System Design Models of AOM: Agent Model, Agent Acquaintance Model, Interaction Model, Agent Knowledge Model and Agent Behaviour Model

Size: px
Start display at page:

Download "System Design Models of AOM: Agent Model, Agent Acquaintance Model, Interaction Model, Agent Knowledge Model and Agent Behaviour Model"

Transcription

1 System Design Models of AOM: Agent Model, Agent Acquaintance Model, Interaction Model, Agent Knowledge Model and Agent Behaviour Model Prof Kuldar Taveter, Department of Informatics Tallinn University of Technology

2 The purpose of the course Learn how to design by AOM a sociotechnical system that delivers the overall solution for the end users through interactions between its components and where each component follows the execution loop of an abstract agent

3 Logistics Lectures on Wednesdays at in the main building of TUT, lecture hall U06A-229 Workshops/lab classes for stationary students on Wednesdays at in the ICT building of TUT at Akadeemia Road 15A, computer class ICT- 501 Consultation times by Prof Kuldar Taveter: on demand in the ICT building of TUT at Akadeemia Road 15A, Room ICT-634 Consultation times by Dr Alex Norta: on demand in the ICT building of TUT at Akadeemia Road 15A, Room ICT-639 or Skype: alexbafana

4 Communication Screen Shot at PM Course webpage: or Skype: alexbafana

5 Miniproject Design by agent-oriented modelling and prototyping or simulation of a sociotechnical system Desired features: Open Social Intelligent Adaptive Solves a real-world problem no dating services! Interdisciplinary examples from 2013:Two Mektory projects: Healthminer Phoenix

6 Assessment Presentation of goal model and role models 5% Presentation of analysis models 5% Presentation of analysis and design models 5% Final presentation of miniprojects 15% Submitted report approximately 2000 words of text along with appendices, figures, tables, graphs and examples of source code 20% Final written exam 50% Teams of 3-4 students and topics for miniprojects should be agreed and short proposals should be sent to Prof Taveter by the 18th of February

7 Workshops / lab classes Using JADE ( or some other relevant platform of your choice like Jason ( for implementing your miniproject Presentations on miniprojects Help and advice on miniprojects

8 Imposing structure on P2P systems Protocol for the network Roles for the nodes Private vs shared data Partial or full automation for the nodes (sociotechnical system) Digital assets Smart contracts between smart nodes aka agents Distributed autonomous organizations consisting of agents

9 Last time Goal Model Role Model Organization Model Domain Knowledge Model

10 Running example: Fair grocery shopping Customers post the prices they paid for their groceries and QoS information A prospective shopper enters a grocery list and obtains a pointer to the store(s) with the lowest total price (and best service) Each customer has an app representing his/her interests and interacting with the agents of the other customers Results from initial experiments by Prof. Michael Huhns and Hongying Du: savings up to 21% can be obtained!

11 Product information P2P system Product information Product information

12 Price information P2P system Price information Price information

13 Part VI DECIDING SOFTWARE COMPONENTS

14 Software, hardware, humans,? We now need to decide the software system boundary of the socio-technical system

15 Software system boundary for fair grocery shopping IsPeerTo IsBenevolentTo Customer Store Controls IsPeerTo Assistant Coordinator

16 Software system boundary for smart parking IsPeerTo Controls isbenevolentto Commuter Parking Assistant isbenevolentto GPS Service Provider Parking Service Provider Private Parking Service Provider Municipal Parking Service Provider

17 Agents We now need to decide the types of components agents of the sociotechnical system Why agents? Proactivity Reactivity Social nature

18 What is agent? An active entity as opposed to a passive entity An entity that can act in the environment, perceive events, and reason An entity that acts on behalf of someone or somebody

19 Agent Agent is an entity that perceives and affects its environment and performs reasoning Agent is: reactive; proactive; social. Agent interacts in an asynchronous way

20 The abstract agent architecture

21 The execution loop of an abstract agent while the agent is unfulfilled do sense the environment; update the knowledge base; reason; choose actions; act; end while

22 What is intelligent agent? An agent that is reactive, proactive, and social Examples

23 Anthropomorphic qualities Beliefs Responsibilities Expectations Capabilities Goals Desires Intentions

24 The Viewpoint Framework Viewpoint aspect Abstraction layer Interaction Information Behavior Analysis Role models and organization model Domain model Goal models Design Agent models, acquaintance model, and interaction models Knowledge model Scenarios and agent behavior models Prototyping Interaction prototyping Information prototyping Behavior prototyping

25 Agent model The purpose of agent models is to transform The abstract constructs from the analysis stage roles to design constructs agent types that will be realized at runtime Many-to-many relationship between roles and agent types

26 Agent model for Patient Agent type name ShopBot Description Role(s) The Intelligent Digital Assistant for a grocery shopper Assistant Environmental considerations Barcode Scanner

27 Agent types in the smart parking system? IsPeerTo Controls isbenevolentto Commuter Parking Assistant isbenevolentto GPS Service Provider Parking Service Provider Private Parking Service Provider Municipal Parking Service Provider

28 The Viewpoint Framework Viewpoint aspect Abstraction layer Interaction Information Behavior Analysis Role models and organization model Domain model Goal models Design Agent models, acquaintance model, and interaction models Knowledge model Scenarios and agent behavior models Prototyping Interaction prototyping Information prototyping Behavior prototyping

29 Acquaintance model The acquaintance model complements the agent model by outlining interaction pathways between the agents of the system

30 Acquaintance model for fair grocery shopping

31 Acquaintance model for smart parking?

32 The Viewpoint Framework Viewpoint aspect Abstraction layer Interaction Information Behavior Analysis Role models and organization model Domain model Goal models Design Agent models, acquaintance model, and interaction models Knowledge model Scenarios and agent behaviour models Prototyping Interaction prototyping Information prototyping Behavior prototyping

