The future: Big Data, IoT, VR, AR. Leif Granholm Tekla / Trimble buildings Senior Vice President / BIM Ambassador

Save this PDF as:
 WORD  PNG  TXT  JPG

Size: px
Start display at page:

Download "The future: Big Data, IoT, VR, AR. Leif Granholm Tekla / Trimble buildings Senior Vice President / BIM Ambassador"

Transcription

1 The future: Big Data, IoT, VR, AR Leif Granholm Tekla / Trimble buildings Senior Vice President / BIM Ambassador

2 What is Big Data? 2

3 Big Data is when the amount of data becomes part of the problem 3

4 Big data is an evolving term that describes any voluminous amount of structured, semistructured and unstructured data that has the potential to be mined for information. 4

5 Big Data: 3Vs Volume, Variety, Velocity 5

6 6

7 Internet of Things The Internet of Things (IoT) is the interconnection of uniquely identifiable embedded computing devices within the existing Internet infrastructure. The Internet of Things (IoT) is a scenario in which objects, animals or people are provided with unique identifiers and the ability to transfer data over a network without requiring human-to-human or human-to-computer interaction. IoT has evolved from the convergence of wireless technologies, microelectromechanical systems (MEMS) and the Internet. 7

8 Why It Matters (by Cisco) Most businesses are focused on getting products to market more quickly, adapting to regulatory requirements, increasing efficiency, and most importantlycontinuing to innovate. Your highly mobile workforce, customers, and supply chain demand anytime, anywhere business tools. An IoT platform can help.

9 Standards and IoT Based on international base standards Link layer (Physical): *DSL* ITU 992xxx Ethernet IEEE 802.3xxx WiFi IEEE xxx Bluetooth IEEE xxx Internet layer IP IEEE RFC 791 addressing, routing etc Transport layer TCP Transmission Control Protocol IEEE RFC 793 reliable stream between applications 9

10 Standards and IoT Transport layer (contd) UDP User Datagram Protocol IEEE RFC 793 Connectionless transfer of data packets Application layer DNS Domain Name System IEEE RFC 1034, 1035 HTTP Hypertext transfer protocol IEEE & W3C RFC 2616 SMTP Simple Mail Transfer Protocol IEEE RFC 821 Mail transfer Data formats IFC, ISO 15926, CityGML, STEP, PLM, PLCS 10

11 Google trends: Big data 11

12 Big Data Characteristics Too much data to handle for traditional tools, local servers, databases, desktop software, new approaches needed. Less reliance on (formal) schemas and data quality, more focus on raw data, extended metadata and (pattern recognizing) algorithms Need to Harvest, Store, Analyze New tools needed: Cloud computing Highly distributed parallel processing (Hadoop, MapReduce) NoSQL databases Semantice web, Linked data 12

13 Hadoop: Problem How do you scale up applications? 100 s of terabytes of data Takes 11 days to read on 1 computer Need lots of cheap computers Fixes speed problem (15 minutes on 1000 computers), but Reliability problems In large clusters, computers fail every day Cluster size is not fixed Need common infrastructure Must be efficient and reliable Courtesy of Owen O Malley Yahoo! 13

14 Hadoop: Solution Open Source Apache Project Hadoop is Doug Cutting s son s stuff elephant. Hadoop Core includes: Distributed File System - distributes data Map/Reduce - distributes application Written in Java Runs on Linux, Mac OS/X, Windows, and Solaris Commodity hardware

15 Hadoop clusters We have ~20,000 machines running Hadoop Our largest clusters are currently 2000 nodes Several petabytes of user data (compressed, unreplicated) We run hundreds of thousands of jobs every month

16 Who Uses Hadoop? Amazon/A9 Facebook Google IBM Twitter Last.fm New York Times PowerSet (now Microsoft) Yahoo! More at

17 BIM and Big Data Sources of Big Data in BIM Design data,semantic models, visualizations, documents Sensor data: LIDAR scans, images, video Logistics, following material, equipment and people flows Augmented reality devices and apps Off/On site fabrication machinery Process data, schedules, workflows, quantities, RFI, Product data from manufacturers Contracts, orders, dispatch notes GeoSpatial data, Cadastre, building regulations, terrain models, scans, existing structures traffic information.. 17

18 BIM and Big Data Uses of Big Data in BIM Virtual reality (VR) applications, facility, building site, fabrication Immersive image and tactile environment Augmented reality applications Combine real time sensed and virtual information Automatic information deliveries Quality control Automated schedule, quality and budget follow up Automated design Automated fabrication Building inspection Facility management 18

19 Thank you!

EXPERIMENTATION. HARRISON CARRANZA School of Computer Science and Mathematics

EXPERIMENTATION. HARRISON CARRANZA School of Computer Science and Mathematics BIG DATA WITH HADOOP EXPERIMENTATION HARRISON CARRANZA Marist College APARICIO CARRANZA NYC College of Technology CUNY ECC Conference 2016 Poughkeepsie, NY, June 12-14, 2016 Marist College AGENDA Contents

