Data Analysis with MATLAB The MathWorks, Inc. 1

Save this PDF as:
 WORD  PNG  TXT  JPG

Size: px
Start display at page:

Download "Data Analysis with MATLAB. 2013 The MathWorks, Inc. 1"

Transcription

1 Data Analysis with MATLAB 2013 The MathWorks, Inc. 1

2 Agenda Introduction Data analysis with MATLAB and Excel Break Developing applications with MATLAB Solving larger problems Summary 2

3 Modeling the Solar Ratio R s = a (1 + bh)(1 e c Tn ) R s : Solar Ratio H: Relative humidity T: T DailyMax T DailyMin a,b,c,n: Model coefficients Solar Ratio: How much of the incoming light does the atmosphere let through. extraterrestrial radiation total global radiation 3

4 Demo: Solar Radiation Estimation Goal: Estimate daily solar ratio given a weather forecast data. Approach: Process historical measurements Develop and test predictive model Document analysis in a report Link analysis to Excel workbook extraterrestrial radiation total global radiation Extend analysis on multiple files 4

5 Approaches with Excel and MATLAB Excel MATLAB 5

6 Data Analysis Tasks Access Files Explore & Discover Data Analysis & Modeling Share Reporting and Documentation Software Algorithm Development Outputs for Design Code & Applications Hardware Application Development Deployment Automate 6

7 Agenda Introduction Data analysis with MATLAB and Excel Break Developing applications with MATLAB Solving larger problems Summary 7

8 Demo: Solar Radiation Estimation Introduction to MATLAB Goal: Estimate daily mean global solar radiation given low cost and easily obtained measurements Approach: Process historical measurements Develop and test predictive model Document analysis in a report Link analysis to Excel workbook Extend analysis on multiple files 8

9 Demo: Estimate Solar Radiation Products Used MATLAB Spreadsheet Link EX Statistics Toolbox Curve Fitting Toolbox Access Files Explore & Discover Data Analysis & Modeling Share Reporting and Documentation Software Algorithm Development Outputs for Design Code & Applications Hardware Application Development Deployment Automate 9

10 Accessing Data from MATLAB Access Explore & Discover Share Files Excel, text, or binary Audio and video, image Scientific formats and XML Applications and languages C/C++, Java, FORTRAN COM,.NET, shared libraries Databases (Database Toolbox) Measurement hardware Data acquisition hardware (Data Acquisition Toolbox) Stand-alone instruments and devices (Instrument Control Toolbox) 10

11 Data Analysis and Visualization in MATLAB Access Explore & Discover Share Built-in engineering and mathematical functions Interpolation, filtering, smoothing, Fourier analysis Extensive plotting capabilities 2-D, 3-D, and volume visualization Tools for creating custom plots 11

12 Expanding the Capabilities of MATLAB Access Explore & Discover Share MathWorks add-on tools for: Math, statistics, and optimization Control system design and analysis Signal processing and communications Image processing and computer vision Parallel computing and more Partner products provide: Additional interfaces Domain-specific analysis Support for niche applications 12

13 Sharing Results from MATLAB Access Explore & Discover Share Automatically generate reports Publish MATLAB files Customize reports using MATLAB Report Generator Package as an app Deploy applications to other environments Convert MATLAB code to HDL / C 13

14 Agenda Introduction Data analysis with MATLAB and Excel Break Developing applications with MATLAB Solving larger problems Summary 14

15 Agenda Introduction Data analysis with MATLAB and Excel Break Developing applications with MATLAB Solving larger problems Summary 15

16 Demo: Analysis of Solar Data Building an Application Goal Estimate daily mean global solar radiation given low cost and easily obtained measurements Approach Develop and test estimate using historical data Modify analysis for reuse on multiple data sets Build user-friendly app Create shareable standalone component 16

17 Deploying Applications with MATLAB Toolboxes 1 MATLAB Desktop End-User Machine 2 MATLAB Compiler.exe 3 17

18 Deploying Applications with MATLAB Give MATLAB code to other users MATLAB apps MATLAB files Share applications with end users who do not need MATLAB Stand-alone executables MATLAB Builder EX MATLAB Compiler MATLAB Builder JA MATLAB Builder NE Shared libraries Software components.exe.dll.lib Excel Java Web.NET Royalty-free distribution 18

19 Demo: Application Development Products Used MATLAB Curve Fitting Toolbox MATLAB Compiler Access Files Explore & Discover Data Analysis & Modeling Share Reporting and Documentation Software Algorithm Development Outputs for Design Code & Applications Hardware Application Development Deployment Automate 19

20 Agenda Introduction Data analysis with MATLAB and Excel Break Developing applications with MATLAB Solving larger problems Summary 20

21 Demo: Solar Radiation Estimation Introduction to MATLAB Goal: Estimate daily mean global solar radiation given low cost and easily obtained measurements Approach: Process historical measurements Develop and test predictive model Document analysis in a report Link analysis to Excel workbook Extend analysis on multiple files 21

22 Independent Tasks or Iterations Ideal problem for parallel computing No dependencies or communications between tasks Examples: parameter sweeps, Monte Carlo simulations Time Time 22

23 Agenda Introduction Data analysis with MATLAB and Excel Break Developing applications with MATLAB Solving larger problems Summary 23