33 Interaction model Represents an interaction pattern between agents Is based on responsibilities defined for the corresponding roles

34 Two kinds of interaction models Pure interaction models Protocol models

35 UML-style interaction diagram

36 Interaction-sequence diagram

37 Interaction-frame diagram

38 Protocol model

39 The Viewpoint Framework Viewpoint aspect Abstraction layer Interaction Information Behavior Analysis Role models and organization model Domain model Goal models Design Agent models, acquaintance model, and interaction models Knowledge model Scenarios and agent behaviour models Prototyping Interaction prototyping Information prototyping Behavior prototyping

40 Knowledge model Elaboration of the domain model Represents the knowledge that agents have about their environments and about themselves Can be viewed as an ontology providing a framework of knowledge for the agents of the problem domain

41 Concept for domain models Domain entity

42 What is domain entity? A modular unit of knowledge handled by a sociotechnical system Examples

43 Domain model Domain model represents the knowledge within the system that the system is supposed to handle A domain model consists of domain entities and relationships between them. A domain entity is? A domain model relates domain entities to roles

44 Domain model for fair grocery shopping (1) SHOPPING BASKET Creates Is based on FUEL COST Considers Considers SHOPPING LIST Is based on Assistant Considers Considers STORE LOCATION PRODUCT INFORMATION

45 Domain model for fair grocery shopping (2)

46 Knowledge model for fair grocery shopping 1 PRODUCT INFORMATION 1 1 PRODUCT * STORE INFORMATION * * * Knows about * 1 * Knows about 1 Coordinator Agent SHOPPING BASKET * * Consists of 1 1 Is based on ROUTE 1 * Knows about Calculates 1 1 Creates 1 1 ShopBot Knows about Is based on * 1 SHOPPING LIST * Knows about 1 Human Agent

47 Domain model for smart parking Negotiates PARKING PREFERENCES Knows Knows DESTINATION Parking Assistant Asks about PARKING STATUS Informs Recommends PARKING SPOT Informs CHARGE PARKING SPOT Consist of PARKING RESOURCES Knows Parking Service Provider

48 Knowledge model for smart parking? Negotiates PARKING PREFERENCES Knows Knows DESTINATION Parking Assistant Asks about PARKING STATUS Informs Recommends PARKING SPOT Informs CHARGE PARKING SPOT Consist of PARKING RESOURCES Knows Parking Service Provider

49 The Viewpoint Framework Viewpoint aspect Abstraction layer Interaction Information Behavior Analysis Role models and organization model Domain model Goal models Design Agent models, acquaintance model, and interaction models Knowledge model Scenarios and agent behaviour models Prototyping Interaction prototyping Information prototyping Behavior prototyping

50 Agent behaviour models An agent behaviour model addresses what an individual agent of a given type does

51 Agent behaviour model 1

52 Agent behaviour model 2

53 Today Introductory workshop to CPN Tools

54 Next time On 16 March 2016: Lecture Agent Architectures, Prof Kuldar Taveter Workshop: Transformation of AOM for STS to CPN Tools and Simulation

A Knowledge Market Prototype: From Conception to Execution

A Knowledge Market Prototype: From Conception to Execution A Knowledge Market Prototype: From Conception to Execution Prof. Dr.-Ing. Wolfgang Maass Faculty of Digital Media & Research Center for Intelligent Media, Furtwangen University http://im.dm.hs-furtwangen.de

More information

Requirements Engineering

Requirements Engineering Requirements Engineering Software Engineering Andreas Zeller Saarland University Requirements Engineering The Real World Requirements Engineering A description of what the system should do (but not how)

More information

CHAPTER 2 LITERATURE SURVEY

CHAPTER 2 LITERATURE SURVEY 10 CHAPTER 2 LITERATURE SURVEY This chapter provides the related work that has been done about the software performance requirements which includes the sub sections like requirements engineering, functional

More information

Software Architecture

Software Architecture Ingo Arnold Department Computer Science University of Basel Introduction Software «HR System» Case Study HR System Case Study Case Study HR-System 2 (C) by Ingo Arnold IT HR System Case Study HR System

More information

Opportunities and Risks of Digitalization for Climate Protection in Switzerland

Opportunities and Risks of Digitalization for Climate Protection in Switzerland Informatics and Sustainability Research Group Opportunities and Risks of Digitalization for Climate Protection in Switzerland Executive Summary Lorenz M. Hilty, Jan C. T. Bieser Department of Informatics

More information

Intelligent Residential Package Delivery. pad.tz.net

Intelligent Residential Package Delivery. pad.tz.net Intelligent Residential Package Delivery. pad.tz.net Every year the number of delivered parcels increases. Within a high density apartment condominium, getting parcels into the right hands takes considerable

More information

Functional requirements and acceptance testing

Functional requirements and acceptance testing Functional requirements and acceptance testing Lecture 3 Software Engineering TDDC88/TDDC93 autumn 2007 Department of Computer and Information Science Linköping University, Sweden Message from the course

More information

Oriented Programming. Olivier Boissier. MAS Dpt/G2I/EMSE 158 cours Fauriel, Saint-Etienne Cedex France

Oriented Programming. Olivier Boissier. MAS Dpt/G2I/EMSE 158 cours Fauriel, Saint-Etienne Cedex France Multi-Agent Oriented Programming Olivier Boissier MAS Dpt/G2I/EMSE 158 cours Fauriel, 42023 Saint-Etienne Cedex France Olivier.Boissier@emse.fr Tel : 33 4 77 42 66 14 Fax : 33 4 77 42 66 66 1 Motivation

