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Big Data Paul Watson, Hugo Hiden, Simon Woodman, Mike Simpson Digital Institute Newcastle University UK
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Big Data - ncl.ac.uk Analytics - Prof Wa… · World-leading research Cloud Computing for Big Data CDT Developing next generation of leaders Cloud Innovation Centre Engagement and

Aug 20, 2020

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Page 1: Big Data - ncl.ac.uk Analytics - Prof Wa… · World-leading research Cloud Computing for Big Data CDT Developing next generation of leaders Cloud Innovation Centre Engagement and

Big Data

Paul Watson, Hugo Hiden, Simon Woodman, Mike Simpson

Digital Institute

Newcastle University

UK

Page 2: Big Data - ncl.ac.uk Analytics - Prof Wa… · World-leading research Cloud Computing for Big Data CDT Developing next generation of leaders Cloud Innovation Centre Engagement and

ICL Goldrush MegaServer 1995

• important applications

Page 3: Big Data - ncl.ac.uk Analytics - Prof Wa… · World-leading research Cloud Computing for Big Data CDT Developing next generation of leaders Cloud Innovation Centre Engagement and
Page 4: Big Data - ncl.ac.uk Analytics - Prof Wa… · World-leading research Cloud Computing for Big Data CDT Developing next generation of leaders Cloud Innovation Centre Engagement and
Page 5: Big Data - ncl.ac.uk Analytics - Prof Wa… · World-leading research Cloud Computing for Big Data CDT Developing next generation of leaders Cloud Innovation Centre Engagement and
Page 6: Big Data - ncl.ac.uk Analytics - Prof Wa… · World-leading research Cloud Computing for Big Data CDT Developing next generation of leaders Cloud Innovation Centre Engagement and

Challenge

Data Value?

Page 7: Big Data - ncl.ac.uk Analytics - Prof Wa… · World-leading research Cloud Computing for Big Data CDT Developing next generation of leaders Cloud Innovation Centre Engagement and

PhD

Stats CS

Problem

Page 8: Big Data - ncl.ac.uk Analytics - Prof Wa… · World-leading research Cloud Computing for Big Data CDT Developing next generation of leaders Cloud Innovation Centre Engagement and

InnovationCycle

World-leadingresearch

Cloud Computing for Big Data CDT Developing next generation of leaders

Cloud Innovation CentreEngagement andPartnershipsNational Institute for Smart Data Analytics

Page 9: Big Data - ncl.ac.uk Analytics - Prof Wa… · World-leading research Cloud Computing for Big Data CDT Developing next generation of leaders Cloud Innovation Centre Engagement and

Example Application AreasChemical Informatics Bioinformatics Materials

Dementia Diabetes Stroke

Transport Neuroscience Architecture

Page 10: Big Data - ncl.ac.uk Analytics - Prof Wa… · World-leading research Cloud Computing for Big Data CDT Developing next generation of leaders Cloud Innovation Centre Engagement and

How can we transform rehabilitation?

16 million people a

year suffer a stroke

Page 11: Big Data - ncl.ac.uk Analytics - Prof Wa… · World-leading research Cloud Computing for Big Data CDT Developing next generation of leaders Cloud Innovation Centre Engagement and
Page 12: Big Data - ncl.ac.uk Analytics - Prof Wa… · World-leading research Cloud Computing for Big Data CDT Developing next generation of leaders Cloud Innovation Centre Engagement and
Page 13: Big Data - ncl.ac.uk Analytics - Prof Wa… · World-leading research Cloud Computing for Big Data CDT Developing next generation of leaders Cloud Innovation Centre Engagement and

Infrastructure:

Storage & Compute

App 1

....

App n

Page 14: Big Data - ncl.ac.uk Analytics - Prof Wa… · World-leading research Cloud Computing for Big Data CDT Developing next generation of leaders Cloud Innovation Centre Engagement and

Infrastructure:

Storage & Compute

Science Platform:Store, Share, Analyse

App 1 .... App n

App 1

....

App n

Infrastructure:

Storage & Compute

Page 15: Big Data - ncl.ac.uk Analytics - Prof Wa… · World-leading research Cloud Computing for Big Data CDT Developing next generation of leaders Cloud Innovation Centre Engagement and

App ....

