humans Finally, Section describes the modeling, rendering, and animation of virtual actors for visualization of the sensed data EURASIP Journal on Image and Video Processing...