More information

INTERNATIONAL PROFESSIONAL CERTIFICATION PROGRAM IN PURCHASING AND SUPPLY CHAIN MANAGEMENT IPSCM

INTERNATIONAL PROFESSIONAL CERTIFICATION PROGRAM IN PURCHASING AND SUPPLY CHAIN MANAGEMENT IPSCM INTERNATIONAL PROFESSIONAL CERTIFICATION PROGRAM IN PURCHASING AND SUPPLY CHAIN MANAGEMENT IPSCM INTERNATIONAL PROFESSIONAL CERTIFICATION PROGRAM IN PURCHASING AND SUPPLY CHAIN MANAGEMENT The Modular System

More information

Workshop on Grids, Clouds & Service Infrastructures December IRMOS: The first step in real-time technologies for distributed systems

Workshop on Grids, Clouds & Service Infrastructures December IRMOS: The first step in real-time technologies for distributed systems Workshop on Grids, Clouds & Service 02-03 December 2009 IRMOS: The first step in real-time technologies for distributed systems Dimosthenis Kyriazis National Technical University of Athens dkyr@telecom.ntua.gr

More information

It will also enable you to manage the expectations of your clients or management, as they will know exactly what to expect.

It will also enable you to manage the expectations of your clients or management, as they will know exactly what to expect. Functional Specification / Requirement Document (FSD / FRD) The Functional Specification Document (FSD) in software development is a formal document that describes the functions of the software/system

More information

Architecture of Distributed Systems Homework assignment 2. R.H. Mak

Architecture of Distributed Systems Homework assignment 2. R.H. Mak Architecture of Distributed Systems 2017-2018 Homework assignment 2 R.H. Mak 28-Sep-17 Rudolf Mak TU/e Computer Science 2IMN10-HW2 The assignment In this assignment, you have to deliver a rudimentary architectural

More information

SIMULATION ON DEMAND: Using SIMPROCESS in an SOA Environment

SIMULATION ON DEMAND: Using SIMPROCESS in an SOA Environment SIMULATION ON DEMAND: Using SIMPROCESS in an SOA Environment Joseph M DeFee Senior Vice President Advanced Systems Division CACI Services-Oriented Architecture The one constant in business is change. New

More information

E-Procurement Reference Model for Small Government Department

E-Procurement Reference Model for Small Government Department E-Procurement Reference Model for Small Government Department Hamirul Aini Hambali a, Nazib Nordin b, Haslina Mohd c a, b, c College of Arts and Sciences Universiti Utara Malaysia, 06010 Sintok, Kedah

More information

Customer-centric transportation network modelling

Customer-centric transportation network modelling www.pwc.com.au Customer-centric transportation network modelling Agent-based modelling in (Australia) Insight Analytics Introduction Public Transportation Services across Australia are undergoing transformation

More information

Cyber-physical systems for processes and organisation NEO SKILLS PORTFOLIO

Cyber-physical systems for processes and organisation NEO SKILLS PORTFOLIO Cyber-physical systems for processes and organisation NEO SKILLS PORTFOLIO WEIGANG.NEO: Our Philosophy Leading innovator in production organisation of the future WEIGANG.NEO stands for modern, revolutionary

More information

Improved Accessibility in North-Eastern Baltic Sea Region NSB CoRe project

Improved Accessibility in North-Eastern Baltic Sea Region NSB CoRe project Improved Accessibility in North-Eastern Baltic Sea Region NSB CoRe project Tālis Linkaits Head of VASAB Secretariat 1 December 2016, Riga Europeans on the Move A cooperation of ministers of the 11 Baltic

More information

MDA Overview Applied MDA

MDA Overview Applied MDA IBM Software Group MDA Overview Applied MDA Jim Amsden Senior Software Engineer IBM Rational Software jamsden@us.ibm,com Tutorial: MDA, UML, and applicability to SOA (C) IBM Corporation March 2006 Agenda!

More information

Software Life Cycle. Main Topics. Introduction

Software Life Cycle. Main Topics. Introduction Software Life Cycle Main Topics Study the different life cycle models Study the difference between software maintenance and evolution Study product line engineering as a design methodology 2 Introduction

More information

THE IOT CORE INDUSTRIAL EDGE INTELLIGENCE PLATFORM

THE IOT CORE INDUSTRIAL EDGE INTELLIGENCE PLATFORM THE IOT CORE INDUSTRIAL EDGE INTELLIGENCE PLATFORM FOG/ EDGE REAL-TIME ANALYTICS AND MACHINE LEARNING The IoT Core enables a broad range of industrial IoT applications providing new levels of autonomy,

More information

Software Agents Theory and Practice. Frank Dignum, Virginia Dignum, Mehdi Dastani, Utrecht University

Software Agents Theory and Practice. Frank Dignum, Virginia Dignum, Mehdi Dastani, Utrecht University Software Agents Theory and Practice Frank Dignum, Virginia Dignum, Mehdi Dastani, Utrecht University Issues to be discussed Software agents? Definition of software agents Theory and architecture of agents

More information

Evolution of the smart factory leading to new business models

Evolution of the smart factory leading to new business models Evolution of the smart factory leading to new business models We kindly invite you in the Deloitte Digital Factory Trends Our Digital Factory provides an innovative environment, combining the old and the

More information

Industry 4.0 Training for the factory of the future

Industry 4.0 Training for the factory of the future Industry 4.0 Training for the factory of the future Industry 4.0 the future of production What changes can industry expect? The answer to this question lies in the new ways in which people, machines and

More information

Industry 4.0 Qualification for the factory of the future

Industry 4.0 Qualification for the factory of the future Industry 4.0 Qualification for the factory of the future Industry 4.0 the future of production What changes can industry expect? The answer to this question lies in the new ways in which people, machines