24 MATLAB A Platform for Data Analysis Access Files Explore & Discover Data Analysis & Modeling Share Reporting and Documentation Software Algorithm Development Outputs for Design Code & Applications Hardware Application Development Deployment Automate 24

25 2013 The MathWorks, Inc. 25

Introduction to MATLAB for Data Analysis and Visualization

Introduction to MATLAB for Data Analysis and Visualization Introduction to MATLAB for Data Analysis and Visualization Sean de Wolski Application Engineer 2014 The MathWorks, Inc. 1 Data Analysis Tasks Files Data Analysis & Modeling Reporting and Documentation

More information

Introduction to MATLAB Gergely Somlay Application Engineer gergely.somlay@gamax.hu

Introduction to MATLAB Gergely Somlay Application Engineer gergely.somlay@gamax.hu Introduction to MATLAB Gergely Somlay Application Engineer gergely.somlay@gamax.hu 2012 The MathWorks, Inc. 1 What is MATLAB? High-level language Interactive development environment Used for: Numerical

More information

Deploying MATLAB -based Applications David Willingham Senior Application Engineer

Deploying MATLAB -based Applications David Willingham Senior Application Engineer Deploying MATLAB -based Applications David Willingham Senior Application Engineer 2014 The MathWorks, Inc. 1 Data Analytics Workflow Access Files Explore & Discover Data Analysis & Modeling Share Reporting

More information

Algorithmic Trading with MATLAB Martin Demel, Application Engineer

Algorithmic Trading with MATLAB Martin Demel, Application Engineer Algorithmic Trading with MATLAB Martin Demel, Application Engineer 2011 The MathWorks, Inc. 1 Challenges when building trading strategies Increasing complexity More data More complicated models Increasing

More information

Machine Learning with MATLAB David Willingham Application Engineer

Machine Learning with MATLAB David Willingham Application Engineer Machine Learning with MATLAB David Willingham Application Engineer 2014 The MathWorks, Inc. 1 Goals Overview of machine learning Machine learning models & techniques available in MATLAB Streamlining the

More information

Algorithmic Trading with MATLAB Martin Demel, Application Engineer

Algorithmic Trading with MATLAB Martin Demel, Application Engineer Algorithmic Trading with MATLAB Martin Demel, Application Engineer 2011 The MathWorks, Inc. 1 Agenda Introducing MathWorks Introducting MATLAB (Portfolio Optimization Example) Introducting Algorithmic

More information

Sharing MATLAB Based Applications

Sharing MATLAB Based Applications Sharing Based Applications Bonita Vormawor Senior Application Engineer 2015 The MathWorks, Inc. 1 How Will You Share the Work You Have Done in? Sharing without integration programming Integration with

More information

Credit Risk Modeling with MATLAB

Credit Risk Modeling with MATLAB Credit Risk Modeling with MATLAB Martin Demel, Application Engineer 95% VaR: $798232. 95% CVaR: $1336167. AAA 93.68% 5.55% 0.59% 0.18% AA 2.44% 92.60% 4.03% 0.73% 0.15% 0.06% -1 0 1 2 3 4 A5 0.14% 6 4.18%

More information

Echtzeittesten mit MathWorks leicht gemacht Simulink Real-Time Tobias Kuschmider Applikationsingenieur

Echtzeittesten mit MathWorks leicht gemacht Simulink Real-Time Tobias Kuschmider Applikationsingenieur Echtzeittesten mit MathWorks leicht gemacht Simulink Real-Time Tobias Kuschmider Applikationsingenieur 2015 The MathWorks, Inc. 1 Model-Based Design Continuous Verification and Validation Requirements

More information

Integrating MATLAB into your C/C++ Product Development Workflow Andy Thé Product Marketing Image Processing Applications

Integrating MATLAB into your C/C++ Product Development Workflow Andy Thé Product Marketing Image Processing Applications Integrating MATLAB into your C/C++ Product Development Workflow Andy Thé Product Marketing Image Processing Applications 2015 The MathWorks, Inc. 1 Typical Development Workflow Translating MATLAB to C/C++

More information

MATLAB for Use in Finance Portfolio Optimization (Mean Variance, CVaR & MAD) Market, Credit, Counterparty Risk Analysis and beyond

MATLAB for Use in Finance Portfolio Optimization (Mean Variance, CVaR & MAD) Market, Credit, Counterparty Risk Analysis and beyond MATLAB for Use in Finance Portfolio Optimization (Mean Variance, CVaR & MAD) Market, Credit, Counterparty Risk Analysis and beyond Marshall Alphonso Marshall.Alphonso@mathworks.com Senior Application Engineer

More information

From Raw Data to. Actionable Insights with. MATLAB Analytics. Learn more. Develop predictive models. 1Access and explore data

From Raw Data to. Actionable Insights with. MATLAB Analytics. Learn more. Develop predictive models. 1Access and explore data 100 001 010 111 From Raw Data to 10011100 Actionable Insights with 00100111 MATLAB Analytics 01011100 11100001 1 Access and Explore Data For scientists the problem is not a lack of available but a deluge.