More information

Hadoop at Yahoo! Owen O Malley Yahoo!, Grid Team owen@yahoo-inc.com

Hadoop at Yahoo! Owen O Malley Yahoo!, Grid Team owen@yahoo-inc.com Hadoop at Yahoo! Owen O Malley Yahoo!, Grid Team owen@yahoo-inc.com Who Am I? Yahoo! Architect on Hadoop Map/Reduce Design, review, and implement features in Hadoop Working on Hadoop full time since Feb

More information

Firebird meets NoSQL (Apache HBase) Case Study

Firebird meets NoSQL (Apache HBase) Case Study Firebird meets NoSQL (Apache HBase) Case Study Firebird Conference 2011 Luxembourg 25.11.2011 26.11.2011 Thomas Steinmaurer DI +43 7236 3343 896 thomas.steinmaurer@scch.at www.scch.at Michael Zwick DI

More information

CS54100: Database Systems

CS54100: Database Systems CS54100: Database Systems Cloud Databases: The Next Post- Relational World 18 April 2012 Prof. Chris Clifton Beyond RDBMS The Relational Model is too limiting! Simple data model doesn t capture semantics

More information

Hadoop Technology for Flow Analysis of the Internet Traffic

Hadoop Technology for Flow Analysis of the Internet Traffic Hadoop Technology for Flow Analysis of the Internet Traffic Rakshitha Kiran P PG Scholar, Dept. of C.S, Shree Devi Institute of Technology, Mangalore, Karnataka, India ABSTRACT: Flow analysis of the internet

More information

SEAIP 2009 Presentation

SEAIP 2009 Presentation SEAIP 2009 Presentation By David Tan Chair of Yahoo! Hadoop SIG, 2008-2009,Singapore EXCO Member of SGF SIG Imperial College (UK), Institute of Fluid Science (Japan) & Chicago BOOTH GSB (USA) Alumni Email:

More information

Chapter 7. Using Hadoop Cluster and MapReduce

Chapter 7. Using Hadoop Cluster and MapReduce Chapter 7 Using Hadoop Cluster and MapReduce Modeling and Prototyping of RMS for QoS Oriented Grid Page 152 7. Using Hadoop Cluster and MapReduce for Big Data Problems The size of the databases used in

More information

Understand the OSI Model

Understand the OSI Model Understand the OSI Model Part 2 Lesson Overview In this lesson, you will learn information about: Frames Packets Segments TCP TCP/IP Model Well-known ports for most-used purposes Anticipatory Set Review

More information

Open source Google-style large scale data analysis with Hadoop

Open source Google-style large scale data analysis with Hadoop Open source Google-style large scale data analysis with Hadoop Ioannis Konstantinou Email: ikons@cslab.ece.ntua.gr Web: http://www.cslab.ntua.gr/~ikons Computing Systems Laboratory School of Electrical

More information

Internet of Things 2015/2016

Internet of Things 2015/2016 Internet of Things 2015/2016 The Things Johan Lukkien John Carpenter, 1982 1 What makes up the IoT? IoT versus WSN What are examples? Guiding questions 2 Some definitions of IoT (march 2015) Whatis.com:

More information

III Big Data Technologies

III Big Data Technologies III Big Data Technologies Today, new technologies make it possible to realize value from Big Data. Big data technologies can replace highly customized, expensive legacy systems with a standard solution

More information

Massive Scale Analytics for a Smarter Planet

Massive Scale Analytics for a Smarter Planet David Konopnicki - Haifa Research Lab Massive Scale Analytics for a Smarter Planet The Big Data Challenge Manage and benefit from massive and growing amounts of data 44x growth in coming decade from 800,000

More information

Introduction: Why do we need computer networks?

Introduction: Why do we need computer networks? Introduction: Why do we need computer networks? Karin A. Hummel - Adapted slides of Prof. B. Plattner, plattner@tik.ee.ethz.ch - Add-on material included of Peterson, Davie: Computer Networks February

More information

Surfing the Data Tsunami: A New Paradigm for Big Data Processing and Analytics

Surfing the Data Tsunami: A New Paradigm for Big Data Processing and Analytics Surfing the Data Tsunami: A New Paradigm for Big Data Processing and Analytics Dr. Liangxiu Han Future Networks and Distributed Systems Group (FUNDS) School of Computing, Mathematics and Digital Technology,

More information

Large scale processing using Hadoop. Ján Vaňo

Large scale processing using Hadoop. Ján Vaňo Large scale processing using Hadoop Ján Vaňo What is Hadoop? Software platform that lets one easily write and run applications that process vast amounts of data Includes: MapReduce offline computing engine

More information

Core Syllabus. Version 2.6 C OPERATE KNOWLEDGE AREA: OPERATION AND SUPPORT OF INFORMATION SYSTEMS. June 2006

Core Syllabus. Version 2.6 C OPERATE KNOWLEDGE AREA: OPERATION AND SUPPORT OF INFORMATION SYSTEMS. June 2006 Core Syllabus C OPERATE KNOWLEDGE AREA: OPERATION AND SUPPORT OF INFORMATION SYSTEMS Version 2.6 June 2006 EUCIP CORE Version 2.6 Syllabus. The following is the Syllabus for EUCIP CORE Version 2.6, which