More information

EEL 4924 Electrical Engineering Design (Senior Design) Preliminary Design Report

EEL 4924 Electrical Engineering Design (Senior Design) Preliminary Design Report EEL 4924 Electrical Engineering Design (Senior Design) Preliminary Design Report February 2, 2012 Project Title: Smart Fridge Team Members: Seth Goldberg & Kelly McEachern Project Abstract: Our project

More information

Software Agents. Tony White

Software Agents. Tony White Software Agents Tony White arpwhite@scs.carleton.ca Overview Motivation and definitions Why do we need agents? What is an agent? Agent architectures technologies, issues, advantages, disadvantages Collaboration

More information

System Sequence Diagrams. CSC 440: Software Engineering Slide #1

System Sequence Diagrams. CSC 440: Software Engineering Slide #1 System Sequence Diagrams CSC 440: Software Engineering Slide #1 Topics 1. Objectives 2. What is a SSD? 3. Notation 4. SSDs and Use Cases CSC 440: Software Engineering Slide #2 What is a SSD? A quick and

More information

"Charting the Course... MOC C Administering System Center Configuration Manager and Intune. Course Summary

Charting the Course... MOC C Administering System Center Configuration Manager and Intune. Course Summary Description Course Summary Get expert instruction and hands-on practice configuring and managing clients and devices by using Microsoft System Center v1511, Microsoft Intune, and their associated site

More information

Performance-Oriented Software Architecture Engineering: an Experience Report

Performance-Oriented Software Architecture Engineering: an Experience Report Performance-Oriented Software Architecture Engineering: an Experience Report Chung-Horng Lung, Anant Jalnapurkar, Asham El-Rayess SEAL - Software Engineering Analysis Lab Nortel Networks Software Architecture

More information

Campus Tracking System Based On IoT Yibiao Pi

Campus Tracking System Based On IoT Yibiao Pi Applied Mechanics and Materials Online: 2014-08-11 ISS: 1662-7482, Vols. 599-601, pp 1416-1419 doi:10.4028/www.scientific.net/amm.599-601.1416 2014 Trans Tech Publications, Switzerland Campus Tracking

More information

Requirements Knowledge Model. Business. Event. Business. responding. Business. Use Case 1.. Business tracing * * * * Requirement

Requirements Knowledge Model. Business. Event. Business. responding. Business. Use Case 1.. Business tracing * * * * Requirement Requirements Knowledge Model This model provides a language for communicating the knowledge that you discover during requirements-related activities. We present it here as a guide to the information you

More information

Building smart products: best practices for multicore software development

Building smart products: best practices for multicore software development IBM Software Rational Thought Leadership White Paper Building smart products: best practices for multicore software development 2 Building smart products: best practices for multicore software development

More information

THE SMART FACTORY WITH A PART PRODUCTION CONCEPT IN HIGHER EDUCATION

THE SMART FACTORY WITH A PART PRODUCTION CONCEPT IN HIGHER EDUCATION THE SMART FACTORY WITH A PART PRODUCTION CONCEPT IN HIGHER EDUCATION ABSTRACT M.Sc. Gorazd Rakovec, B.Sc. Kibernova, cybernetics, development engineering s.p., Senior Consultant and Lecturer at Higher

More information

Shoptimus Prime Final Report. Michael Kipper & Bryce Leung University of Toronto ECE 1778

Shoptimus Prime Final Report. Michael Kipper & Bryce Leung University of Toronto ECE 1778 Shoptimus Prime Final Report Michael Kipper & Bryce Leung University of Toronto ECE 1778 Introduction The goal of this project, Shoptimus Prime, is to create a mobile grocery shopping application targeting

More information

The 2017 Hilti IoT Competition. Internet of Hilti

The 2017 Hilti IoT Competition. Internet of Hilti The 2017 Hilti IoT Competition Call for Submission Internet of Things @ Hilti Join Hilti s IoT Competition and help elevate Hilti s digital experience The Hilti IT Competition is an annual management initiative

More information

Collaborative Information System for Managing the Supply Chain: Architecture Based on a Multi Agent System

Collaborative Information System for Managing the Supply Chain: Architecture Based on a Multi Agent System Int. J. Research in Industrial Engineering, pp. 1-16 Volume 2, Number 2, 2013 International Journal of Research in Industrial Engineering journal homepage: www.nvlscience.com/index.php/ijrie Collaborative

More information

CHAPTER 17. Intelligent Software Agents and Creativity

CHAPTER 17. Intelligent Software Agents and Creativity CHAPTER 17 Intelligent Software Agents and Creativity 1 Intelligent Software Agents: An Overview Intelligent Agent (IA): Computer program that helps a user with routine computer tasks New Technology Other

More information

Discovering the Scope of Mobile Agent Technology in Cloud Computing Environment: A Study

Discovering the Scope of Mobile Agent Technology in Cloud Computing Environment: A Study Discovering the Scope of Mobile Agent Technology in Cloud Computing Environment: A Study Mrs.Snehal A.Narale Abstract- The Cloud Computing has come into spectacle as a new computing archetype. It proposed

More information

EVALUATION OF ARIS AND ZACHMAN FRAMEWORKS AS ENTERPRISE ARCHITECTURES

EVALUATION OF ARIS AND ZACHMAN FRAMEWORKS AS ENTERPRISE ARCHITECTURES UDC: 004.45 Original scientific paper EVALUATION OF ARIS AND ZACHMAN FRAMEWORKS AS ENTERPRISE ARCHITECTURES Melita Kozina University of Zagreb,Faculty of Organization and Informatics, Varaždin, Croatia