More information

Product Development Flow Including Model- Based Design and System-Level Functional Verification

Product Development Flow Including Model- Based Design and System-Level Functional Verification Product Development Flow Including Model- Based Design and System-Level Functional Verification 2006 The MathWorks, Inc. Ascension Vizinho-Coutry, avizinho@mathworks.fr Agenda Introduction to Model-Based-Design

More information

Origins, Evolution, and Future Directions of MATLAB Loren Shure

Origins, Evolution, and Future Directions of MATLAB Loren Shure Origins, Evolution, and Future Directions of MATLAB Loren Shure 2015 The MathWorks, Inc. 1 Agenda Origins Peaks 5 Evolution 0-5 Tomorrow 2 0 y -2-3 -2-1 x 0 1 2 3 2 Computational Finance Workflow Access

More information

Parallel Computing with MATLAB

Parallel Computing with MATLAB Parallel Computing with MATLAB Scott Benway Senior Account Manager Jiro Doke, Ph.D. Senior Application Engineer 2013 The MathWorks, Inc. 1 Acceleration Strategies Applied in MATLAB Approach Options Best

More information

MATLAB and Simulink for Embedded Systems and Robotics Sean de Wolski Application Engineer

MATLAB and Simulink for Embedded Systems and Robotics Sean de Wolski Application Engineer MATLAB and Simulink for Embedded Systems and Robotics Sean de Wolski Application Engineer 2014 The MathWorks, Inc. 1 Agenda for today MATLAB & SIMULINK Theory to Practice Trying out concepts from Controls,

More information

2015 The MathWorks, Inc. 1

2015 The MathWorks, Inc. 1 25 The MathWorks, Inc. 빅 데이터 및 다양한 데이터 처리 위한 MATLAB의 인터페이스 환경 및 새로운 기능 엄준상 대리 Application Engineer MathWorks 25 The MathWorks, Inc. 2 Challenges of Data Any collection of data sets so large and complex

More information

MATLAB as a Collaboration Platform Marta Wilczkowiak Senior Applications Engineer MathWorks

MATLAB as a Collaboration Platform Marta Wilczkowiak Senior Applications Engineer MathWorks MATLAB as a Collaboration Platform Marta Wilczkowiak Senior Applications Engineer MathWorks 2014 The MathWorks, Inc. 1 Agenda Use other people s code, apps and toolboxes Share your code with others Collaborate

More information

IDL. Get the answers you need from your data. IDL

IDL. Get the answers you need from your data. IDL Get the answers you need from your data. IDL is the preferred computing environment for understanding complex data through interactive visualization and analysis. IDL Powerful visualization. Interactive

More information

Bringing Big Data Modelling into the Hands of Domain Experts

Bringing Big Data Modelling into the Hands of Domain Experts Bringing Big Data Modelling into the Hands of Domain Experts David Willingham Senior Application Engineer MathWorks david.willingham@mathworks.com.au 2015 The MathWorks, Inc. 1 Data is the sword of the

More information

MathWorks Products and Prices North America Academic March 2013

MathWorks Products and Prices North America Academic March 2013 MathWorks Products and Prices North America Academic March 2013 MATLAB Product Family Academic pricing is reserved for noncommercial use by degree-granting institutions in support of on-campus classroom

More information

Is a Data Scientist the New Quant? Stuart Kozola MathWorks

Is a Data Scientist the New Quant? Stuart Kozola MathWorks Is a Data Scientist the New Quant? Stuart Kozola MathWorks 2015 The MathWorks, Inc. 1 Facts or information used usually to calculate, analyze, or plan something Information that is produced or stored by

More information

Turning Data into Actionable Insights: Predictive Analytics with MATLAB WHITE PAPER

Turning Data into Actionable Insights: Predictive Analytics with MATLAB WHITE PAPER Turning Data into Actionable Insights: Predictive Analytics with MATLAB WHITE PAPER Introduction: Knowing Your Risk Financial professionals constantly make decisions that impact future outcomes in the

More information

HPC Wales Skills Academy Course Catalogue 2015

HPC Wales Skills Academy Course Catalogue 2015 HPC Wales Skills Academy Course Catalogue 2015 Overview The HPC Wales Skills Academy provides a variety of courses and workshops aimed at building skills in High Performance Computing (HPC). Our courses

More information

Numerical Analysis. Professor Donna Calhoun. Fall 2013 Math 465/565. Office : MG241A Office Hours : Wednesday 10:00-12:00 and 1:00-3:00

Numerical Analysis. Professor Donna Calhoun. Fall 2013 Math 465/565. Office : MG241A Office Hours : Wednesday 10:00-12:00 and 1:00-3:00 Numerical Analysis Professor Donna Calhoun Office : MG241A Office Hours : Wednesday 10:00-12:00 and 1:00-3:00 Fall 2013 Math 465/565 http://math.boisestate.edu/~calhoun/teaching/math565_fall2013 What is

More information

Speeding up MATLAB and Simulink Applications

Speeding up MATLAB and Simulink Applications Speeding up MATLAB and Simulink Applications 2009 The MathWorks, Inc. Customer Tour 2009 Today s Schedule Introduction to Parallel Computing with MATLAB and Simulink Break Master Class on Speeding Up MATLAB

More information

Software support for economic research at CNB

Software support for economic research at CNB Software support for economic research at CNB Modern tools for financial analysis and modeling František Brázdik Macroeconomic Forecasting Division frantisek.brazdik@cnb.cz Czech National Bank May 23,

More information

Vanguard Knowledge Automation System

Vanguard Knowledge Automation System KNOWLEDGE AUTOMATION SYSTEM: OVERVIEW Vanguard Knowledge Automation System Turn routine processes into easy-to-use Web Apps Vanguard Knowledge Automation System lets you capture routine business processes

