... test.FUNDAMENTALS OF ARTIFICIAL NEURAL NETWORKSFundamentals of artificial neural networksThis section explores the feedforward architecture (FFNN), a type of artificial neural network (ANN) modeled ... choice in machine learning and neural networks. Figure 5 Visualization of ReLU Function The softmax activation function is commonly employed in the output layer of neural networks for classification ... allowing the outputs of certain neurons to serve as inputs for others.The feedforward architecture is a fundamental type of artificial neural network In a fully connected neural network, each neuron
Ngày tải lên: 28/02/2025, 22:31
The art of computer networking
... Trang 2The Art of Computer NetworkingRussell Bradford Trang 3The Art of Computer NetworkingTrang 4We work with leading authors to develop thestrongest ... 17And much more, of course The value of a network is that it enables entities to commu-nicate One of the original inventors of Ethernet coined Metcalfe’s law: The value of a network expands exponentially ... Sun Tzu’s The Art of War We need both the lofty strategic overview and the eye for small detail if we want to win withnetworks One final comment on acronyms: the subject of networking has more
Ngày tải lên: 28/11/2017, 10:27
... the different types of neural networks and their applications in the real world With the help of insightfulexamples, youbll learn to recognize patterns using a deep neural network and get to knowother ... applied to neuralnetworks until 1985 In the mid-1980s, Hinton and others helped spark a revival of interest in neural networks with so-called deep models that made better use of many layers of neurons, ... some of the upcoming ideas in deep learning It looks at some of the upcoming trends in newly developed algorithms, as well assome of the new applications of deep learning To get the most out of
Ngày tải lên: 02/03/2019, 11:43
Solution manual of computer networking 8e
... acknowledgment of the hierarchical standing of all present Protocol rules are based on the principles of civility 3 Standards are important for protocols so that people can create networking systems ... worst case, all the applications simultaneously transmit over one or more network links However, since each link has sufficient bandwidth to handle the sum of all of the applications' data rates, ... radius of few tens of meters The base station is typically connected to the wired Internet and thus serves to connect wireless users to the wired network b) 3G and 4G wide-area wireless access networks
Ngày tải lên: 21/11/2019, 16:49
Solution manual of computer networking 8e
... acknowledgment of the hierarchical standing of all present Protocol rules are based on the principles of civility 3 Standards are important for protocols so that people can create networking systems ... worst case, all the applications simultaneously transmit over one or more network links However, since each link has sufficient bandwidth to handle the sum of all of the applications' data rates, ... radius of few tens of meters The base station is typically connected to the wired Internet and thus serves to connect wireless users to the wired network b) 3G and 4G wide-area wireless access networks
Ngày tải lên: 31/01/2020, 14:46
Economic performance evaluation of fragile 5 countries after the great recession of 2008-2009 using analytic network process and TOPSIS methods
... investment, unemployment rate, volume of exports of goods and services, volume of imports of goods and services In this study, subjective and objective opinions of economy expert turn into quantitative ... Analytic Network Process, TOPSIS 1 Dr., Istanbul University, School of Business, Department of Quantitative Methods Istanbul 2 Dr., Istanbul University, School of Business, Department of Quantitative ... total expenditure, volume of export of goods and services, volume of imports of goods and services, and general government gross debt]to evaluate economic performance of these countries in order
Ngày tải lên: 01/02/2020, 21:48
Application of computer assisted audit r ntechniques by pricewaterhousecoopers r nvietnam limited company
... "Use of Computer Assisted Audit Tools and Techniques by PricewaterhouseCoopers Vietnam Limited Company," aims to illustrate the practical application of CAATs while enhancing the understanding of ... experienced auditors and of the company.Scope of studyThis graduation thesis primarily focuses to the extent of operations of PwC in Vietnam area and for the ending year of 2020.DispositionExcept ... introduction of the graduation thesis, the main content comprises of three chapters which are: • Chapter 1: Literature review – definition of CAATs and overview of PwC • Chapter 2: Use of CAATs by
Ngày tải lên: 28/12/2024, 13:26