More information

System Survey. Commercial and Industrial Companies KPMG.lu

System Survey. Commercial and Industrial Companies KPMG.lu System Survey Commercial and Industrial Companies 2016 KPMG.lu Preamble We are proud to publish the first ever edition of our IT System Survey for commercial and industrial (hereafter C&I ) companies in

More information

The Internet of Simulation: Enabling Agile Model Based Systems Engineering for Cyber-Physical Systems

The Internet of Simulation: Enabling Agile Model Based Systems Engineering for Cyber-Physical Systems The Internet of Simulation: Enabling Agile Model Based Systems Engineering for Cyber-Physical Systems Stephen Clement, David McKee, Richard Romano, Jie Xu Jose-Maria Lopez-Rodriguez David Battersby University

More information

Avancier Methods (AM) Applications architecture diagrams

Avancier Methods (AM) Applications architecture diagrams Methods (AM) Applications architecture diagrams It is illegal to copy, share or show this document without the written permission of the copyright holder but you can share a link to it. Context for application(s)

More information

Manufacturing operations management. Software portfolio that helps you realize innovation in the Digital Enterprise. Siemens PLM Software

Manufacturing operations management. Software portfolio that helps you realize innovation in the Digital Enterprise. Siemens PLM Software Siemens PLM Software Manufacturing operations management Software portfolio that helps you realize innovation in the Digital Enterprise www.siemens.com/mom A holistic approach to optimize the entire value

More information

REQUEST FOR PROPOSAL. Construction Management Services Not at Risk

REQUEST FOR PROPOSAL. Construction Management Services Not at Risk REQUEST FOR PROPOSAL Construction Management Services Not at Risk The St. Charles County Ambulance District proposes to retain a qualified firm/team for the Construction Management Services Not at Risk

More information

Babu Madhav Institute of Information Technology, UTU 2017

Babu Madhav Institute of Information Technology, UTU 2017 Five Years Integrated M.Sc. (IT) Semester 3 Question Bank 060010312 CC9 Software Engineering Unit 1 Introduction to Software Engineering and Object-Oriented Concepts 1. What is software? 2. Which documents

More information

EUROPASS DIPLOMA SUPPLEMENT

EUROPASS DIPLOMA SUPPLEMENT EUROPASS DIPLOMA SUPPLEMENT TITLE OF THE DIPLOMA (ES) Técnico Superior en Administración y Finanzas TRANSLATED TITLE OF THE DIPLOMA (EN) (1) Higher Technician in Administration and Finance ------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------------

More information

IIBA Global Business Analysis Core Standard. A Companion to A Guide to the Business Analysis Body of Knowledge (BABOK Guide) Version 3

IIBA Global Business Analysis Core Standard. A Companion to A Guide to the Business Analysis Body of Knowledge (BABOK Guide) Version 3 IIBA Global Business Analysis Core Standard A Companion to A Guide to the Business Analysis Body of Knowledge (BABOK Guide) Version 3 International Institute of Business Analysis, Toronto, Ontario, Canada.

More information

OVERVIEW OF THE INDUSTRIAL DATA SPACE

OVERVIEW OF THE INDUSTRIAL DATA SPACE OVERVIEW OF THE INDUSTRIAL DATA SPACE Fraunhofer-Gesellschaft zur Förderung der angewandten Forschung e.v. October 2015 Fraunhofer Page 1 CONTENTS Driver of innovation and the role of data Key aspects

More information

Digitization within the Chemical Industry ECRN Event on Digitizing European Industry

Digitization within the Chemical Industry ECRN Event on Digitizing European Industry Digitization within the Chemical Industry ECRN Event on Digitizing European Industry 22 March 2017 Martin Winter Profile of the EU Chemical Industry 29 000 companies, 96% SMEs 1.17 million of jobs 551

More information

Requirements Engineering. Andreas Zeller Saarland University

Requirements Engineering. Andreas Zeller Saarland University Requirements Engineering Software Engineering Andreas Zeller Saarland University Communication project initiation requirements gathering Planning estimating scheduling tracking Waterfall Model (1968) Modeling

More information

Industrial Value Chain Reference Architecture

Industrial Value Chain Reference Architecture Industrial Value Chain Reference Architecture 24 April 2017 at Hall 8 Stand D19 Yasuyuki Nishioka, Prof. Dr. Hosei University Industrial Value Chain Initiative Outline 1. Scenario-based Use Case for Practical

More information

EE-379 Embedded Systems and Applications Introduction

EE-379 Embedded Systems and Applications Introduction EE-379 Embedded Systems and Applications Introduction Cristinel Ababei Department of Electrical Engineering, University at Buffalo Spring 2013 Note: This course is offered as EE 459/500 in Spring 2013

More information

Cloud as the enabler for new value chains

Cloud as the enabler for new value chains Cloud as the enabler for new value chains Dr. Christian Schlögel CTO KUKA AG Page: 1 Agenda Digitalization Enablers 2 Dimensions Value Stream Transformation of Value Chain Cloud Architecture What we can

More information

APCO Developing applications for the public safety marketplace: Traviss Green Business Development Manager Lockheed Martin Corporation

APCO Developing applications for the public safety marketplace: Traviss Green Business Development Manager Lockheed Martin Corporation APCO 2014 Developing applications for the public safety marketplace: Traviss Green Business Development Manager Lockheed Martin Corporation Key Presentation Themes The Academic Community Is Embracing the

More information

INUDSTRY 4.0 SMART FACTORY

INUDSTRY 4.0 SMART FACTORY INUDSTRY 4.0 SMART FACTORY How can we categorize Smart Factory with regard to industry 4.0 and other technologies Industry 4.0 Marketing R&D Production Logistics/SCM Data Analytics Real-time product data

