Computer Science. Embedded systems today. Microcontroller MCR

Size: px
Start display at page:

Download "Computer Science. Embedded systems today. Microcontroller MCR"

Transcription

1 Computer Science Microcontroller Embedded systems today Prof. Dr. Siepmann Fachhochschule Aachen - Aachen University of Applied Sciences 24. März

2 Minuteman missile 1962 Prof. Dr. Siepmann Fachhochschule Aachen - Aachen University of Applied Sciences 24. März Apollo guidance computer 1968 (lunar mission) Concept by MIT Hardware by Raytheon Prof. Dr. Siepmann Fachhochschule Aachen - Aachen University of Applied Sciences 24. März

3 Definition An embedded system is a special-purpose system in which the computer is encapsulated by or dedicated to the device or system it controls. A microcontroller is a computer-on-a-chip designed for self-sufficiency and cost-effectiveness, in contrast to a general-purpose microprocessor used in PCs. Prof. Dr. Siepmann Fachhochschule Aachen - Aachen University of Applied Sciences 24. März Microcontroller Single integrated circuit, key features: central processing unit input/output interfaces such as serial ports peripherals such as timers and watchdog circuits RAM for data storage ROM for program storage (Harvard architecture) clock generator - often an oscillator for a quartz timing crystal, resonator or RC circuit Prof. Dr. Siepmann Fachhochschule Aachen - Aachen University of Applied Sciences 24. März

4 Time to market Shortest possible development time by easy to use development tools enough on-chip-resources efficient for high level languages Prof. Dr. Siepmann Fachhochschule Aachen - Aachen University of Applied Sciences 24. März MCU vs. CPU stand alone cheap dedicated application high performance universal application PC environment small package Prof. Dr. Siepmann Fachhochschule Aachen - Aachen University of Applied Sciences 24. März

5 Development tools Selecting the right development tools evaluation kit (e.g. AVR Butterfly) architectural simulator (e.g. AVR Studio) on chip debugger (e.g. AVR JTAGICE mk-ii) C compiler (e.g. WinAVR) Prof. Dr. Siepmann Fachhochschule Aachen - Aachen University of Applied Sciences 24. März Programming language Assembly vs. C same productivity in lines of code but 1 line of C code will do much more C source code is more structured easier to debug assembly code is smaller preferarable for small programs up to 4kB assembly code is always faster write time critical (parts) in assembly 1/8 μs (125 ns) per cycle (at 8 MHz), most operations need only 1 cycle Prof. Dr. Siepmann Fachhochschule Aachen - Aachen University of Applied Sciences 24. März

6 'C' Advantages over Assembly www2.tech.purdue.edu\ecet\courses\referencematerial\atmel\index.html: * Programming and program test time is drastically reduced * Knowledge of the processor instruction set is not required. Only rudimentary knowledge of the memory structure of the CPU is desirable, although not necessary. * Details like register allocation, the addressing of the various memory, and data types are managed by the compiler. * Programs get a formal structure and can be divided into separate functions. This provides better program structure. * The ability to combine variable selections with specific operations improves program readability. * Keywords and operational functions can be used that closely resemble the human thought process. * The supplied and supported C libraries contain many standard routines such as formatted output, numeric conversions, and floating point arithmetic. * Existing program parts can be more easily included into new programs by the use of the modular programming techniques. * The C language is a very portable language (standardized to ANSI X3J11), enjoys wide support, and is easily obtained for most systems. This means that any existing program investment can be quickly adapted to other microcontrollers. ATmega16 features overview (1) RISC Architecture (Reduced Instruction Set Computing) 131 instructions (operation codes) 32 x 8 bit general purpose registers Memory 16 kb flash memory 1 kb RAM 0,5 kb EEPROM (Electrically-Erasable Programmable Read-Only Memory) Periphal features 2 timer/counters, 8-bit 1 timer/counter, 16-bit 8 channel, 10 bit ADC (Analog-to-Digital-Converter) 1 serial interface, programmable Prof. Dr. Siepmann Fachhochschule Aachen - Aachen University of Applied Sciences 24. März

7 ATmega16 features overview (2) I/O 32 programmable I/O lines Speed 1 16 MHz clock rate Packages 40 pin PDIP 44-lead TQFP, 44-quadQFN/MLF Voltage, power V 1.1 ma Prof. Dr. Siepmann Fachhochschule Aachen - Aachen University of Applied Sciences 24. März ATmega architecture Prof. Dr. Siepmann Fachhochschule Aachen - Aachen University of Applied Sciences 24. März

8 ATmega16 architecture Prof. Dr. Siepmann Fachhochschule Aachen - Aachen University of Applied Sciences 24. März ATmega16 CPU program memory (opcode) address of next opcode current opcode switch control lines depending on opcode read/write memory (variables) non volatile values (e.g.sensor calibration) Prof. Dr. Siepmann Fachhochschule Aachen - Aachen University of Applied Sciences 24. März

9 Port What is a Port? A gate from the CPU to external hardware components The CPU communicates with these components, reads from them or writes to them 64 different ports, not all of them physically available in all AVR types (see the data sheets for the processor type) Fixed address, over which the CPU communicates. The address is independent from the type of AVR. (e.g. the port adress of port B is always 0x18. Prof. Dr. Siepmann Fachhochschule Aachen - Aachen University of Applied Sciences 24. März Register Registers are special storages with 8 bits capacity and they look like this: Bit 7 Bit 6 Bit 5 Bit 4 Bit 3 Bit 2 Bit 1 Bit 0 The special character of registers, compared to other storage sites, is that they can be used directly in assembler and C commands, operations with their content require only a single command word, they are connected directly to the CPU (with the accumulator) they are source and target for calculations. Ports are registers too. Prof. Dr. Siepmann Fachhochschule Aachen - Aachen University of Applied Sciences 24. März