application of back-propagation neural network in data forec
... modeling Steps in data forecasting modeling using neural network using neural network Determine network’s topology Determine network’s topology Application Application Concluding remarks Concluding ... Application of Application of Back-Propagation neural Back-Propagation neural network in data forecasting network in data forecasting Le Hai Khoi, ... result after examining of verification set of a neural network is most persuadable since it is a directly obtained result of the network after training... instances of components that
Ngày tải lên: 28/04/2014, 10:18
Neural network forecasts of singapore property stock returns using accounting ratios
... Carlo BP Neural Networks 66 4.3.1 Architecture of BP Neural Networks in Forecasting 66 4.3.2 The Model of OSL Neural Networks and Logit Neural Networks 68 4.4.3 The Monte Carlo Neural Networks ... Appendix 6 Neural Network Results of Hong Fok Corporation 102 Appendix 7 Neural Network Results of Keppel Land 103 Appendix 8 Neural Network Results of Marco Polo DEV 104 Appendix 9 Neural Network ... Results of Bukit Semawang EST 98 Appendix 3 Neural Network Results of Chemical INDL (FE) 99 Appendix 4 Neural Network Results of City Development 100 Appendix 5 Neural Network Results of Capitaland
Ngày tải lên: 26/11/2015, 22:57
fault dialogis of spur gear box using artificial neural network
... This work deals with extraction of wavelet features from the vibration data of a bevel gear box system and classification of Gear faults using artificial neural network (ANN) and proximal support ... parameters of Morlet coefficients are shown in Fig 9(a)–(d) These features were given as input for training and testing of classifying features using SVM 5 Artificial neural network ANN is one of the ... artificial neural networks ANN mimics biological neurons by simulating some of the workings of the human brain An ANN is made up of processing elements called neurons that are interconnected in a network
Ngày tải lên: 04/04/2016, 22:35
Parameter estimation of breast tumour using dynamic neural network from thermal pattern
... inputs or some of the inputs of a feed-forward network consist of delayed outputs of the network Fig 1 shows an applied dynamic network constructed from a static multi-inputsingle-output network (MLP) ... architectures, dynamics using past values of system inputs and outputs are fed into the network There are several ways to form dynamic neural networks from a static neural network such as multi-layer ... Valida-tion of the neural model on training data is shown inFig 4c As indicated inFig 4c, the range of data presented to the neu-ral network indicates the entire range of data Neural network identification
Ngày tải lên: 13/01/2020, 14:00
Summary of engineering doctoral thesis: Research and develop the control algorithms using artifical neural network to estimate motor parameters and control ac motors
... Therefore, when s0 , then e0 Figure 2.13 The neural network structure The form of the neural network: output function vector of input neuron i; τ bounded approximation error: ... and flux control algorithm of AC motor does not decouple and then using artifical neural network to compensate uncertain on static coordiante (α,β) The mathmethic model of AC motor on rotating ... unknown load depended on the structure of material Figure 2.6c m L load of the system Figure 2.8 Error between desired rotor speed and real rotor speed using neural network 0 0.5 Time (s) -4 -3 -2
Ngày tải lên: 17/01/2020, 02:35
Modeling and optimization of laser direct structuring process using artificial neural network and response surface methodology
... speed of 1900 mm/s and laser frequency of 79 kHz and the second laser power of 9 W, laser speed of 2200 mm/s and laser frequency of 78 kHz The first parameters group gives a groove depth of 11,7 ... results of the ANN model, the high Ra of 5 µm can achieved by the sets of the laser parameters shown in Table 5 a Ra at laser power of 3 and 9 (W) b Interactive width at laser power of 3 and ... analyze and control the performance of the (LDS) process and the quality of the final product In this work we develop mathematical models by using Artificial Neural Network (ANN) and Response Surface
Ngày tải lên: 14/05/2020, 21:53
vision based navigation of autonomous car using convolutional neural network
... Figure 2.11 Neural networks, which are organized in layers consisting of a set of interconnected nodes Networks can have tens or hundreds of hidden layers 22 Figure 2.12 A simple Neural Network ... convolutional neural network Chapter III: Convolutional Neural Network: This chapter gives the knowledge about Convolutional Neural Network, the Structure of CNN Chapter IV: Hardware Design of Self-driving ... use neural network architectures, which is why deep learning models are often referred to as deep neural networks The term “deep” usually refers to the number of hidden layers in the neural network