More information

Neptune. A Domain Specific Language for Deploying HPC Software on Cloud Platforms. Chris Bunch Navraj Chohan Chandra Krintz Khawaja Shams

Neptune. A Domain Specific Language for Deploying HPC Software on Cloud Platforms. Chris Bunch Navraj Chohan Chandra Krintz Khawaja Shams Neptune A Domain Specific Language for Deploying HPC Software on Cloud Platforms Chris Bunch Navraj Chohan Chandra Krintz Khawaja Shams ScienceCloud 2011 @ San Jose, CA June 8, 2011 Cloud Computing Three

More information

Hardware-Software Implementation With Model-Based Design

Hardware-Software Implementation With Model-Based Design Hardware-Software Implementation With Model-Based Design Sudhir Sharma Product Manager, HDL Code Generation And Verification The MathWorks 2007 The MathWorks, Inc. Agenda What is the System Design Challenge

More information

CHAPTER 1 ENGINEERING PROBLEM SOLVING. Copyright 2013 Pearson Education, Inc.

CHAPTER 1 ENGINEERING PROBLEM SOLVING. Copyright 2013 Pearson Education, Inc. CHAPTER 1 ENGINEERING PROBLEM SOLVING Computing Systems: Hardware and Software The processor : controls all the parts such as memory devices and inputs/outputs. The Arithmetic Logic Unit (ALU) : performs

More information

OPC COMMUNICATION IN REAL TIME

OPC COMMUNICATION IN REAL TIME OPC COMMUNICATION IN REAL TIME M. Mrosko, L. Mrafko Slovak University of Technology, Faculty of Electrical Engineering and Information Technology Ilkovičova 3, 812 19 Bratislava, Slovak Republic Abstract

More information

SIT102 Introduction to Programming

SIT102 Introduction to Programming SIT102 Introduction to Programming After working through this session you should: Understand the relationships between operating systems, their user interfaces, and programs; Understand the difference

More information

Rapid Application Development for Machine Vision A New Approach

Rapid Application Development for Machine Vision A New Approach Rapid Application Development for Machine Vision A New Approach Introduction Converging technologies, such as the PCI-bus and Intel MMX, have created so much bandwidth and computing power that automation

More information

DAQ in MATLAB HANS-PETTER HALVORSEN, 2012.09.11

DAQ in MATLAB HANS-PETTER HALVORSEN, 2012.09.11 Telemark University College Department of Electrical Engineering, Information Technology and Cybernetics DAQ in MATLAB HANS-PETTER HALVORSEN, 2012.09.11 Faculty of Technology, Postboks 203, Kjølnes ring

More information

Predictive Analytics

Predictive Analytics Predictive Analytics How many of you used predictive today? 2015 SAP SE. All rights reserved. 2 2015 SAP SE. All rights reserved. 3 How can you apply predictive to your business? Predictive Analytics is

More information

Embedded Vision on FPGAs. 2015 The MathWorks, Inc. 1

Embedded Vision on FPGAs. 2015 The MathWorks, Inc. 1 Embedded Vision on FPGAs 2015 The MathWorks, Inc. 1 Enhanced Edge Detection in MATLAB Test bench Read Image from File Add noise Frame To Pixel Median Filter Edge Detect Pixel To Frame Video Display Design

More information

Keywords revenue management, yield management, genetic algorithm, airline reservation

Keywords revenue management, yield management, genetic algorithm, airline reservation Volume 4, Issue 1, January 2014 ISSN: 2277 128X International Journal of Advanced Research in Computer Science and Software Engineering Research Paper Available online at: www.ijarcsse.com A Revenue Management

More information

Design and Verify Embedded Signal Processing Systems Using MATLAB and Simulink

Design and Verify Embedded Signal Processing Systems Using MATLAB and Simulink Design and Verify Embedded Signal Processing Systems Using MATLAB and Giorgia Zucchelli, Application Engineer, MathWorks 17 December 2010, Technical University Eindhoven 1 Introduction to Model Based Design

More information

Speeding up MATLAB Applications

Speeding up MATLAB Applications Speeding up MATLAB Applications Mannheim, 19. Februar 2014 Michael Glaßer Dipl.-Ing. Application Engineer 2014 The MathWorks, Inc. 1 Ihr MathWorks Team heute: Andreas Himmeldorf Senior Team Leader Educational

More information

Choice 2011 2012 2013 2014 2015

Choice 2011 2012 2013 2014 2015 Which research computing tools or methods do you use? Please check all that apply. 3/18/2015 Choice 2011 2012 2013 2014 2015 Excel 53.71% 57.88% 60.55% 65.76% 63.22% SPSS 34.07% 35.82% 28.94% 26.82% 31.69%

More information

The Mantid Project. The challenges of delivering flexible HPC for novice end users. Nicholas Draper SOS18

The Mantid Project. The challenges of delivering flexible HPC for novice end users. Nicholas Draper SOS18 The Mantid Project The challenges of delivering flexible HPC for novice end users Nicholas Draper SOS18 What Is Mantid A framework that supports high-performance computing and visualisation of scientific

More information

System Design in the Software Era. ni.com

System Design in the Software Era. ni.com System Design in the Software Era ni.com 2 3 The Cost of a Software Defect Development Phase Cost Ratio Requirements 1 Design 3-6x Implementation 10x Development Testing 15-40x Acceptance Testing 30-70x