10 ATmega16 pinouts Prof. Dr. Siepmann Fachhochschule Aachen - Aachen University of Applied Sciences 24. März ATtiny11 pinouts Prof. Dr. Siepmann Fachhochschule Aachen - Aachen University of Applied Sciences 24. März

Microcontroller VU

Microcontroller VU 182.694 Microcontroller VU Martin Perner SS 2017 Featuring Today: Preliminary Talk Definitions What is a Microcontroller? Note: Microcontroller is sometimes shortened as µc, uc, or MCU. Preliminary Talk

More information

A Practical Approach to Embedded Systems Engineering Workforce Development

A Practical Approach to Embedded Systems Engineering Workforce Development A Practical Approach to Embedded Systems Engineering Workforce Development Özgür Yürür 1 [ John McLellan 2, Andy Mastronardi 3, Ed Harrold 4, Wilfrido Moreno 5 ] Abstract It is common to find digital electronic

More information

FUZZY EXPERT. Dr. Kasim M. Al-Aubidy. Philadelphia University. Computer Eng. Dept February 2002 University of Damascus-Syria

FUZZY EXPERT. Dr. Kasim M. Al-Aubidy. Philadelphia University. Computer Eng. Dept February 2002 University of Damascus-Syria FUZZY EXPERT SYSTEMS 16-18 18 February 2002 University of Damascus-Syria Dr. Kasim M. Al-Aubidy Computer Eng. Dept. Philadelphia University What is Expert Systems? ES are computer programs that emulate

More information

Embedded System Design

Embedded System Design Embedded System Design ECEN 4613/5613 Spring 2009 Lectures: Wednesday Evenings, 5:30pm-8:00pm, ECEE 1B28 Instructor: Professor McClure, Department of Electrical and Computer Engineering E-mail and Office:

More information

Computer Organization I (Tietokoneen toiminta)

Computer Organization I (Tietokoneen toiminta) 581305-6 Computer Organization I (Tietokoneen toiminta) Teemu Kerola University of Helsinki Department of Computer Science Spring 2010 1 Computer Organization I Course area and goals Course learning methods

More information

Course Specifications

Course Specifications Course Specifications Institution Date of Report 4.12.1434 College/Department Faculty of Computers and Information Technology / Department Information Technology A. Course Identification and General Information

More information

ENEE 302h: Digital Electronics, Fall 2005 Prof. Bruce Jacob

ENEE 302h: Digital Electronics, Fall 2005 Prof. Bruce Jacob Course Syllabus ENEE 302h: Digital Electronics, Fall 2005 Prof. Bruce Jacob 1. Basic Information Time & Place Lecture: TuTh 2:00 3:15 pm, CSIC-3118 Discussion Section: Mon 12:00 12:50pm, EGR-1104 Professor

More information

Designing a Computer to Play Nim: A Mini-Capstone Project in Digital Design I

Designing a Computer to Play Nim: A Mini-Capstone Project in Digital Design I Session 1793 Designing a Computer to Play Nim: A Mini-Capstone Project in Digital Design I John Greco, Ph.D. Department of Electrical and Computer Engineering Lafayette College Easton, PA 18042 Abstract

More information

GACE Computer Science Assessment Test at a Glance

GACE Computer Science Assessment Test at a Glance GACE Computer Science Assessment Test at a Glance Updated May 2017 See the GACE Computer Science Assessment Study Companion for practice questions and preparation resources. Assessment Name Computer Science

More information

SAM - Sensors, Actuators and Microcontrollers in Mobile Robots

SAM - Sensors, Actuators and Microcontrollers in Mobile Robots Coordinating unit: Teaching unit: Academic year: Degree: ECTS credits: 2017 230 - ETSETB - Barcelona School of Telecommunications Engineering 710 - EEL - Department of Electronic Engineering BACHELOR'S

More information

Android App Development for Beginners

Android App Development for Beginners Description Android App Development for Beginners DEVELOP ANDROID APPLICATIONS Learning basics skills and all you need to know to make successful Android Apps. This course is designed for students who

More information

On Human Computer Interaction, HCI. Dr. Saif al Zahir Electrical and Computer Engineering Department UBC

On Human Computer Interaction, HCI. Dr. Saif al Zahir Electrical and Computer Engineering Department UBC On Human Computer Interaction, HCI Dr. Saif al Zahir Electrical and Computer Engineering Department UBC Human Computer Interaction HCI HCI is the study of people, computer technology, and the ways these

More information

Using a PLC+Flowchart Programming to Engage STEM Interest

Using a PLC+Flowchart Programming to Engage STEM Interest Paper ID #16793 Using a PLC+Flowchart Programming to Engage STEM Interest Prof. Alka R Harriger, Purdue University, West Lafayette Alka Harriger joined the faculty of the Computer and Information Technology

More information

Circuit Simulators: A Revolutionary E-Learning Platform

Circuit Simulators: A Revolutionary E-Learning Platform Circuit Simulators: A Revolutionary E-Learning Platform Mahi Itagi Padre Conceicao College of Engineering, Verna, Goa, India. itagimahi@gmail.com Akhil Deshpande Gogte Institute of Technology, Udyambag,