Ngày tải lên: 24/07/2020, 17:17
Heterogeneous Fenton-like degradation of Acid Red 17 using Fe-impregnated nanoporous clinoptilolite: artificial neural network modeling and phytotoxicological studies
... one of the main advantages of this process 2.2.2 Effect of the initial H2O2 concentration Figure 5c indicates the changes in the removal efficiency of AR17 by changing the initial concentration of ... optimum conditions for maximum removal of 20 mg/L AR17 at 180 min of reaction time are pH of 5, H2O2 initial concentration of 3 mmol/L, and catalyst dosage of 2 g/L 2.2.6 Phytotoxicological studies ... decolorization, neural network, phytotoxicity 1 Introduction Advanced oxidation processes (AOPs) have recently become more practical in various types of industrial processes The removal of organic
Ngày tải lên: 13/01/2022, 00:00
The application of a neural network to predict hypotension and vasopressor requirements non-invasively in obstetric patients having spinal anesthesia for elective cesarean section
... Fig 7 Evolution of the difference of the absolute error (a) and mean AUC (b) between the single-layer network and the two-layer network as a function of the number of nodes of the network as well ... the potential of over-fitting by assessing the classification accuracy and the classification error as a function of the number of network nodes and network layers Since training of a given NN ... predictive model Fig 6 Evolution of absolute error (a) and mean AUC (b) as a function of the number of nodes of the single-layer network as well as the phenylephrine dosage The network node axis is logarithmic
Ngày tải lên: 13/01/2022, 01:36
Modeling the chemotaxis behaviors of c elegans using neural network from artificial to biological approach
... nervous system of animal Most of the neural network structures used presently are static (feed- Chapter Introduction forward) neural networks [28] These neural networks that have a number of neurons ... concentration of food or toxin Cmax,f Maximum concentration of food Cf Concentration of food Ctx Concentration of toxin Clef t Concentration of food or toxin on the left side Cright Concentration of food ... VC1 Voltage of CPG neuron C1 VC2 Voltage of CPG neuron C2 VC3 Voltage of CPG neuron C3 VC4 Voltage of CPG neuron C4 Llu,i Length of relaxed muscle i on left-up side Lld,i Length of relaxed muscle...
Ngày tải lên: 10/09/2015, 09:12
the basics of computer networking
... downloading data off the Internet to e-commerce, networking has made our world much smaller and changed the way we communicate forever The Computer Network What is a Computer Network net·work: ... transmit or receive information Navigation Links Network Diagram – Basic Layout and map of a traditional computer network Network Types – Computer networks vary in shape and size depending on usage ... Component) Wired Network PC Firewall The Internet Fiber Optic Network Cable Router Switch Server Other LANS Wireless Network The Three Types of Networks Navigation Network Diagram Network Types...
Ngày tải lên: 24/10/2014, 13:22
On Line Prediction Of Surface Finish And Dimensional Deviation In Turning Using Neural Network Based Sensor Fusion
... Surftest profilometer with a roughness cut-off of 0.8 mm The results of the first set of tests are reported in Tables and 4, while only the results of the 5th repetition of the second set of tests ... introduction to computing with neural nets IEEE ASSP &lag., 1987, April, [16] Simpson, P K., Foundations of neural networks Artificial Neural Network, Paradigms, Application and Hardware Implementations ... in Fig 8, a neural network consists of N neurons, each of which is connected to the neurons of the adjacent layers A threshold value 0j is associated with each neuron The output of each neuron...
Ngày tải lên: 25/11/2016, 21:53
Optimization of Radial Basis Function neural network employed for prediction of surface roughness in hard turning process using Taguchi’s orthogonal arrays
... denition of the number of layers and neural nodes required for particular applications This study proposes the application of the design of experiments (DOE) methodology for the design of neural networks ... the main attractive in the solution of problems using articial neural networks, according to Braga, Carvalho, and Ludermir (2007) It is a main task of a neural network to learn a model from from ... value of mean S D Ratio for roughness average (Ra) Size of training set Algorithm for selection of spread of radial function Algorithm for calculation of centers of radial function Number of radial...
Ngày tải lên: 25/11/2016, 21:54