More information

MATLAB and Simulink for Embedded System Design

MATLAB and Simulink for Embedded System Design Pieter J. Mosterman pieter.mosterman@mathworks.com 591 592 593 594 595 596 597 598 599 600 /* Logic: '/either' */ rtb_either = power_window_con_b.passenger_control_b power_window_con_b.passenger_control_a;

More information

Multi-Konzeptionelle Verwendung von Low-Cost Hardware in der Lehre Dr.-Ing. Daniel Weida, MathWorks

Multi-Konzeptionelle Verwendung von Low-Cost Hardware in der Lehre Dr.-Ing. Daniel Weida, MathWorks Multi-Konzeptionelle Verwendung von Low-Cost Hardware in der Lehre Dr.-Ing. Daniel Weida, MathWorks 2015 The MathWorks, Inc. 1 Agenda Project-Based Learning in Engineering Education Multipurpose Hardware

More information

Controlling a Robotic System with MATLAB and Simulink using a Desktop Computer By Sergio Biagioni

Controlling a Robotic System with MATLAB and Simulink using a Desktop Computer By Sergio Biagioni Controlling a Robotic System with MATLAB and Simulink using a Desktop Computer By Sergio Biagioni 2015 The MathWorks, Inc. 1 Agenda MathWorks Support for Student Competitions Advantage of MATLAB and Simulink

More information

Solving Big Data Problems in Computer Vision with MATLAB Loren Shure

Solving Big Data Problems in Computer Vision with MATLAB Loren Shure Solving Big Data Problems in Computer Vision with MATLAB Loren Shure 2015 The MathWorks, Inc. 1 Why Are We Talking About Big Data? 100 hours of video uploaded to YouTube per minute 1 Explosive increase

More information

Maximierung des Geschäftserfolgs durch SAP Predictive Analytics. Andreas Forster, May 2014

Maximierung des Geschäftserfolgs durch SAP Predictive Analytics. Andreas Forster, May 2014 Maximierung des Geschäftserfolgs durch SAP Predictive Analytics Andreas Forster, May 2014 Legal Disclaimer The information in this presentation is confidential and proprietary to SAP and may not be disclosed

More information

Studio 4. software for machine vision engineers. intuitive powerful adaptable. Adaptive Vision 4 1

Studio 4. software for machine vision engineers. intuitive powerful adaptable. Adaptive Vision 4 1 Studio 4 intuitive powerful adaptable software for machine vision engineers Introduction Adaptive Vision Studio Adaptive Vision Studio software is the most powerful graphical environment for machine vision

More information

What s New in MATLAB and Simulink

What s New in MATLAB and Simulink What s New in MATLAB and Simulink Kevin Cohan Product Marketing, MATLAB Michael Carone Product Marketing, Simulink 2015 The MathWorks, Inc. 1 What was new for Simulink in R2012b? 2 What Was New for MATLAB

More information

SESSION DEPENDENT DE-IDENTIFICATION OF ELECTRONIC MEDICAL RECORDS

SESSION DEPENDENT DE-IDENTIFICATION OF ELECTRONIC MEDICAL RECORDS SESSION DEPENDENT DE-IDENTIFICATION OF ELECTRONIC MEDICAL RECORDS A Thesis Presented in Partial Fulfillment of the Requirements for the Degree Bachelor of Science with Honors Research Distinction in Electrical

More information

Better decision making under uncertain conditions using Monte Carlo Simulation

Better decision making under uncertain conditions using Monte Carlo Simulation IBM Software Business Analytics IBM SPSS Statistics Better decision making under uncertain conditions using Monte Carlo Simulation Monte Carlo simulation and risk analysis techniques in IBM SPSS Statistics

More information

McGraw-Hill The McGraw-Hill Companies, Inc., 20 1. 01 0

McGraw-Hill The McGraw-Hill Companies, Inc., 20 1. 01 0 1.1 McGraw-Hill The McGraw-Hill Companies, Inc., 2000 Objectives: To describe the evolution of programming languages from machine language to high-level languages. To understand how a program in a high-level

More information

Entwicklung und Testen von Robotischen Anwendungen mit MATLAB und Simulink Maximilian Apfelbeck, MathWorks

Entwicklung und Testen von Robotischen Anwendungen mit MATLAB und Simulink Maximilian Apfelbeck, MathWorks Entwicklung und Testen von Robotischen Anwendungen mit MATLAB und Simulink Maximilian Apfelbeck, MathWorks 2015 The MathWorks, Inc. 1 Robot Teleoperation IMU IMU V, W Control Device ROS-Node Turtlebot

More information

Build standalone executables from MATLAB code

Build standalone executables from MATLAB code Build standalone executables from MATLAB code P. Legrand ALEA INRIA Team IMB, institut de mathématiques de Bordeaux, UMR CNRS 5251 UFR Sciences et Modélisation 19/06/2012 P. Legrand IMB/ALEA/SCIMS 1/21

More information

Engineering Problem Solving

Engineering Problem Solving Engineering Problem Solving 1 Engineering in the 21st Century What is engineering about? According to Webster s 9th New Collegiate Dictionary,... the application of science and mathematics by which the

More information

Session 15 OF, Unpacking the Actuary's Technical Toolkit. Moderator: Albert Jeffrey Moore, ASA, MAAA