More information

LABORATORY : A PROJECT-BASED LEARNING EXAMPLE ON POWER ELECTRONICS

LABORATORY : A PROJECT-BASED LEARNING EXAMPLE ON POWER ELECTRONICS LABORATORY : A PROJECT-BASED LEARNING EXAMPLE ON POWER ELECTRONICS J. García, P. García, P. Arboleya, J.M. Guerrero Universidad de Oviedo, Departament of Eletrical Engineernig, Gijon, Spain garciajorge@uniovi.es

More information

Computer Science 141: Computing Hardware Course Information Fall 2012

Computer Science 141: Computing Hardware Course Information Fall 2012 Computer Science 141: Computing Hardware Course Information Fall 2012 September 4, 2012 1 Outline The main emphasis of this course is on the basic concepts of digital computing hardware and fundamental

More information

Project-Based-Learning: Outcomes, Descriptors and Design

Project-Based-Learning: Outcomes, Descriptors and Design Project-Based-Learning: Outcomes, Descriptors and Design Peter D. Hiscocks Electrical and Computer Engineering, Ryerson University Toronto, Ontario phiscock@ee.ryerson.ca Abstract The paper contains three

More information

Computer Architecture CSC

Computer Architecture CSC Computer Architecture CSC 343 001 Greg T. Harber Department of Computer Science Nelson Rusche College of Business McGee 303B gth@cs.sfasu.edu 468-1867, 468-2508 Office Hours Monday 10:30-11:30 1:30-2:30

More information

AC : HANDS ON PROGRAMMABLE LOGIC CONTROLLER (PLC) LABORATORY FOR AN INDUSTRIAL CONTROLS COURSE

AC : HANDS ON PROGRAMMABLE LOGIC CONTROLLER (PLC) LABORATORY FOR AN INDUSTRIAL CONTROLS COURSE AC 2011-69: HANDS ON PROGRAMMABLE LOGIC CONTROLLER (PLC) LABORATORY FOR AN INDUSTRIAL CONTROLS COURSE Steven F Barrett, University of Wyoming Steven F. Barrett, Ph.D., P.E. received the BS Electronic Engineering

More information

A systems engineering laboratory in the context of the Bologna Process

A systems engineering laboratory in the context of the Bologna Process A systems engineering laboratory in the context of the Bologna Process Matthias Kühnle, Martin Hillenbrand EWME, Budapest, 28.05.2008 Institut für Technik der Informationsverarbeitung (ITIV) Institutsleitung:

More information

AC : FACILITATING VERTICALLY INTEGRATED DESIGN TEAMS

AC : FACILITATING VERTICALLY INTEGRATED DESIGN TEAMS AC 2009-2202: FACILITATING VERTICALLY INTEGRATED DESIGN TEAMS Gregory Bucks, Purdue University Greg Bucks is a Ph.D. candidate in Engineering Education at Purdue University with an expected graduation

More information

Intel-powered Classmate PC. SMART Response* Training Foils. Version 2.0

Intel-powered Classmate PC. SMART Response* Training Foils. Version 2.0 Intel-powered Classmate PC Training Foils Version 2.0 1 Legal Information INFORMATION IN THIS DOCUMENT IS PROVIDED IN CONNECTION WITH INTEL PRODUCTS. NO LICENSE, EXPRESS OR IMPLIED, BY ESTOPPEL OR OTHERWISE,

More information

ECE-492 SENIOR ADVANCED DESIGN PROJECT

ECE-492 SENIOR ADVANCED DESIGN PROJECT ECE-492 SENIOR ADVANCED DESIGN PROJECT Meeting #3 1 ECE-492 Meeting#3 Q1: Who is not on a team? Q2: Which students/teams still did not select a topic? 2 ENGINEERING DESIGN You have studied a great deal

More information

K 1 2 K 1 2. Iron Mountain Public Schools Standards (modified METS) Checklist by Grade Level Page 1 of 11

K 1 2 K 1 2. Iron Mountain Public Schools Standards (modified METS) Checklist by Grade Level Page 1 of 11 Iron Mountain Public Schools Standards (modified METS) - K-8 Checklist by Grade Levels Grades K through 2 Technology Standards and Expectations (by the end of Grade 2) 1. Basic Operations and Concepts.

More information

Diploma in Library and Information Science (Part-Time) - SH220

Diploma in Library and Information Science (Part-Time) - SH220 Diploma in Library and Information Science (Part-Time) - SH220 1. Objectives The Diploma in Library and Information Science programme aims to prepare students for professional work in librarianship. The

More information

IMPROVED MANUFACTURING PROGRAM ALIGNMENT W/ PBOS

IMPROVED MANUFACTURING PROGRAM ALIGNMENT W/ PBOS C2ER / LMI INSTITUTE IMPROVED MANUFACTURING PROGRAM ALIGNMENT W/ PBOS JUNE 09 2016 US DEPARTMENT OF LABOR MULTI-STATE ADVANCED MANUFACTURING CONSORTIUM MULTI-STATE ADVANCED MANUFACTURING CONSORTIUM Introductions

More information

PDA (Personal Digital Assistant) Activity Packet

PDA (Personal Digital Assistant) Activity Packet PDA (Personal Digital Assistant) Activity Packet DAY 1 OBJECTIVE - What are PDA s? Read the following sections: 1. Judge a PDA by Its OS on pages 2-3 2. Selecting a PDA on page 3 3. Purchasing a PDA on

More information

A Hands-on First-year Electrical Engineering Introduction Course

A Hands-on First-year Electrical Engineering Introduction Course Paper ID #19997 A Hands-on First-year Electrical Engineering Introduction Course Dr. Ying Lin, Western Washington University Ying Lin has been with the faculty of Engineering and Design Department at Western