More information

Hadoop and Map-Reduce. Swati Gore

Hadoop and Map-Reduce. Swati Gore Hadoop and Map-Reduce Swati Gore Contents Why Hadoop? Hadoop Overview Hadoop Architecture Working Description Fault Tolerance Limitations Why Map-Reduce not MPI Distributed sort Why Hadoop? Existing Data

More information

Microsoft Big Data. Solution Brief

Microsoft Big Data. Solution Brief Microsoft Big Data Solution Brief Contents Introduction... 2 The Microsoft Big Data Solution... 3 Key Benefits... 3 Immersive Insight, Wherever You Are... 3 Connecting with the World s Data... 3 Any Data,

More information

AGENDA. What is BIG DATA? What is Hadoop? Why Microsoft? The Microsoft BIG DATA story. Our BIG DATA Roadmap. Hadoop PDW

AGENDA. What is BIG DATA? What is Hadoop? Why Microsoft? The Microsoft BIG DATA story. Our BIG DATA Roadmap. Hadoop PDW AGENDA What is BIG DATA? What is Hadoop? Why Microsoft? The Microsoft BIG DATA story Hadoop PDW Our BIG DATA Roadmap BIG DATA? Volume 59% growth in annual WW information 1.2M Zetabytes (10 21 bytes) this

More information

Lecture 28: Internet Protocols

Lecture 28: Internet Protocols Lecture 28: Internet Protocols 15-110 Principles of Computing, Spring 2016 Dilsun Kaynar, Margaret Reid-Miller, Stephanie Balzer Reminder: Exam 2 Exam 2 will take place next Monday, on April 4. Further

More information

Big Data, Cloud Computing, Spatial Databases Steven Hagan Vice President Server Technologies

Big Data, Cloud Computing, Spatial Databases Steven Hagan Vice President Server Technologies Big Data, Cloud Computing, Spatial Databases Steven Hagan Vice President Server Technologies Big Data: Global Digital Data Growth Growing leaps and bounds by 40+% Year over Year! 2009 =.8 Zetabytes =.08

More information

L1: Introduction to Hadoop

L1: Introduction to Hadoop L1: Introduction to Hadoop Feng Li feng.li@cufe.edu.cn School of Statistics and Mathematics Central University of Finance and Economics Revision: December 1, 2014 Today we are going to learn... 1 General

More information

Networking Issues For Big Data

Networking Issues For Big Data Networking Issues For Big Data. Raj Jain Washington University in Saint Louis Saint Louis, MO 63130 Jain@cse.wustl.edu These slides and audio/video recordings of this class lecture are at: http://www.cse.wustl.edu/~jain/cse570-13/

More information

Networking Basics and Network Security

Networking Basics and Network Security Why do we need networks? Networking Basics and Network Security Shared Data and Functions Availability Performance, Load Balancing What is needed for a network? ISO 7-Layer Model Physical Connection Wired:

More information

Big data and its transformational effects

Big data and its transformational effects Big data and its transformational effects Professor Fai Cheng Head of Research & Technology September 2015 Working together for a safer world Topics Lloyd s Register Big Data Data driven world Data driven

More information

MapReduce with Apache Hadoop Analysing Big Data

MapReduce with Apache Hadoop Analysing Big Data MapReduce with Apache Hadoop Analysing Big Data April 2010 Gavin Heavyside gavin.heavyside@journeydynamics.com About Journey Dynamics Founded in 2006 to develop software technology to address the issues

More information

Data Refinery with Big Data Aspects

Data Refinery with Big Data Aspects International Journal of Information and Computation Technology. ISSN 0974-2239 Volume 3, Number 7 (2013), pp. 655-662 International Research Publications House http://www. irphouse.com /ijict.htm Data

More information

INUVIKA OPEN VIRTUAL DESKTOP FOUNDATION SERVER

INUVIKA OPEN VIRTUAL DESKTOP FOUNDATION SERVER INUVIKA OPEN VIRTUAL DESKTOP FOUNDATION SERVER ARCHITECTURE OVERVIEW AND SYSTEM REQUIREMENTS Mathieu SCHIRES Version: 1.0.0 Published March 5, 2015 http://www.inuvika.com Contents 1 Introduction 3 2 Architecture

More information

INTRODUCTION TO APACHE HADOOP MATTHIAS BRÄGER CERN GS-ASE

INTRODUCTION TO APACHE HADOOP MATTHIAS BRÄGER CERN GS-ASE INTRODUCTION TO APACHE HADOOP MATTHIAS BRÄGER CERN GS-ASE AGENDA Introduction to Big Data Introduction to Hadoop HDFS file system Map/Reduce framework Hadoop utilities Summary BIG DATA FACTS In what timeframe

More information

Assignment # 1 (Cloud Computing Security)

Assignment # 1 (Cloud Computing Security) Assignment # 1 (Cloud Computing Security) Group Members: Abdullah Abid Zeeshan Qaiser M. Umar Hayat Table of Contents Windows Azure Introduction... 4 Windows Azure Services... 4 1. Compute... 4 a) Virtual