More information

Lecture 3 Design Approaches and Methods

Lecture 3 Design Approaches and Methods Lecture outline Unit IMS5302 Lecture 3 Design Approaches and Methods This lecture will cover: Organisation of knowledge Gulf of execution and evaluation Design principles Methodologies for developing effective

More information

Applying data - case agriculture Environmental Data for Applications Seminar

Applying data - case agriculture Environmental Data for Applications Seminar Applying data - case agriculture Environmental Data for Applications Seminar Janne Saarela 23.9.2015 Agenda 1. Basic company information 2. Vision 3. Simple use cases 4. Context-aware services 5. Agricultural

More information

THE (R)EVOLUTION OF THE MACHINE MAKING THE FACTORY OF THE FUTURE

THE (R)EVOLUTION OF THE MACHINE MAKING THE FACTORY OF THE FUTURE MAY 2016 THE (R)EVOLUTION OF THE MACHINE MAKING THE FACTORY OF THE FUTURE Alex West, Principal Analyst, Manufacturing Technology +44 (0) 1933 402255 Alex.west@ihs.com World machinery market World machinery

More information

1) Introduction to Information Systems

1) Introduction to Information Systems 1) Introduction to Information Systems a) System: A set of related components, which can process input to produce a certain output. b) Information System (IS): A combination of hardware, software and telecommunication

More information

Business Intelligence. Slides by: Shree Jaswal

Business Intelligence. Slides by: Shree Jaswal Business Intelligence Slides by: Shree Jaswal Topics What is BI? Effective and timely decisions; Data, information and knowledge; The role of mathematical models; Business intelligence architectures; Enabling

More information

Enable Business Transformation In Banking & Financial Services Organizations through Connected Devices. Arvind Radhakrishnen.

Enable Business Transformation In Banking & Financial Services Organizations through Connected Devices. Arvind Radhakrishnen. Enable Business Transformation In Banking & Financial Services Organizations through Connected Devices Arvind Radhakrishnen @arvindrkrishnen Arvind Radhakrishnen Linkedin: https://www.linkedin.com/in/arvindradhakrishnen/

More information

GTI s Asset Lifecycle Tracking Program

GTI s Asset Lifecycle Tracking Program GTI s Asset Lifecycle Tracking Program > Northeast Gas Association s Fall Operations Conference October 4, 2012 > Paul Armstrong Gas Technology Institute GTI Overview > Not-for-profit research, with 70

More information

The Vessel for the Future Is it autonomous?

The Vessel for the Future Is it autonomous? MARITIME The Vessel for the Future Is it autonomous? Wolfgang Franzelius Head of Safety Technologies in Maritime Technology and R&D MUNIN Final Event 10 th and 11 th of June 2015 1 SAFER, SMARTER, GREENER

More information

Sistemi ICT per il Business Networking

Sistemi ICT per il Business Networking Corso di Laurea Specialistica Ingegneria Gestionale Sistemi ICT per il Business Networking Requirements Engineering Docente: Vito Morreale (vito.morreale@eng.it) 17 October 2006 1 UP Phases 1. Inception

More information

The Research of Middleware Architecture of Intelligent Logistics System Based on SOA

The Research of Middleware Architecture of Intelligent Logistics System Based on SOA American Journal of Software Engineering and Applications 2015; 4(6): 115-120 Published online October 23, 2015 (http://www.sciencepublishinggroup.com/j/ajsea) doi: 10.11648/j.ajsea.20150406.13 ISSN: 2327-2473

More information

Requirements Elicitation. Software Requirements and Design CITS 4401 Lecture 17

Requirements Elicitation. Software Requirements and Design CITS 4401 Lecture 17 Requirements Elicitation Software Requirements and Design CITS 4401 Lecture 17 Lecture Overview What is requirements elicitation? Underlying difficulties Generic Techniques Specific Techniques Requirements

More information

Professional Development Academic Honesty University Academic Integrity Policy

Professional Development Academic Honesty University Academic Integrity Policy HR Strategy IV: Designing and Implementing Human Capital Strategies in an Era of Change 38:533:690:02 Spring 2018 Room: 006 Janice H. Levin Building Wednesdays 4:30 7:10 p.m. Professor: Bill Castellano

More information

TECSYS Benefits. Improve margin performance. Optimize preference cards. Free up operating room time. Reduce inventory value and wastage

TECSYS Benefits. Improve margin performance. Optimize preference cards. Free up operating room time. Reduce inventory value and wastage useit in the OR TECSYS Benefits Improve margin performance Optimize preference cards Reduce inventory value and wastage Free up operating room time Capacity to manage evidence-based PPI standardization

More information

LINEE GUIDA IN MEDICINA. Corso di Informatica Medica

LINEE GUIDA IN MEDICINA. Corso di Informatica Medica Università degli Studi di Trieste Corso di Laurea Magistrale in INGEGNERIA CLINICA LINEE GUIDA IN MEDICINA Corso di Informatica Medica Docente Sara Renata Francesca MARCEGLIA Dipartimento di Ingegneria

More information

Real Time Analytics and Citizen Engagement in Smart Cities A perspective from Cisco Smart+Connected Communities

Real Time Analytics and Citizen Engagement in Smart Cities A perspective from Cisco Smart+Connected Communities Real Time Analytics and Citizen Engagement in Smart Cities A perspective from Cisco Smart+Connected Communities Pratish Menon Senior Manager, Customer Solutions - Cisco Smart Cities and IoT October 26,