More information

COMPUTER INTERFACES FOR TEACHING THE NINTENDO GENERATION

COMPUTER INTERFACES FOR TEACHING THE NINTENDO GENERATION Session 3532 COMPUTER INTERFACES FOR TEACHING THE NINTENDO GENERATION Thad B. Welch, Brian Jenkins Department of Electrical Engineering U.S. Naval Academy, MD Cameron H. G. Wright Department of Electrical

More information

CPMT 1347 Computer System Peripherals COURSE SYLLABUS

CPMT 1347 Computer System Peripherals COURSE SYLLABUS CPMT 1347 Computer System Peripherals COURSE SYLLABUS COURSE NUMBER AND TITLE: CPMT 1347Computer System Peripherals COURSE (CATALOG) DESCRIPTION: Theory and practices involved in computer peripherals,

More information

Software Development: Programming Paradigms (SCQF level 8)

Software Development: Programming Paradigms (SCQF level 8) Higher National Unit Specification General information Unit code: HL9V 35 Superclass: CB Publication date: May 2017 Source: Scottish Qualifications Authority Version: 01 Unit purpose This unit is intended

More information

M55205-Mastering Microsoft Project 2016

M55205-Mastering Microsoft Project 2016 M55205-Mastering Microsoft Project 2016 Course Number: M55205 Category: Desktop Applications Duration: 3 days Certification: Exam 70-343 Overview This three-day, instructor-led course is intended for individuals

More information

Table of Contents. Course Delivery Method. Instructor Information. Phone: Office hours: Table of Contents. Course Description

Table of Contents. Course Delivery Method. Instructor Information.   Phone: Office hours: Table of Contents. Course Description School of Science and Technology Department of Information Technology ISSC323: Computer Hardware Systems 3 Credit Hours 8 Week Course Prerequisite(s): None Instructor Information Course Description Course

More information

D Road Maps 6. A Guide to Learning System Dynamics. System Dynamics in Education Project

D Road Maps 6. A Guide to Learning System Dynamics. System Dynamics in Education Project D-4506-5 1 Road Maps 6 A Guide to Learning System Dynamics System Dynamics in Education Project 2 A Guide to Learning System Dynamics D-4506-5 Road Maps 6 System Dynamics in Education Project System Dynamics

More information

OFFICIAL DOCUMENT. Foreign Credits, Inc. Jawaharlal Nehru Technological University

OFFICIAL DOCUMENT. Foreign Credits, Inc.  Jawaharlal Nehru Technological University (^ForeignCredits (224)521-0170 : info@forelgncredlts.cdm Evaluation ID: 1234S6-849491-7JK9031 U.S. Equivalency: U.S. Credits: U.S. GPA: Bachelor of Science degree In Electronics and Communication Engineering

More information

CPMT 1303 Introduction to Computer Technology COURSE SYLLABUS

CPMT 1303 Introduction to Computer Technology COURSE SYLLABUS CPMT 1303 Introduction to Computer Technology COURSE SYLLABUS COURSE NUMBER AND TITLE: CPMT 1303 COURSE (CATALOG) DESCRIPTION A fundamental computer course that provides in-depth explanation of the procedures

More information

A Variation-Tolerant Multi-Level Memory Architecture Encoded in Two-state Memristors

A Variation-Tolerant Multi-Level Memory Architecture Encoded in Two-state Memristors A Variation-Tolerant Multi-Level Memory Architecture Encoded in Two-state Memristors Bin Wu and Matthew R. Guthaus Department of CE, University of California Santa Cruz Santa Cruz, CA 95064 {wubin6666,mrg}@soe.ucsc.edu

More information

Software Maintenance

Software Maintenance 1 What is Software Maintenance? Software Maintenance is a very broad activity that includes error corrections, enhancements of capabilities, deletion of obsolete capabilities, and optimization. 2 Categories

More information

Academic Catalog Programs & Courses Manchester Community College

Academic Catalog Programs & Courses Manchester Community College 2016 2017 Academic Catalog Programs & Courses Manchester Community College 1 Accounting and Business Administration Transfer, A.S. Program Design The Accounting and Business Administration Transfer associate

More information

MINISTRY OF EDUCATION

MINISTRY OF EDUCATION Republic of Namibia MINISTRY OF EDUCATION NAMIBIA SENIOR SECONDARY CERTIFICATE (NSSC) COMPUTER STUDIES SYLLABUS HIGHER LEVEL SYLLABUS CODE: 8324 GRADES 11-12 2010 DEVELOPED IN COLLABORATION WITH UNIVERSITY

More information

Group A Lecture 1. Future suite of learning resources. How will these be created?