More information

Network Architecture and the OSI Reference Model

Network Architecture and the OSI Reference Model Network Architecture and the OSI Reference Model Advanced Computer Networks D12 Architecture Outline The Internet and IP Network Architecture Protocols and s Encapsulation The OSI Reference Model The Seven

More information

Microsoft Big Data Solutions. Anar Taghiyev P-TSP E-mail: b-anarta@microsoft.com;

Microsoft Big Data Solutions. Anar Taghiyev P-TSP E-mail: b-anarta@microsoft.com; Microsoft Big Data Solutions Anar Taghiyev P-TSP E-mail: b-anarta@microsoft.com; Why/What is Big Data and Why Microsoft? Options of storage and big data processing in Microsoft Azure. Real Impact of Big

More information

ICS 153 Introduction to Computer Networks. Inst: Chris Davison cbdaviso@uci.edu

ICS 153 Introduction to Computer Networks. Inst: Chris Davison cbdaviso@uci.edu ICS 153 Introduction to Computer Networks Inst: Chris Davison cbdaviso@uci.edu 1 ICS 153 Introduction to Computer Networks Course Goals Understand the basic principles of computer networks Design Architecture

More information

Hadoop Big Data for Processing Data and Performing Workload

Hadoop Big Data for Processing Data and Performing Workload Hadoop Big Data for Processing Data and Performing Workload Girish T B 1, Shadik Mohammed Ghouse 2, Dr. B. R. Prasad Babu 3 1 M Tech Student, 2 Assosiate professor, 3 Professor & Head (PG), of Computer

More information

BIG DATA TRENDS AND TECHNOLOGIES

BIG DATA TRENDS AND TECHNOLOGIES BIG DATA TRENDS AND TECHNOLOGIES THE WORLD OF DATA IS CHANGING Cloud WHAT IS BIG DATA? Big data are datasets that grow so large that they become awkward to work with using onhand database management tools.

More information

Why big data? Lessons from a Decade+ Experiment in Big Data

Why big data? Lessons from a Decade+ Experiment in Big Data Why big data? Lessons from a Decade+ Experiment in Big Data David Belanger PhD Senior Research Fellow Stevens Institute of Technology dbelange@stevens.edu 1 What Does Big Look Like? 7 Image Source Page:

More information

Big Data. White Paper. Big Data Executive Overview WP-BD-10312014-01. Jafar Shunnar & Dan Raver. Page 1 Last Updated 11-10-2014

Big Data. White Paper. Big Data Executive Overview WP-BD-10312014-01. Jafar Shunnar & Dan Raver. Page 1 Last Updated 11-10-2014 White Paper Big Data Executive Overview WP-BD-10312014-01 By Jafar Shunnar & Dan Raver Page 1 Last Updated 11-10-2014 Table of Contents Section 01 Big Data Facts Page 3-4 Section 02 What is Big Data? Page

More information

The OSI and TCP/IP Models. Lesson 2

The OSI and TCP/IP Models. Lesson 2 The OSI and TCP/IP Models Lesson 2 Objectives Exam Objective Matrix Technology Skill Covered Exam Objective Exam Objective Number Introduction to the OSI Model Compare the layers of the OSI and TCP/IP

More information

Here comes the flood Tools for Big Data analytics. Guy Chesnot -June, 2012

Here comes the flood Tools for Big Data analytics. Guy Chesnot -June, 2012 Here comes the flood Tools for Big Data analytics Guy Chesnot -June, 2012 Agenda Data flood Implementations Hadoop Not Hadoop 2 Agenda Data flood Implementations Hadoop Not Hadoop 3 Forecast Data Growth

More information

Summer Workshop on Cyber Security

Summer Workshop on Cyber Security Summer Workshop on Cyber Security Computer s Security (Part 1) Dr. Hamed Mohsenian-Rad University of California at Riverside and Texas Tech University August 12-16, 2013 Supported by National Science Foundation

More information

Eric Ledu, The Createch Group, a BELL company

Eric Ledu, The Createch Group, a BELL company Eric Ledu, The Createch Group, a BELL company Intelligence Analytics maturity Past Present Future Predictive Modeling Optimization What is the best that could happen? Raw Data Cleaned Data Standard Reports

More information

Big Data: Overview and Roadmap. 2015 eglobaltech. All rights reserved.

Big Data: Overview and Roadmap. 2015 eglobaltech. All rights reserved. Big Data: Overview and Roadmap 2015 eglobaltech. All rights reserved. What is Big Data? Large volumes of complex and variable data that require advanced techniques and technologies to enable capture, storage,

More information

The Internet of Everything

The Internet of Everything The Internet of Everything The Next Evolution of the Internet is Changing Everything Todd Meister Vice President, Software and Solutions Innovation Americas Partner Organization, Cisco October 23, 2014

More information

Big Data Zurich, November 23. September 2011

Big Data Zurich, November 23. September 2011 Institute of Technology Management Big Data Projektskizze «Competence Center Automotive Intelligence» Zurich, November 11th 23. September 2011 Felix Wortmann Assistant Professor Technology Management,