More information

Course Organization. Lecture 1/Part 1

Course Organization. Lecture 1/Part 1 Course Organization Lecture 1/Part 1 1 Outline About me About the course Lectures Seminars Evaluation Literature 2 About me: Ing. RNDr. Barbora Bühnová, Ph.D. Industrial experience Research Quality of

More information

Management Information Systems (MIS)

Management Information Systems (MIS) Management Information Systems (MIS) Maria-Iuliana Dascalu, PhD www.mariaiulianadascalu.com mariaiuliana.dascalu@gmail.com University POLITEHNICA of Bucharest Faculty of Engineering in Foreign Languages

More information

A reference architecture for managing dynamic interorganizational

A reference architecture for managing dynamic interorganizational A reference architecture for managing dynamic interorganizational business processes Hirnschall, A.H.; Grefen, P.W.P.J.; Narendra, N.C. Published in: Data & Knowledge Engineering DOI: 10.1016/j.datak.2014.04.001

More information

ARC EXECUTIVE PERSPECTIVE

ARC EXECUTIVE PERSPECTIVE ARC EXECUTIVE PERSPECTIVE JANUARY 12, 2017 L&T Infotech s IIoT Strategy Designed to Help Improve Clients Operating Performance By Ralph Rio Introduction Rohit Kedia, Chief Business Officer, Manufacturing

More information

A Bayesian Approach to Operational Decisions in Transportation Businesses

A Bayesian Approach to Operational Decisions in Transportation Businesses From: FLAIRS-02 Proceedings Copyright 2002, AAAI (wwwaaaiorg) All rights reserved A Bayesian Approach to Operational Decisions in Transportation Businesses Nils-Peter Andersson, Love Ekenberg and Aron

More information

How could Industry 4.0 transform the Steel Industry?

How could Industry 4.0 transform the Steel Industry? How could Industry 4.0 transform the Steel Industry? Future Steel Forum, Warsaw, 14.-15.6.2017 Prof. Dr. Harald Peters Statement I Digitalisation is a pre-condition for Industry 4.0, but Industry 4.0 is

More information

Digital Twin Digital Thread in Aerospace David Riemer

Digital Twin Digital Thread in Aerospace David Riemer Digital Twin Digital Thread in Aerospace David Riemer Unrestricted Siemens AG 20XX Realize innovation. Siemens Focus is to Enable Excellent Performance on Every Program Program Execution Excellence Fully

More information

SIMULATION OF AGV SYSTEM A MULTI AGENT APPROACH

SIMULATION OF AGV SYSTEM A MULTI AGENT APPROACH DAAAM INTERNATIONAL SCIENTIFIC BOOK 2012 pp. 001-018 CHAPTER 01 SIMULATION OF AGV SYSTEM A MULTI AGENT APPROACH KOMMA, V. R.; JAIN, P. K. & MEHTA, N. K. Abstract: Multi agent system is a tool to model

More information

Front Middle Back. Introduction. Sources

Front Middle Back. Introduction. Sources Introduction This paper provides an overview of the Front Back model of the record keeping value chain model. The paper is for colleagues and clients so that they can understand why we use the model, what

More information

Measurement, simulation, virtualization

Measurement, simulation, virtualization Translated article Methoden und Tools für die Entwicklung von Fahrzeugsystemen: Messung, Simulation, Virtualisierung, Elektronik Automotive Sonderausgabe Software 2016 Methods and tools for the development

More information

Roadmap & Timelines & Solution Overiew SAP Asset Strategy & Performance Management

Roadmap & Timelines & Solution Overiew SAP Asset Strategy & Performance Management Roadmap & Timelines & Solution Overiew SAP Asset Strategy & Performance August 2017 Internal Disclaimer The information in this presentation is confidential and proprietary to SAP and may not be disclosed

More information

FOR CSPs, IoT-ENABLEMENT SERVICES CAN ACCELERATE REVENUE GROWTH

FOR CSPs, IoT-ENABLEMENT SERVICES CAN ACCELERATE REVENUE GROWTH NOVEMBER 2017 FOR CSPs, IoT-ENABLEMENT SERVICES CAN ACCELERATE REVENUE GROWTH 2017 TECHNOLOGY BUSINESS RESEARCH, INC. TABLE OF CONTENTS 3 Introduction Still early days 4 Early IoT adopters face challenges

More information

EU Maritime Research Strategy th maritime research policy conference 28 June 2016

EU Maritime Research Strategy th maritime research policy conference 28 June 2016 EU Maritime Research Strategy 2030 4 th maritime research policy conference 28 June 2016 EU Maritime Research Strategy 2030 MESA project objectives: To align EU maritime research with the best future strategic

More information

EULYNX The next generation signalling strategy for Europe

EULYNX The next generation signalling strategy for Europe The next generation signalling strategy for Europe Signalling Seminar IRSE ITC JR East Frans Heijnen 7 April 2016 With thanks to Maarten van der Werff What would you do? Situation: You are an infra manager

More information

Information Systems RE Business Process and Data Analysis (cont d) + Use Case Analysis

Information Systems RE Business Process and Data Analysis (cont d) + Use Case Analysis REQUIREMENTS ENGINEERING LECTURE 2016/2017 Dr. Joerg Doerr Information Systems RE Business Process and Data Analysis (cont d) + Use Case Analysis AGENDA Basics Context Analysis Business Process & Data

More information

Component-Based Software Engineering. ECE493-Topic 5 Winter Lecture 27 Component Based Development Process (Part A)

Component-Based Software Engineering. ECE493-Topic 5 Winter Lecture 27 Component Based Development Process (Part A) Component-Based Software Engineering ECE493-Topic 5 Winter 2007 Lecture 27 Component Based Development Process (Part A) Ladan Tahvildari Assistant Professor Dept. of Elect. & Comp. Eng. University of Waterloo