Session 15 OF, Unpacking the Actuary's Technical Toolkit. Moderator: Albert Jeffrey Moore, ASA, MAAA Session 15 OF, Unpacking the Actuary's Technical Toolkit Moderator: Albert Jeffrey Moore, ASA, MAAA Presenters: Melissa Boudreau, FCAS Albert Jeffrey Moore, ASA, MAAA Christopher Kenneth Peek Yonasan Schwartz,

More information

Converting Models from Floating Point to Fixed Point for Production Code Generation

Converting Models from Floating Point to Fixed Point for Production Code Generation MATLAB Digest Converting Models from Floating Point to Fixed Point for Production Code Generation By Bill Chou and Tom Erkkinen An essential step in embedded software development, floating- to fixed-point

More information

Analysis Tools and Libraries for BigData

Analysis Tools and Libraries for BigData + Analysis Tools and Libraries for BigData Lecture 02 Abhijit Bendale + Office Hours 2 n Terry Boult (Waiting to Confirm) n Abhijit Bendale (Tue 2:45 to 4:45 pm). Best if you email me in advance, but I

More information

Main Bullet #1 Main Bullet #2 Main Bullet #3

Main Bullet #1 Main Bullet #2 Main Bullet #3 Main Bullet #1 Main Bullet #2 Main Bullet #3 : a bag of chips or all that? :A highlevelcrossplatformpowerfullyfunapplication andorsmallusefultooldevelopmentlanguage Why? Main Bullet #1 Main Bullet Vas

More information

Computer Science. General Education Students must complete the requirements shown in the General Education Requirements section of this catalog.

Computer Science. General Education Students must complete the requirements shown in the General Education Requirements section of this catalog. Computer Science Dr. Ilhyun Lee Professor Dr. Ilhyun Lee is a Professor of Computer Science. He received his Ph.D. degree from Illinois Institute of Technology, Chicago, Illinois (1996). He was selected

More information

1.3 Expand ANSI C and.net Development with Express Technology. Bridging Validation and Test with Common Software Technology

1.3 Expand ANSI C and.net Development with Express Technology. Bridging Validation and Test with Common Software Technology 1.3 Expand ANSI C and.net Development with Express Technology Bridging Validation and Test with Common Software Technology 47 Interactive versus Automated Measurements/Tests Interactive Measurements Benchtop

More information

Best Practises for LabVIEW FPGA Design Flow. uk.ni.com ireland.ni.com

Best Practises for LabVIEW FPGA Design Flow. uk.ni.com ireland.ni.com Best Practises for LabVIEW FPGA Design Flow 1 Agenda Overall Application Design Flow Host, Real-Time and FPGA LabVIEW FPGA Architecture Development FPGA Design Flow Common FPGA Architectures Testing and

More information

Tackling Big Data with MATLAB Adam Filion Application Engineer MathWorks, Inc.

Tackling Big Data with MATLAB Adam Filion Application Engineer MathWorks, Inc. Tackling Big Data with MATLAB Adam Filion Application Engineer MathWorks, Inc. 2015 The MathWorks, Inc. 1 Challenges of Big Data Any collection of data sets so large and complex that it becomes difficult

More information

Numerical Methods in MATLAB

Numerical Methods in MATLAB Numerical Methods in MATLAB Center for Interdisciplinary Research and Consulting Department of Mathematics and Statistics University of Maryland, Baltimore County www.umbc.edu/circ Winter 2008 Mission

More information

Automating FP&A Analytics Using SAP Visual Intelligence and Predictive Analysis

Automating FP&A Analytics Using SAP Visual Intelligence and Predictive Analysis September 9 11, 2013 Anaheim, California Automating FP&A Analytics Using SAP Visual Intelligence and Predictive Analysis Varun Kumar Learning Points Create management insight tool using SAP Visual Intelligence

More information

Product Information CANape Option Simulink XCP Server

Product Information CANape Option Simulink XCP Server Product Information CANape Option Simulink XCP Server Table of Contents 1 Overview... 3 1.1 Introduction... 3 1.2 Overview of Advantages... 3 1.3 Application Areas... 3 1.4 Further Information... 4 2 Functions...

More information

GRAPHIC ERA UNIVERSITY SOFTWARE DETAILS

GRAPHIC ERA UNIVERSITY SOFTWARE DETAILS GRAPHIC ERA UNIVERSITY SOFTWARE DETAILS S.NO. SOFTWARE NAME 1. MICROSOFT CAMPUS AGREEMENT Lync 2013 Lync 2013 with SP1 O365 ProPlus Open for Students OSA Office Enterprise 2007 with BCM - Office Enterprise

More information

Basics of Computational Physics

Basics of Computational Physics Basics of Computational Physics What is Computational Physics? Basic computer hardware Software 1: operating systems Software 2: Programming languages Software 3: Problem-solving environment What does

More information

Advanced analytics at your hands

Advanced analytics at your hands 2.3 Advanced analytics at your hands Neural Designer is the most powerful predictive analytics software. It uses innovative neural networks techniques to provide data scientists with results in a way previously

More information

ON-LINE MATLAB-BASED EDUCATIONAL TOOLS FOR PROCESS CONTROL RELATED COURSES

ON-LINE MATLAB-BASED EDUCATIONAL TOOLS FOR PROCESS CONTROL RELATED COURSES ON-LINE MATLAB-BASED EDUCATIONAL TOOLS FOR PROCESS CONTROL RELATED COURSES M. Kalúz, L. Čirka, M. Fikar Faculty of Chemical and Food Technology, STU in Bratislava Radlinského 9, 812 37, Bratislava Abstract

More information

Welcome to the second half ofour orientation on Spotfire Administration.