More information

DATA MINING WITH HADOOP AND HIVE Introduction to Architecture

DATA MINING WITH HADOOP AND HIVE Introduction to Architecture DATA MINING WITH HADOOP AND HIVE Introduction to Architecture Dr. Wlodek Zadrozny (Most slides come from Prof. Akella s class in 2014) 2015-2025. Reproduction or usage prohibited without permission of

More information

Objectives of Lecture. Network Architecture. Protocols. Contents

Objectives of Lecture. Network Architecture. Protocols. Contents Objectives of Lecture Network Architecture Show how network architecture can be understood using a layered approach. Introduce the OSI seven layer reference model. Introduce the concepts of internetworking

More information

Lecture 32 Big Data. 1. Big Data problem 2. Why the excitement about big data 3. What is MapReduce 4. What is Hadoop 5. Get started with Hadoop

Lecture 32 Big Data. 1. Big Data problem 2. Why the excitement about big data 3. What is MapReduce 4. What is Hadoop 5. Get started with Hadoop Lecture 32 Big Data 1. Big Data problem 2. Why the excitement about big data 3. What is MapReduce 4. What is Hadoop 5. Get started with Hadoop 1 2 Big Data Problems Data explosion Data from users on social

More information

Protocols. Packets. What's in an IP packet

Protocols. Packets. What's in an IP packet Protocols Precise rules that govern communication between two parties TCP/IP: the basic Internet protocols IP: Internet Protocol (bottom level) all packets shipped from network to network as IP packets

More information

VERITAS Cluster Server Traffic Director Option. Product Overview

VERITAS Cluster Server Traffic Director Option. Product Overview VERITAS Cluster Server Traffic Director Option Product Overview V E R I T A S W H I T E P A P E R Table of Contents Traffic Director Option for VERITAS Cluster Server Overview.............................................1

More information

How to use Big Data in Industry 4.0 implementations. LAURI ILISON, PhD Head of Big Data and Machine Learning

How to use Big Data in Industry 4.0 implementations. LAURI ILISON, PhD Head of Big Data and Machine Learning How to use Big Data in Industry 4.0 implementations LAURI ILISON, PhD Head of Big Data and Machine Learning Big Data definition? Big Data is about structured vs unstructured data Big Data is about Volume

More information

Architecting Low Latency Cloud Networks

Architecting Low Latency Cloud Networks Architecting Low Latency Cloud Networks Introduction: Application Response Time is Critical in Cloud Environments As data centers transition to next generation virtualized & elastic cloud architectures,

More information

Managing Cloud Server with Big Data for Small, Medium Enterprises: Issues and Challenges

Managing Cloud Server with Big Data for Small, Medium Enterprises: Issues and Challenges Managing Cloud Server with Big Data for Small, Medium Enterprises: Issues and Challenges Prerita Gupta Research Scholar, DAV College, Chandigarh Dr. Harmunish Taneja Department of Computer Science and

More information

Industrial Internet of Things Bears Fruit with Connected Services for Plant Assets and Fleet Migration

Industrial Internet of Things Bears Fruit with Connected Services for Plant Assets and Fleet Migration Industrial Internet of Things Bears Fruit with Connected Services for Plant Assets and Fleet Migration Peter Reynolds Director of Consulting ARC Advisory Group PReynolds@ARCweb.com Twitter @PeterDReynolds

More information

Local Area Networks: Internetworking

Local Area Networks: Internetworking Local Area Networks: Internetworking Chapter 81 Learning Objectives List the reasons for interconnecting multiple local area networks and interconnecting local area networks to wide area networks. Identify

More information

Testing 3Vs (Volume, Variety and Velocity) of Big Data

Testing 3Vs (Volume, Variety and Velocity) of Big Data Testing 3Vs (Volume, Variety and Velocity) of Big Data 1 A lot happens in the Digital World in 60 seconds 2 What is Big Data Big Data refers to data sets whose size is beyond the ability of commonly used

More information

Hadoop Distributed File System. Dhruba Borthakur Apache Hadoop Project Management Committee dhruba@apache.org dhruba@facebook.com

Hadoop Distributed File System. Dhruba Borthakur Apache Hadoop Project Management Committee dhruba@apache.org dhruba@facebook.com Hadoop Distributed File System Dhruba Borthakur Apache Hadoop Project Management Committee dhruba@apache.org dhruba@facebook.com Hadoop, Why? Need to process huge datasets on large clusters of computers

More information

Hadoop. http://hadoop.apache.org/ Sunday, November 25, 12

Hadoop. http://hadoop.apache.org/ Sunday, November 25, 12 Hadoop http://hadoop.apache.org/ What Is Apache Hadoop? The Apache Hadoop software library is a framework that allows for the distributed processing of large data sets across clusters of computers using

More information

Ubuntu and Hadoop: the perfect match

Ubuntu and Hadoop: the perfect match WHITE PAPER Ubuntu and Hadoop: the perfect match February 2012 Copyright Canonical 2012 www.canonical.com Executive introduction In many fields of IT, there are always stand-out technologies. This is definitely