Group A Lecture 1. Future suite of learning resources. How will these be created? Group A Lecture 1 Future suite of learning resources Portable electronically based. User-friendly interface no steep learning curve. Adaptive to & Customizable by learner & teacher. Layered guide indexed

More information

University of Toronto Physics Practicals. University of Toronto Physics Practicals. University of Toronto Physics Practicals

University of Toronto Physics Practicals. University of Toronto Physics Practicals. University of Toronto Physics Practicals This is the PowerPoint of an invited talk given to the Physics Education section of the Canadian Association of Physicists annual Congress in Quebec City in July 2008 -- David Harrison, david.harrison@utoronto.ca

More information

COMPUTER ORGANIZATION

COMPUTER ORGANIZATION COMPUTER ORGANIZATION AND ARCHITECTURE DESIGNING FOR PERFORMANCE EIGHTH EDITION William Stallings Prentice Hall Upper Saddle River, NJ 07458 Library of Congress Cataloging-in-Publication Data On File Vice

More information

Syllabus - ESET 369 Embedded Systems Software, Fall 2016

Syllabus - ESET 369 Embedded Systems Software, Fall 2016 Syllabus - ESET 369 Embedded Systems Software, Fall 2016 Contact Information: Professor: Dr. Byul Hur Office: 008A Fermier Telephone: (979) 845-5195 Facsimile: E-mail: byulmail@tamu.edu Web: www.tamuresearch.com

More information

ebusiness Technologies Spring 2000 Syllabus

ebusiness Technologies Spring 2000 Syllabus Massachusetts Institute of Technology Sloan School of Management 15.579 ebusiness Technologies Spring 2000 Syllabus COURSE DESCRIPTION The purpose of this course is to provide future managers with a broad

More information

CIS 121 INTRODUCTION TO COMPUTER INFORMATION SYSTEMS - SYLLABUS

CIS 121 INTRODUCTION TO COMPUTER INFORMATION SYSTEMS - SYLLABUS CIS 121 INTRODUCTION TO COMPUTER INFORMATION SYSTEMS - SYLLABUS Section: 7591, 7592 Instructor: Beth Roberts Class Time: Hybrid Classroom: CTR-270, AAH-234 Credits: 5 cr. Email: Canvas messaging (preferred)

More information

Embedded Real-Time Systems

Embedded Real-Time Systems Embedded Real-Time Systems Reinhard von Hanxleden Christian-Albrechts-Universität zu Kiel Based on slides kindly provided by Edward A. Lee & Sanjit Seshia, UC Berkeley, All rights reserved Lecture 1: Introduction

More information

High School Digital Electronics Curriculum Essentials Document

High School Digital Electronics Curriculum Essentials Document High School Digital Electronics Curriculum Essentials Document Boulder Valley School District Department of CTEC May 2012 Introduction Digital Electronics Course This file is intended to be a complete

More information

Courses in English. Application Development Technology. Artificial Intelligence. 2017/18 Spring Semester. Database access

Courses in English. Application Development Technology. Artificial Intelligence. 2017/18 Spring Semester. Database access The courses availability depends on the minimum number of registered students (5). If the course couldn t start, students can still complete it in the form of project work and regular consultations with

More information

Integration of ICT in Teaching and Learning

Integration of ICT in Teaching and Learning Integration of ICT in Teaching and Learning Dr. Pooja Malhotra Assistant Professor, Dept of Commerce, Dyal Singh College, Karnal, India Email: pkwatra@gmail.com. INTRODUCTION 2 st century is an era of

More information

Application of Virtual Instruments (VIs) for an enhanced learning environment

Application of Virtual Instruments (VIs) for an enhanced learning environment Application of Virtual Instruments (VIs) for an enhanced learning environment Philip Smyth, Dermot Brabazon, Eilish McLoughlin Schools of Mechanical and Physical Sciences Dublin City University Ireland

More information

Infrared Paper Dryer Control Scheme

Infrared Paper Dryer Control Scheme Infrared Paper Dryer Control Scheme INITIAL PROJECT SUMMARY 10/03/2005 DISTRIBUTED MEGAWATTS Carl Lee Blake Peck Rob Schaerer Jay Hudkins 1. Project Overview 1.1 Stake Holders Potlatch Corporation, Idaho

More information

OPTIMIZATINON OF TRAINING SETS FOR HEBBIAN-LEARNING- BASED CLASSIFIERS

OPTIMIZATINON OF TRAINING SETS FOR HEBBIAN-LEARNING- BASED CLASSIFIERS OPTIMIZATINON OF TRAINING SETS FOR HEBBIAN-LEARNING- BASED CLASSIFIERS Václav Kocian, Eva Volná, Michal Janošek, Martin Kotyrba University of Ostrava Department of Informatics and Computers Dvořákova 7,

More information

SOFTWARE EVALUATION TOOL

SOFTWARE EVALUATION TOOL SOFTWARE EVALUATION TOOL Kyle Higgins Randall Boone University of Nevada Las Vegas rboone@unlv.nevada.edu Higgins@unlv.nevada.edu N.B. This form has not been fully validated and is still in development.

More information

Moderator: Gary Weckman Ohio University USA

Moderator: Gary Weckman Ohio University USA Moderator: Gary Weckman Ohio University USA Robustness in Real-time Complex Systems What is complexity? Interactions? Defy understanding? What is robustness? Predictable performance? Ability to absorb

More information

Louisiana Free Materials List

Louisiana Free Materials List Louisiana Free Materials List Grades 6 12 Louisiana Literature GRADE 7 Student and Teacher Resources This brochure includes the Free with Order packages available upon purchase of Pearson Common Core Literature.

More information

Bluetooth mlearning Applications for the Classroom of the Future

Bluetooth mlearning Applications for the Classroom of the Future Bluetooth mlearning Applications for the Classroom of the Future Tracey J. Mehigan Daniel C. Doolan Sabin Tabirca University College Cork, Ireland 2007 Overview Overview Introduction Mobile Learning Bluetooth

More information

Specialized Equipment Amount (SEA)

Specialized Equipment Amount (SEA) A Guide for Parents, Guardians and Students Specialized Equipment Amount (SEA) The Special Equipment Amount (SEA) provides funding to school boards to assist with the costs of equipment essential to support

More information

Measurement. Time. Teaching for mastery in primary maths

Measurement. Time. Teaching for mastery in primary maths Measurement Time Teaching for mastery in primary maths Contents Introduction 3 01. Introduction to time 3 02. Telling the time 4 03. Analogue and digital time 4 04. Converting between units of time 5 05.