More information

DATA VALUE CHAIN AND SERVICE ECOSYSTEM: -A WAY TO ACHIEVE SERVICE COMPUTING SUPPORTING "INTERNET +"

DATA VALUE CHAIN AND SERVICE ECOSYSTEM: -A WAY TO ACHIEVE SERVICE COMPUTING SUPPORTING INTERNET + International Journal of Big Data (ISSN 2326-442X) Vol. 2, No. 4, 2015 1 DATA VALUE CHAIN AND SERVICE ECOSYSTEM: -A WAY TO ACHIEVE SERVICE COMPUTING SUPPORTING "INTERNET +" Liang-Jie Zhang Kingdee Research,

More information

DHL OMNI-CHANNEL DAY 2017

DHL OMNI-CHANNEL DAY 2017 DHL OMNI-CHANNEL DAY 2017 Profitability in the Omni-Channel Era Sabine Müller, CEO DHL Consulting Innovation Center, Troisdorf, 4 May 2017 Retail industry is changing 2007 2017 2 Customer behavior is changing

More information

Industrie 4.0 Digitalization Strategy

Industrie 4.0 Digitalization Strategy Industrie 4.0 Digitalization Strategy 2015 Plant Simulation Worldwide User Conference Dr. Ulrich Rossgoderer Page 1 Digital Enterprise Platform Virtual world Real world planning Product design PLM Product

More information

A Platform for Risk Analysis of Security Critical Systems

A Platform for Risk Analysis of Security Critical Systems of Security Critical Systems Model-based Risk Analysis Targeting Security Bjørn Axel Gran Institutt for energiteknikk / OECD Halden Reactor Project bjorn.axel.gran@hrp.no Overview Introduction The CORAS

More information

Requirements Analysis and Design Definition. Chapter Study Group Learning Materials

Requirements Analysis and Design Definition. Chapter Study Group Learning Materials Requirements Analysis and Design Definition Chapter Study Group Learning Materials 2015, International Institute of Business Analysis (IIBA ). Permission is granted to IIBA Chapters to use and modify this

More information

VIRTUALISATION TECHNOLOGIES IN SOFTWARE ENGINEERING MANAGEMENT

VIRTUALISATION TECHNOLOGIES IN SOFTWARE ENGINEERING MANAGEMENT Software Engineering and Information Processing Laboratory VIRTUALISATION TECHNOLOGIES IN SOFTWARE ENGINEERING MANAGEMENT Tihana Galinac Grbac Faculty of Engineering University of Rijeka Autonomous Control

More information

Permanent parts marking on aircraft components. Utilization in MRO-Processes and on OEM units manufactured by LH Technik

Permanent parts marking on aircraft components. Utilization in MRO-Processes and on OEM units manufactured by LH Technik Permanent parts marking on aircraft components Utilization in MRO-Processes and on OEM units manufactured by LH Technik Product Divisions of the Lufthansa Technik Group to enhance the solutions for our

More information

Business Decision Maturity Model BDMM

Business Decision Maturity Model BDMM Business Decision Maturity Model BDMM Knut Hinkelmann Business Decision Maturity Model BDMM 1 Business Processes and Business Decisions Quality of business processes depends on quality of decisions Decision

More information

SIMA Reference Architecture Part 1: Activity Models

SIMA Reference Architecture Part 1: Activity Models NISTIR 5939 SIMA Reference Architecture Part 1: Activity Models Editor: Edward J. Barkmeyer Contributors: Neil Christopher Shaw C. Feng James E. Fowler Simon P. Frechette Albert Jones Kevin Jurrens Kevin

More information

SYSTEM AND SOFTWARE DESIGN USING THE UNIFIED MODELING LANGUAGE (UML)

SYSTEM AND SOFTWARE DESIGN USING THE UNIFIED MODELING LANGUAGE (UML) Michael Weintraub And Frank Tip SYSTEM AND SOFTWARE DESIGN USING THE UNIFIED MODELING LANGUAGE (UML) Thanks go to Martin Schedlbauer and to Andreas Zeller for allowing incorporation of their materials

More information

When sharing knowledge becomes a piece of cake

When sharing knowledge becomes a piece of cake Edition November 2017 imec.istart, imec.livinglabs When sharing knowledge becomes a piece of cake Imec.istart company KnowledgeFlow has developed a user-friendly tool to easily capture, share and test

More information

REDEFINE YOUR BIOMEDICAL, FACILITIES, & HEALTHCARE TECHNOLOGY MANAGEMENT STRATEGIES

REDEFINE YOUR BIOMEDICAL, FACILITIES, & HEALTHCARE TECHNOLOGY MANAGEMENT STRATEGIES ASSET & MAINTENANCE MANAGEMENT DESIGNED FOR HEALTHCARE REDEFINE YOUR BIOMEDICAL, FACILITIES, & HEALTHCARE TECHNOLOGY MANAGEMENT STRATEGIES Keeping a healthcare system performing optimally means minimizing

More information

2m Course Introduction

2m Course Introduction CBAP Exam Prep Course Length: 3 Day Course This three-day intensive and highly interactive course focuses on preparing participants to take the International Institute of Business Analysis (IIBA ) Certified

More information

E-Commerce. Other Apps. Organizational Applications 6/14/2016. Electronic Commerce. Prof. Ir. Kudang B. Seminar, MSc, PhD.

E-Commerce. Other Apps. Organizational Applications 6/14/2016. Electronic Commerce. Prof. Ir. Kudang B. Seminar, MSc, PhD. Electronic Commerce E-Commerce Electronic Commerce: Buying and selling of information, products, and services via computer networks that make up Internet, Intranet, or Extranet Prof. Ir. Kudang B. Seminar,

More information