More information

Busin i ess I n I t n e t ll l i l g i e g nce c T r T e r nds For 2013

Busin i ess I n I t n e t ll l i l g i e g nce c T r T e r nds For 2013 Business Intelligence Trends For 2013 10 Trends The last few years the change in Business Intelligence seems to accelerate under the pressure of increased business demand and technology innovations. Here

More information

Scale-Out Storage, Scale-Out Compute, and the Network

Scale-Out Storage, Scale-Out Compute, and the Network WHITE PAPER www.brocade.com DATA CENTER Scale-Out Storage, Scale-Out Compute, and the Network Brocade VDX switches with Brocade VCS Fabric technology provide an automated, efficient, scale-out network

More information

Introduction Chapter 1. Uses of Computer Networks

Introduction Chapter 1. Uses of Computer Networks Introduction Chapter 1 Uses of Computer Networks Network Hardware Network Software Reference Models Example Networks Network Standardization Metric Units Revised: August 2011 Uses of Computer Networks

More information

How do I get to www.randomsite.com?

How do I get to www.randomsite.com? Networking Primer* *caveat: this is just a brief and incomplete introduction to networking to help students without a networking background learn Network Security. How do I get to www.randomsite.com? Local

More information

The little elephant driving Big Data

The little elephant driving Big Data The little elephant driving Big Data Despite the funny-sounding name, Hadoop is a serious enterprise software suite that drives Big Data Hadoop enables the storage and processing of very large databases

More information

W H I T E P A P E R. Deriving Intelligence from Large Data Using Hadoop and Applying Analytics. Abstract

W H I T E P A P E R. Deriving Intelligence from Large Data Using Hadoop and Applying Analytics. Abstract W H I T E P A P E R Deriving Intelligence from Large Data Using Hadoop and Applying Analytics Abstract This white paper is focused on discussing the challenges facing large scale data processing and the

More information

Open Cloud System. (Integration of Eucalyptus, Hadoop and AppScale into deployment of University Private Cloud)

Open Cloud System. (Integration of Eucalyptus, Hadoop and AppScale into deployment of University Private Cloud) Open Cloud System (Integration of Eucalyptus, Hadoop and into deployment of University Private Cloud) Thinn Thu Naing University of Computer Studies, Yangon 25 th October 2011 Open Cloud System University

More information

Data-intensive HPC: opportunities and challenges. Patrick Valduriez

Data-intensive HPC: opportunities and challenges. Patrick Valduriez Data-intensive HPC: opportunities and challenges Patrick Valduriez Big Data Landscape Multi-$billion market! Big data = Hadoop = MapReduce? No one-size-fits-all solution: SQL, NoSQL, MapReduce, No standard,

More information

BIG DATA TECHNOLOGY. Hadoop Ecosystem

BIG DATA TECHNOLOGY. Hadoop Ecosystem BIG DATA TECHNOLOGY Hadoop Ecosystem Agenda Background What is Big Data Solution Objective Introduction to Hadoop Hadoop Ecosystem Hybrid EDW Model Predictive Analysis using Hadoop Conclusion What is Big

More information

Crypt O Pack in security

Crypt O Pack in security the of Crypt O Pack in security and communication by innoidea Lajos Nagy, 2005 Crypt O Pack Realtime Encryption and Compression of data flow PKI Authentication Multiplatform solution Portable source Automatic,

More information

International Journal of Innovative Research in Computer and Communication Engineering

International Journal of Innovative Research in Computer and Communication Engineering FP Tree Algorithm and Approaches in Big Data T.Rathika 1, J.Senthil Murugan 2 Assistant Professor, Department of CSE, SRM University, Ramapuram Campus, Chennai, Tamil Nadu,India 1 Assistant Professor,

More information

Hadoop Beyond Hype: Complex Adaptive Systems Conference Nov 16, 2012. Viswa Sharma Solutions Architect Tata Consultancy Services

Hadoop Beyond Hype: Complex Adaptive Systems Conference Nov 16, 2012. Viswa Sharma Solutions Architect Tata Consultancy Services Hadoop Beyond Hype: Complex Adaptive Systems Conference Nov 16, 2012 Viswa Sharma Solutions Architect Tata Consultancy Services 1 Agenda What is Hadoop Why Hadoop? The Net Generation is here Sizing the

More information

Hadoop: A Framework for Data- Intensive Distributed Computing. CS561-Spring 2012 WPI, Mohamed Y. Eltabakh

Hadoop: A Framework for Data- Intensive Distributed Computing. CS561-Spring 2012 WPI, Mohamed Y. Eltabakh 1 Hadoop: A Framework for Data- Intensive Distributed Computing CS561-Spring 2012 WPI, Mohamed Y. Eltabakh 2 What is Hadoop? Hadoop is a software framework for distributed processing of large datasets

More information

Hadoop implementation of MapReduce computational model. Ján Vaňo

Hadoop implementation of MapReduce computational model. Ján Vaňo Hadoop implementation of MapReduce computational model Ján Vaňo What is MapReduce? A computational model published in a paper by Google in 2004 Based on distributed computation Complements Google s distributed

More information

Cloud Computing and Advanced Relationship Analytics

Cloud Computing and Advanced Relationship Analytics Cloud Computing and Advanced Relationship Analytics Using Objectivity/DB to Discover the Relationships in your Data By Brian Clark Vice President, Product Management Objectivity, Inc. 408 992 7136 brian.clark@objectivity.com