Welcome to the second half ofour orientation on Spotfire Administration. Welcome to the second half ofour orientation on Spotfire Administration. In this presentation, I ll give a quick overview of the products that can be used to enhance a Spotfire environment: TIBCO Metrics,

More information

Model-driven Performance Estimation, Deployment, and Resource Management for Cloud-hosted Services

Model-driven Performance Estimation, Deployment, and Resource Management for Cloud-hosted Services DSM Workshop 2013 Model-driven Performance Estimation, Deployment, and Resource Management for Cloud-hosted Services Faruk Caglar, Kyoungho An, Shashank Shekhar, and Aniruddha Gokhale Vanderbilt University,

More information

Page 1 of 5. IS 335: Information Technology in Business Lecture Outline Computer Technology: Your Need to Know

Page 1 of 5. IS 335: Information Technology in Business Lecture Outline Computer Technology: Your Need to Know Lecture Outline Computer Technology: Your Need to Know Objectives In this discussion, you will learn to: Describe the activities of information systems professionals Describe the technical knowledge of

More information

Applications to Computational Financial and GPU Computing. May 16th. Dr. Daniel Egloff +41 44 520 01 17 +41 79 430 03 61

Applications to Computational Financial and GPU Computing. May 16th. Dr. Daniel Egloff +41 44 520 01 17 +41 79 430 03 61 F# Applications to Computational Financial and GPU Computing May 16th Dr. Daniel Egloff +41 44 520 01 17 +41 79 430 03 61 Today! Why care about F#? Just another fashion?! Three success stories! How Alea.cuBase

More information

Embedding Analytics for Competitive Advantage

Embedding Analytics for Competitive Advantage Embedding Analytics for Competitive Advantage Three Market Driven Approaches for Software Development Companies A White Paper by Visual Numerics, Inc. July 2008 Visual Numerics, Inc. 2500 Wilcrest Drive,

More information

Predictive analytics for the business analyst: your first steps with SAP InfiniteInsight

Predictive analytics for the business analyst: your first steps with SAP InfiniteInsight Predictive analytics for the business analyst: your first steps with SAP InfiniteInsight Pierpaolo Vezzosi, SAP SESSION CODE: 0605 Summary Who said you need a PhD to do sophisticated predictive analysis?

More information

Matrox Imaging White Paper

Matrox Imaging White Paper Vision library or vision specific IDE: Which is right for you? Abstract Commercial machine vision software is currently classified along two lines: the conventional vision library and the vision specific

More information

Introduction to Simulink & Stateflow. Coorous Mohtadi

Introduction to Simulink & Stateflow. Coorous Mohtadi Introduction to Simulink & Stateflow Coorous Mohtadi 1 Key Message Simulink and Stateflow provide: A powerful environment for modelling real processes... and are fully integrated with the MATLAB environment.

More information

Towards a Thriving Data Economy: Open Data, Big Data, and Data Ecosystems

Towards a Thriving Data Economy: Open Data, Big Data, and Data Ecosystems Towards a Thriving Data Economy: Open Data, Big Data, and Data Ecosystems Volker Markl volker.markl@tu-berlin.de dima.tu-berlin.de dfki.de/web/research/iam/ bbdc.berlin Based on my 2014 Vision Paper On

More information

Maschinelles Lernen mit MATLAB

Maschinelles Lernen mit MATLAB Maschinelles Lernen mit MATLAB Jérémy Huard Applikationsingenieur The MathWorks GmbH 2015 The MathWorks, Inc. 1 Machine Learning is Everywhere Image Recognition Speech Recognition Stock Prediction Medical

More information

James P. Doherty AOG 2016

James P. Doherty AOG 2016 Combing MATLAB with Amazon Web Services to produce highly scale cloud based applications James P. Doherty AOG 2016 Overview MATLAB is the world s leading scientific computing software. Amazon Web Services

More information

Open EMS Suite. O&M Agent. Functional Overview Version 1.2. Nokia Siemens Networks 1 (18)

Open EMS Suite. O&M Agent. Functional Overview Version 1.2. Nokia Siemens Networks 1 (18) Open EMS Suite O&M Agent Functional Overview Version 1.2 Nokia Siemens Networks 1 (18) O&M Agent The information in this document is subject to change without notice and describes only the product defined

More information

DARPA, NSF-NGS/ITR,ACR,CPA,

DARPA, NSF-NGS/ITR,ACR,CPA, Spiral Automating Library Development Markus Püschel and the Spiral team (only part shown) With: Srinivas Chellappa Frédéric de Mesmay Franz Franchetti Daniel McFarlin Yevgen Voronenko Electrical and Computer

More information

Chapter 13: Program Development and Programming Languages

Chapter 13: Program Development and Programming Languages 15 th Edition Understanding Computers Today and Tomorrow Comprehensive Chapter 13: Program Development and Programming Languages Deborah Morley Charles S. Parker Copyright 2015 Cengage Learning Learning

More information

GEDAE TM - A Graphical Programming and Autocode Generation Tool for Signal Processor Applications

GEDAE TM - A Graphical Programming and Autocode Generation Tool for Signal Processor Applications GEDAE TM - A Graphical Programming and Autocode Generation Tool for Signal Processor Applications Harris Z. Zebrowitz Lockheed Martin Advanced Technology Laboratories 1 Federal Street Camden, NJ 08102

More information

Operationalise Predictive Analytics

Operationalise Predictive Analytics Operationalise Predictive Analytics Publish SPSS, Excel and R reports online Predict online using SPSS and R models Access models and reports via Android app Organise people and content into projects Monitor

More information

APPENDIX - A. Tools Used. 1. Qualnet Simulator. 2. TRMSim-WSN Simulator. 3. SnetSim Simulator. 4. EDX SignalPro. 5.