More information

AGENDA LEARNING THEORIES LEARNING THEORIES. Advanced Learning Theories 2/22/2016

AGENDA LEARNING THEORIES LEARNING THEORIES. Advanced Learning Theories 2/22/2016 AGENDA Advanced Learning Theories Alejandra J. Magana, Ph.D. admagana@purdue.edu Introduction to Learning Theories Role of Learning Theories and Frameworks Learning Design Research Design Dual Coding Theory

More information

"On-board training tools for long term missions" Experiment Overview. 1. Abstract:

On-board training tools for long term missions Experiment Overview. 1. Abstract: "On-board training tools for long term missions" Experiment Overview 1. Abstract 2. Keywords 3. Introduction 4. Technical Equipment 5. Experimental Procedure 6. References Principal Investigators: BTE:

More information

Rover Races Grades: 3-5 Prep Time: ~45 Minutes Lesson Time: ~105 minutes

Rover Races Grades: 3-5 Prep Time: ~45 Minutes Lesson Time: ~105 minutes Rover Races Grades: 3-5 Prep Time: ~45 Minutes Lesson Time: ~105 minutes WHAT STUDENTS DO: Establishing Communication Procedures Following Curiosity on Mars often means roving to places with interesting

More information

CREATING SHARABLE LEARNING OBJECTS FROM EXISTING DIGITAL COURSE CONTENT

CREATING SHARABLE LEARNING OBJECTS FROM EXISTING DIGITAL COURSE CONTENT CREATING SHARABLE LEARNING OBJECTS FROM EXISTING DIGITAL COURSE CONTENT Rajendra G. Singh Margaret Bernard Ross Gardler rajsingh@tstt.net.tt mbernard@fsa.uwi.tt rgardler@saafe.org Department of Mathematics

More information

Computer Software Evaluation Form

Computer Software Evaluation Form Computer Software Evaluation Form Title: ereader Pro Evaluator s Name: Bradley A. Lavite Date: 25 Oct 2005 Subject Area: Various Grade Level: 6 th to 12th 1. Program Requirements (Memory, Operating System,

More information

From Virtual University to Mobile Learning on the Digital Campus: Experiences from Implementing a Notebook-University

From Virtual University to Mobile Learning on the Digital Campus: Experiences from Implementing a Notebook-University rom Virtual University to Mobile Learning on the Digital Campus: Experiences from Implementing a Notebook-University Jörg STRATMANN Chair for media didactics and knowledge management, University Duisburg-Essen

More information

SYLLABUS- ACCOUNTING 5250: Advanced Auditing (SPRING 2017)

SYLLABUS- ACCOUNTING 5250: Advanced Auditing (SPRING 2017) (1) Course Information ACCT 5250: Advanced Auditing 3 semester hours of graduate credit (2) Instructor Information Richard T. Evans, MBA, CPA, CISA, ACDA (571) 338-3855 re7n@virginia.edu (3) Course Dates

More information

Multidisciplinary Engineering Systems 2 nd and 3rd Year College-Wide Courses

Multidisciplinary Engineering Systems 2 nd and 3rd Year College-Wide Courses Multidisciplinary Engineering Systems 2 nd and 3rd Year College-Wide Courses Kevin Craig College of Engineering Marquette University Milwaukee, WI, USA Mark Nagurka College of Engineering Marquette University

More information

Administrative Services Manager Information Guide

Administrative Services Manager Information Guide Administrative Services Manager Information Guide What to Expect on the Structured Interview July 2017 Jefferson County Commission Human Resources Department Recruitment and Selection Division Table of

More information

Oregon Institute of Technology Computer Systems Engineering Technology Department Embedded Systems Engineering Technology Program Assessment

Oregon Institute of Technology Computer Systems Engineering Technology Department Embedded Systems Engineering Technology Program Assessment Oregon Institute of Technology Computer Systems Engineering Technology Department Embedded Systems Engineering Technology Program Assessment 2014-15 I. Introduction The Embedded Systems Engineering Technology

More information

Report on the Use of Intel Classmates

Report on the Use of Intel Classmates PRIMARY EDUCATION PROJECT Report on the Use of Intel Classmates Author: Olga Samardzic Jankova June 2008 Content 1. Introduction... 2 2. Background... 3 3. School Selection and Initial Activities... 4

More information

Radius STEM Readiness TM

Radius STEM Readiness TM Curriculum Guide Radius STEM Readiness TM While today s teens are surrounded by technology, we face a stark and imminent shortage of graduates pursuing careers in Science, Technology, Engineering, and

More information

Machine Learning and Data Mining. Ensembles of Learners. Prof. Alexander Ihler

Machine Learning and Data Mining. Ensembles of Learners. Prof. Alexander Ihler Machine Learning and Data Mining Ensembles of Learners Prof. Alexander Ihler Ensemble methods Why learn one classifier when you can learn many? Ensemble: combine many predictors (Weighted) combina

More information

Seminar - Organic Computing

Seminar - Organic Computing Seminar - Organic Computing Self-Organisation of OC-Systems Markus Franke 25.01.2006 Typeset by FoilTEX Timetable 1. Overview 2. Characteristics of SO-Systems 3. Concern with Nature 4. Design-Concepts