More information

The TCP/IP Reference Model

The TCP/IP Reference Model The TCP/IP Reference Model The TCP/IP Model Comparison to OSI Model Example Networks The TCP/IP Model Origins from ARPANET, DoD research network ARPA - Advanced Research Projects Agency Reliability was

More information

Big Data Analytics. with EMC Greenplum and Hadoop. Big Data Analytics. Ofir Manor Pre Sales Technical Architect EMC Greenplum

Big Data Analytics. with EMC Greenplum and Hadoop. Big Data Analytics. Ofir Manor Pre Sales Technical Architect EMC Greenplum Big Data Analytics with EMC Greenplum and Hadoop Big Data Analytics with EMC Greenplum and Hadoop Ofir Manor Pre Sales Technical Architect EMC Greenplum 1 Big Data and the Data Warehouse Potential All

More information

The OSI Model and the TCP/IP Protocol Suite. Pritee Parwekar ANITS 1

The OSI Model and the TCP/IP Protocol Suite. Pritee Parwekar ANITS 1 The OSI Model and the TCP/IP Protocol Suite Pritee Parwekar ANITS 1 To study To discuss the idea of multiple layering in data communication and networking and the interrelationship between layers. To discuss

More information

L1: Introduction to Hadoop Hadoop

L1: Introduction to Hadoop Hadoop L1: Introduction to Hadoop Hadoop Feng Li feng.li@cufe.edu.cn School of Statistics and Mathematics Central University of Finance and Economics Revised on November 30, 2016 Today we are going to learn...

More information

PAGE 1 l Teradata Magazine l Q1/2011 l 2011 Teradata Corporation l AR-6309

PAGE 1 l Teradata Magazine l Q1/2011 l 2011 Teradata Corporation l AR-6309 PAGE 1 l Teradata Magazine l Q1/2011 l 2011 Teradata Corporation l AR-6309 It s going mainstream, and it s your next opportunity. by Merv Adrian Enterprises have never had more data, and it s no surprise

More information

Big Data Explained. An introduction to Big Data Science.

Big Data Explained. An introduction to Big Data Science. Big Data Explained An introduction to Big Data Science. 1 Presentation Agenda What is Big Data Why learn Big Data Who is it for How to start learning Big Data When to learn it Objective and Benefits of

More information

Journal of Environmental Science, Computer Science and Engineering & Technology

Journal of Environmental Science, Computer Science and Engineering & Technology JECET; March 2015-May 2015; Sec. B; Vol.4.No.2, 202-209. E-ISSN: 2278 179X Journal of Environmental Science, Computer Science and Engineering & Technology An International Peer Review E-3 Journal of Sciences

More information

Basic Networking Concepts. 1. Introduction 2. Protocols 3. Protocol Layers 4. Network Interconnection/Internet

Basic Networking Concepts. 1. Introduction 2. Protocols 3. Protocol Layers 4. Network Interconnection/Internet Basic Networking Concepts 1. Introduction 2. Protocols 3. Protocol Layers 4. Network Interconnection/Internet 1 1. Introduction -A network can be defined as a group of computers and other devices connected

More information

CSE-E5430 Scalable Cloud Computing Lecture 2

CSE-E5430 Scalable Cloud Computing Lecture 2 CSE-E5430 Scalable Cloud Computing Lecture 2 Keijo Heljanko Department of Computer Science School of Science Aalto University keijo.heljanko@aalto.fi 14.9-2015 1/36 Google MapReduce A scalable batch processing

More information

Introduction to computer networks and Cloud Computing

Introduction to computer networks and Cloud Computing Introduction to computer networks and Cloud Computing Aniel Nieves-González Fall 2015 Computer Netwoks A computer network is a set of independent computer systems that are connected by a communication

More information

Big Data Buzzwords From A to Z. By Rick Whiting, CRN 4:00 PM ET Wed. Nov. 28, 2012

Big Data Buzzwords From A to Z. By Rick Whiting, CRN 4:00 PM ET Wed. Nov. 28, 2012 Big Data Buzzwords From A to Z By Rick Whiting, CRN 4:00 PM ET Wed. Nov. 28, 2012 Big Data Buzzwords Big data is one of the, well, biggest trends in IT today, and it has spawned a whole new generation

More information

Internet of Things: Cloud Computing, Security and Research Area

Internet of Things: Cloud Computing, Security and Research Area Hanoi University of Science and Technology School of Information and Communication Technology Internet of Things: Computing, and Research Area Thu Ngo-Quynh From M2M towards IoT M2M: Communication is core

More information

Getting Started with PRTG Network Monitor 2012 Paessler AG

Getting Started with PRTG Network Monitor 2012 Paessler AG Getting Started with PRTG Network Monitor 2012 Paessler AG All rights reserved. No parts of this work may be reproduced in any form or by any means graphic, electronic, or mechanical, including photocopying,

More information

An Introduction to MOHAMMAD REZA KARIMI DASTJERDI SPRING

An Introduction to MOHAMMAD REZA KARIMI DASTJERDI SPRING An Introduction to MOHAMMAD REZA KARIMI DASTJERDI SPRING 2015 1 Table Of Contents Introduction Problems with RDBMs What is Hadoop? Who use Hadoop? Job Positions History Hadoop Distributions Hadoop Ecosystem

More information

VIA CONNECT PRO Deployment Guide

VIA CONNECT PRO Deployment Guide VIA CONNECT PRO Deployment Guide www.true-collaboration.com Infinite Ways to Collaborate CONTENTS Introduction... 3 User Experience... 3 Pre-Deployment Planning... 3 Connectivity... 3 Network Addressing...