APPENDIX - A. Tools Used. 1. Qualnet Simulator. 2. TRMSim-WSN Simulator. 3. SnetSim Simulator. 4. EDX SignalPro. 5. 160 APPENDIX - A Tools Used 1. Qualnet Simulator 2. TRMSim-WSN Simulator 3. SnetSim Simulator 4. EDX SignalPro 5. MATLAB Software 161 Qualnet Simulator The QualNet communications simulation platform (QualNet)

More information

LabVIEW programming I

LabVIEW programming I FYS3240 PC-based instrumentation and microcontrollers LabVIEW programming I LabVIEW basics Spring 2013 Lecture #2 Bekkeng 8.1.2013 Virtual Instruments LabVIEW programs are called virtual instruments, or

More information

Recommended Courses by ECE Topic Area

Recommended Courses by ECE Topic Area Recommended Courses by ECE Topic Area Undergraduate Students: Verify a course is an approved Science/Math/Engineering Elective or Technical Elective for your major. Graduate Students: A maximum of 6 credits

More information

Model-Based Design for Altera FPGAs Using Simulink, HDL Coder, and Altera DSP Builder Advanced Blockset

Model-Based Design for Altera FPGAs Using Simulink, HDL Coder, and Altera DSP Builder Advanced Blockset Model-Based Design for Altera FPGAs Using Simulink, HDL Coder, and Altera DSP Builder Advanced Blockset By Kiran Kintali and Yongfeng Gu White Paper Summary This document describes how HDL Coder from MathWorks

More information

Cloud Computing for Forest Fire Management. Dr. Nikos Athanasis, Prof. Kostas Kalabokidis University of the AEGEAN

Cloud Computing for Forest Fire Management. Dr. Nikos Athanasis, Prof. Kostas Kalabokidis University of the AEGEAN Cloud Computing for Forest Fire Management Dr. Nikos Athanasis, Prof. Kostas Kalabokidis University of the AEGEAN SUCRE Workshop: Open Source Clouds in the public sector, 16-17/04/2013 Agenda Challenges

More information

Depth and Excluded Courses

Depth and Excluded Courses Depth and Excluded Courses Depth Courses for Communication, Control, and Signal Processing EECE 5576 Wireless Communication Systems 4 SH EECE 5580 Classical Control Systems 4 SH EECE 5610 Digital Control

More information

Virtuoso Analog Design Environment Family Advanced design simulation for fast and accurate verification

Virtuoso Analog Design Environment Family Advanced design simulation for fast and accurate verification Advanced design simulation for fast and accurate verification The Cadence Virtuoso Analog Design Environment family of products provides a comprehensive array of capabilities for the electrical analysis

More information

Here to take you beyond Mobile Application development using Android Course details

Here to take you beyond Mobile Application development using Android Course details Here to take you beyond Mobile Application development using Android Course details Mobile Application Development using Android Objectives: To get you started with writing mobile application using Android

More information

Agilent MATLAB Data Analysis Software Packages for Agilent Oscilloscopes

Agilent MATLAB Data Analysis Software Packages for Agilent Oscilloscopes Agilent MATLAB Data Analysis Software Packages for Agilent Oscilloscopes Data Sheet Enhance your InfiniiVision or Infiniium oscilloscope with the analysis power of MATLAB software Develop custom analysis

More information

Maintenance Performance Toolbox

Maintenance Performance Toolbox Maintenance Performance Toolbox by Rex Douglas, Product Manager, Maintenance Performance Toolbox the the toolbox is Designed is to to help help operators improve system troubleshooting and and reduce repair

More information

Teradata Unified Big Data Architecture

Teradata Unified Big Data Architecture Teradata Unified Big Data Architecture Agenda Recap the challenges of Big Analytics The 2 analytical gaps for most enterprises Teradata Unified Data Architecture - How we bridge the gaps - The 3 core elements

More information

Data Mining mit der JMSL Numerical Library for Java Applications

Data Mining mit der JMSL Numerical Library for Java Applications Data Mining mit der JMSL Numerical Library for Java Applications Stefan Sineux 8. Java Forum Stuttgart 07.07.2005 Agenda Visual Numerics JMSL TM Numerical Library Neuronale Netze (Hintergrund) Demos Neuronale

More information

imc FAMOS 6.3 visualization signal analysis data processing test reporting Comprehensive data analysis and documentation imc productive testing

imc FAMOS 6.3 visualization signal analysis data processing test reporting Comprehensive data analysis and documentation imc productive testing imc FAMOS 6.3 visualization signal analysis data processing test reporting Comprehensive data analysis and documentation imc productive testing imc FAMOS ensures fast results Comprehensive data processing

More information