More information

Multimedia Courseware of Road Safety Education for Secondary School Students

Multimedia Courseware of Road Safety Education for Secondary School Students Multimedia Courseware of Road Safety Education for Secondary School Students Hanis Salwani, O 1 and Sobihatun ur, A.S 2 1 Universiti Utara Malaysia, Malaysia, hanisalwani89@hotmail.com 2 Universiti Utara

More information

LEGO MINDSTORMS Education EV3 Coding Activities

LEGO MINDSTORMS Education EV3 Coding Activities LEGO MINDSTORMS Education EV3 Coding Activities s t e e h s k r o W t n e d Stu LEGOeducation.com/MINDSTORMS Contents ACTIVITY 1 Performing a Three Point Turn 3-6 ACTIVITY 2 Written Instructions for a

More information

TEACHING AND EXAMINATION REGULATIONS (TER) (see Article 7.13 of the Higher Education and Research Act) MASTER S PROGRAMME EMBEDDED SYSTEMS

TEACHING AND EXAMINATION REGULATIONS (TER) (see Article 7.13 of the Higher Education and Research Act) MASTER S PROGRAMME EMBEDDED SYSTEMS TEACHING AND EXAMINATION REGULATIONS (TER) (see Article 7.13 of the Higher Education and Research Act) 2015-2016 MASTER S PROGRAMME EMBEDDED SYSTEMS UNIVERSITY OF TWENTE 1 SECTION 1 GENERAL... 3 ARTICLE

More information

Introduction to Mobile Learning Systems and Usability Factors

Introduction to Mobile Learning Systems and Usability Factors Introduction to Mobile Learning Systems and Usability Factors K.B.Lee Computer Science University of Northern Virginia Annandale, VA Kwang.lee@unva.edu Abstract - Number of people using mobile phones has

More information

An empirical study of learning speed in backpropagation

An empirical study of learning speed in backpropagation Carnegie Mellon University Research Showcase @ CMU Computer Science Department School of Computer Science 1988 An empirical study of learning speed in backpropagation networks Scott E. Fahlman Carnegie

More information

White Paper. The Art of Learning

White Paper. The Art of Learning The Art of Learning Based upon years of observation of adult learners in both our face-to-face classroom courses and using our Mentored Email 1 distance learning methodology, it is fascinating to see how

More information

Experimental Use of Kit-Build Concept Map System to Support Reading Comprehension of EFL in Comparing with Selective Underlining Strategy

Experimental Use of Kit-Build Concept Map System to Support Reading Comprehension of EFL in Comparing with Selective Underlining Strategy Experimental Use of Kit-Build Concept Map System to Support Reading Comprehension of EFL in Comparing with Selective Underlining Strategy Mohammad ALKHATEEB Department of Information Engineering Hiroshima

More information

Artificial Neural Networks

Artificial Neural Networks Artificial Neural Networks Andres Chavez Math 382/L T/Th 2:00-3:40 April 13, 2010 Chavez2 Abstract The main interest of this paper is Artificial Neural Networks (ANNs). A brief history of the development

More information

THE VIRTUAL WELDING REVOLUTION HAS ARRIVED... AND IT S ON THE MOVE!

THE VIRTUAL WELDING REVOLUTION HAS ARRIVED... AND IT S ON THE MOVE! THE VIRTUAL WELDING REVOLUTION HAS ARRIVED... AND IT S ON THE MOVE! VRTEX 2 The Lincoln Electric Company MANUFACTURING S WORKFORCE CHALLENGE Anyone who interfaces with the manufacturing sector knows this

More information

Quantitative Evaluation of an Intuitive Teaching Method for Industrial Robot Using a Force / Moment Direction Sensor

Quantitative Evaluation of an Intuitive Teaching Method for Industrial Robot Using a Force / Moment Direction Sensor International Journal of Control, Automation, and Systems Vol. 1, No. 3, September 2003 395 Quantitative Evaluation of an Intuitive Teaching Method for Industrial Robot Using a Force / Moment Direction

More information

Document number: 2013/ Programs Committee 6/2014 (July) Agenda Item 42.0 Bachelor of Engineering with Honours in Software Engineering

Document number: 2013/ Programs Committee 6/2014 (July) Agenda Item 42.0 Bachelor of Engineering with Honours in Software Engineering Document number: 2013/0006139 Programs Committee 6/2014 (July) Agenda Item 42.0 Bachelor of Engineering with Honours in Software Engineering Program Learning Outcomes Threshold Learning Outcomes for Engineering

More information

MYCIN. The MYCIN Task

MYCIN. The MYCIN Task MYCIN Developed at Stanford University in 1972 Regarded as the first true expert system Assists physicians in the treatment of blood infections Many revisions and extensions over the years The MYCIN Task

More information

EEAS 101 BASIC WIRING AND CIRCUIT DESIGN. Electrical Principles and Practices Text 3 nd Edition, Glen Mazur & Peter Zurlis

EEAS 101 BASIC WIRING AND CIRCUIT DESIGN. Electrical Principles and Practices Text 3 nd Edition, Glen Mazur & Peter Zurlis EEAS 101 REQUIRED MATERIALS: TEXTBOOK: WORKBOOK: Electrical Principles and Practices Text 3 nd Edition, Glen Mazur & Peter Zurlis Electrical Principles and Practices Workbook 3 nd Edition, Glen Mazur &

More information

PART 1. A. Safer Keyboarding Introduction. B. Fifteen Principles of Safer Keyboarding Instruction