More information

Big Data and the Cloud Trends, Applications, and Training

Big Data and the Cloud Trends, Applications, and Training Big Data and the Cloud Trends, Applications, and Training Stavros Christodoulakis MUSIC/TUC Lab School of Electronic and Computer Engineering Technical University of Crete stavros@ced.tuc.gr Data Explosion

More information

NextGen Infrastructure for Big DATA Analytics.

NextGen Infrastructure for Big DATA Analytics. NextGen Infrastructure for Big DATA Analytics. So What is Big Data? Data that exceeds the processing capacity of conven4onal database systems. The data is too big, moves too fast, or doesn t fit the structures

More information

Computer Networks CS321

Computer Networks CS321 Computer Networks CS321 Dr. Ramana I.I.T Jodhpur Dr. Ramana ( I.I.T Jodhpur ) Computer Networks CS321 1 / 22 Outline of the Lectures 1 Introduction OSI Reference Model Internet Protocol Performance Metrics

More information

International Journal of Advanced Engineering Research and Applications (IJAERA) ISSN: 2454-2377 Vol. 1, Issue 6, October 2015. Big Data and Hadoop

International Journal of Advanced Engineering Research and Applications (IJAERA) ISSN: 2454-2377 Vol. 1, Issue 6, October 2015. Big Data and Hadoop ISSN: 2454-2377, October 2015 Big Data and Hadoop Simmi Bagga 1 Satinder Kaur 2 1 Assistant Professor, Sant Hira Dass Kanya MahaVidyalaya, Kala Sanghian, Distt Kpt. INDIA E-mail: simmibagga12@gmail.com

More information

Keywords Big Data, NoSQL, Relational Databases, Decision Making using Big Data, Hadoop

Keywords Big Data, NoSQL, Relational Databases, Decision Making using Big Data, Hadoop 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 Transitioning

More information

A PERFORMANCE ANALYSIS of HADOOP CLUSTERS in OPENSTACK CLOUD and in REAL SYSTEM

A PERFORMANCE ANALYSIS of HADOOP CLUSTERS in OPENSTACK CLOUD and in REAL SYSTEM A PERFORMANCE ANALYSIS of HADOOP CLUSTERS in OPENSTACK CLOUD and in REAL SYSTEM Ramesh Maharjan and Manoj Shakya Department of Computer Science and Engineering Dhulikhel, Kavre, Nepal lazymesh@gmail.com,

More information

Laurence Liew General Manager, APAC. Economics Is Driving Big Data Analytics to the Cloud

Laurence Liew General Manager, APAC. Economics Is Driving Big Data Analytics to the Cloud Laurence Liew General Manager, APAC Economics Is Driving Big Data Analytics to the Cloud Big Data 101 The Analytics Stack Economics of Big Data Convergence of the 3 forces Big Data Analytics in the Cloud

More information

Application and practice of parallel cloud computing in ISP. Guangzhou Institute of China Telecom Zhilan Huang 2011-10

Application and practice of parallel cloud computing in ISP. Guangzhou Institute of China Telecom Zhilan Huang 2011-10 Application and practice of parallel cloud computing in ISP Guangzhou Institute of China Telecom Zhilan Huang 2011-10 Outline Mass data management problem Applications of parallel cloud computing in ISPs

More information

Big Data and Hadoop for the Executive A Reference Guide

Big Data and Hadoop for the Executive A Reference Guide Big Data and Hadoop for the Executive A Reference Guide Overview The amount of information being collected by companies today is incredible. Wal- Mart has 460 terabytes of data, which, according to the

More information

Synapse s SNAP Network Operating System

Synapse s SNAP Network Operating System Synapse s SNAP Network Operating System by David Ewing, Chief Technology Officer, Synapse Wireless Today we are surrounded by tiny embedded machines electro-mechanical systems that monitor the environment

More information

What is a Petabyte? Gain Big or Lose Big; Measuring the Operational Risks of Big Data. Agenda

What is a Petabyte? Gain Big or Lose Big; Measuring the Operational Risks of Big Data. Agenda April - April - Gain Big or Lose Big; Measuring the Operational Risks of Big Data YouTube video here http://www.youtube.com/watch?v=o7uzbcwstu April, 0 Steve Woolley, Sr. Manager Business Continuity Dennis

More information

Network Configuration Settings

Network Configuration Settings Network Configuration Settings Many small businesses already have an existing firewall device for their local network when they purchase Microsoft Windows Small Business Server 2003. Often, these devices

More information