PART 1. A. Safer Keyboarding Introduction. B. Fifteen Principles of Safer Keyboarding Instruction Subject: Speech & Handwriting/Input Technologies Newsletter 1Q 2003 - Idaho Date: Sun, 02 Feb 2003 20:15:01-0700 From: Karl Barksdale To: info@speakingsolutions.com This is the

More information

An Introduction to Simio for Beginners

An Introduction to Simio for Beginners An Introduction to Simio for Beginners C. Dennis Pegden, Ph.D. This white paper is intended to introduce Simio to a user new to simulation. It is intended for the manufacturing engineer, hospital quality

More information

Education & Training Plan Civil Litigation Specialist Certificate Program with Externship

Education & Training Plan Civil Litigation Specialist Certificate Program with Externship C.15.33 (Created 07-17-2017) AUBURN OHICE OF P ROFESSIONAL AND CONTINUING EDUCATION Office of Professional & Continuing Education 301 OD Smith Hall Auburn, AL 36849 http://www.auburn.edu/mycaa Contact:

More information

Pod Assignment Guide

Pod Assignment Guide Pod Assignment Guide Document Version: 2011-08-02 This guide covers features available in NETLAB+ version 2010.R5 and later. Copyright 2010, Network Development Group, Incorporated. NETLAB Academy Edition

More information

LOS ANGELES CITY COLLEGE (LACC) ALTERNATE MEDIA PRODUCTION POLICY EQUAL ACCESS TO INSTRUCTIONAL AND COLLEGE WIDE INFORMATION

LOS ANGELES CITY COLLEGE (LACC) ALTERNATE MEDIA PRODUCTION POLICY EQUAL ACCESS TO INSTRUCTIONAL AND COLLEGE WIDE INFORMATION LOS ANGELES CITY COLLEGE (LACC) ALTERNATE MEDIA PRODUCTION POLICY EQUAL ACCESS TO INSTRUCTIONAL AND COLLEGE WIDE INFORMATION Federal and state regulations (see footer) require the provision of equal access

More information

P. Belsis, C. Sgouropoulou, K. Sfikas, G. Pantziou, C. Skourlas, J. Varnas

P. Belsis, C. Sgouropoulou, K. Sfikas, G. Pantziou, C. Skourlas, J. Varnas Exploiting Distance Learning Methods and Multimediaenhanced instructional content to support IT Curricula in Greek Technological Educational Institutes P. Belsis, C. Sgouropoulou, K. Sfikas, G. Pantziou,

More information

Learning Microsoft Publisher , (Weixel et al)

Learning Microsoft Publisher , (Weixel et al) Prentice Hall Learning Microsoft Publisher 2007 2008, (Weixel et al) C O R R E L A T E D T O Mississippi Curriculum Framework for Business and Computer Technology I and II BUSINESS AND COMPUTER TECHNOLOGY

More information

Process to Identify Minimum Passing Criteria and Objective Evidence in Support of ABET EC2000 Criteria Fulfillment

Process to Identify Minimum Passing Criteria and Objective Evidence in Support of ABET EC2000 Criteria Fulfillment Session 2532 Process to Identify Minimum Passing Criteria and Objective Evidence in Support of ABET EC2000 Criteria Fulfillment Dr. Fong Mak, Dr. Stephen Frezza Department of Electrical and Computer Engineering

More information

Practical Integrated Learning for Machine Element Design

Practical Integrated Learning for Machine Element Design Practical Integrated Learning for Machine Element Design Manop Tantrabandit * Abstract----There are many possible methods to implement the practical-approach-based integrated learning, in which all participants,

More information

Abstractions and the Brain

Abstractions and the Brain Abstractions and the Brain Brian D. Josephson Department of Physics, University of Cambridge Cavendish Lab. Madingley Road Cambridge, UK. CB3 OHE bdj10@cam.ac.uk http://www.tcm.phy.cam.ac.uk/~bdj10 ABSTRACT

More information

eportfolio Trials in Three Systems: Training Requirements for Campus System Administrators, Faculty, and Students

eportfolio Trials in Three Systems: Training Requirements for Campus System Administrators, Faculty, and Students eportfolio Trials in Three Systems: Training Requirements for Campus System Administrators, Faculty, and Students Mary Bold, Ph.D., CFLE, Associate Professor, Texas Woman s University Corin Walker, M.S.,

More information

Institutionen för datavetenskap. Hardware test equipment utilization measurement

Institutionen för datavetenskap. Hardware test equipment utilization measurement Institutionen för datavetenskap Department of Computer and Information Science Final thesis Hardware test equipment utilization measurement by Denis Golubovic, Niklas Nieminen LIU-IDA/LITH-EX-A 15/030

More information

Driving Competitiveness. Delivering Growth and Sustainable Jobs. 29 May 2013 Dublin Castle, Ireland

Driving Competitiveness. Delivering Growth and Sustainable Jobs. 29 May 2013 Dublin Castle, Ireland Driving Competitiveness Delivering Growth and Sustainable Jobs 29 May 2013 Dublin Castle, Ireland Driving Competitiveness at SteriPack Cormac Kinahan BRIEF INTRODUCTION TO STERIPACK Established in 1994,

More information

ACCOMMODATIONS FOR STUDENTS WITH DISABILITIES

ACCOMMODATIONS FOR STUDENTS WITH DISABILITIES 0/9/204 205 ACCOMMODATIONS FOR STUDENTS WITH DISABILITIES TEA Student Assessment Division September 24, 204 TETN 485 DISCLAIMER These slides have been prepared and approved by the Student Assessment Division

More information