Workflow Enactment

API

Social Networking

Security

Processing Storage

App

Analysis Services

Infrastructure:Amazon, Microsoft, OpenShift & Private Clouds

Provenance/

Audit

Metadata<expt>9127</expt>

<smiles>CHC3</smiles>

Page 16: Big Data - ncl.ac.uk Analytics - Prof Wa… · World-leading research Cloud Computing for Big Data CDT Developing next generation of leaders Cloud Innovation Centre Engagement and

Demo

Page 17: Big Data - ncl.ac.uk Analytics - Prof Wa… · World-leading research Cloud Computing for Big Data CDT Developing next generation of leaders Cloud Innovation Centre Engagement and
Page 18: Big Data - ncl.ac.uk Analytics - Prof Wa… · World-leading research Cloud Computing for Big Data CDT Developing next generation of leaders Cloud Innovation Centre Engagement and
Page 19: Big Data - ncl.ac.uk Analytics - Prof Wa… · World-leading research Cloud Computing for Big Data CDT Developing next generation of leaders Cloud Innovation Centre Engagement and
Page 20: Big Data - ncl.ac.uk Analytics - Prof Wa… · World-leading research Cloud Computing for Big Data CDT Developing next generation of leaders Cloud Innovation Centre Engagement and

Racks in a Google Datacentre

Page 21: Big Data - ncl.ac.uk Analytics - Prof Wa… · World-leading research Cloud Computing for Big Data CDT Developing next generation of leaders Cloud Innovation Centre Engagement and

What’s New?

• illusion of infinite computing resources on-demand

• no up-front commitment by users

• Pay for use of resources on a short-term basisas needed

(from “Above the Clouds: A Berkeley View of Cloud Computing”)

Page 22: Big Data - ncl.ac.uk Analytics - Prof Wa… · World-leading research Cloud Computing for Big Data CDT Developing next generation of leaders Cloud Innovation Centre Engagement and

The Promise of Clouds

• Agility

• CapEx OpEx

• Scalability

• Energy Reduction

Page 23: Big Data - ncl.ac.uk Analytics - Prof Wa… · World-leading research Cloud Computing for Big Data CDT Developing next generation of leaders Cloud Innovation Centre Engagement and

100.0%

99.0%

95.5%

92.5%

90.5%

0

50

100

150

200

250

0 100 200 300

Rel

ativ

e sp

eed

-up

Microsoft Cloud Nodes

460K workflow executions4.4M service calls5yrs 10 hours

Page 24: Big Data - ncl.ac.uk Analytics - Prof Wa… · World-leading research Cloud Computing for Big Data CDT Developing next generation of leaders Cloud Innovation Centre Engagement and

Provenance / Audit

Page 25: Big Data - ncl.ac.uk Analytics - Prof Wa… · World-leading research Cloud Computing for Big Data CDT Developing next generation of leaders Cloud Innovation Centre Engagement and

IoT

• High-level description of computation on

streaming data – dynamically mapped

onto platforms

Page 26: Big Data - ncl.ac.uk Analytics - Prof Wa… · World-leading research Cloud Computing for Big Data CDT Developing next generation of leaders Cloud Innovation Centre Engagement and

IoT System Overview

Optimiser

RequirementsSecurity, Dependability,

Performance, Energy, Price,Psychology, Precision

CatalogueServers, Devices, Networks,

Sensors, Deployable Services

Description of the Computation

Real-Time MonitoringPerformanceData Rates

Energy

DeploymentPlan

Deploy

Page 27: Big Data - ncl.ac.uk Analytics - Prof Wa… · World-leading research Cloud Computing for Big Data CDT Developing next generation of leaders Cloud Innovation Centre Engagement and

Our CESI Role

• Data and model sharing within & outside the

project

– using the e-Science Central platform

– Integration with the UKERC energy data centre

• Data analysis

– high scalability through cloud computing

• Data visualisation and exploration

– e.g. in Newcastle’s 3D Decision Theatres

– also provides compelling method of engagement

Page 28: Big Data - ncl.ac.uk Analytics - Prof Wa… · World-leading research Cloud Computing for Big Data CDT Developing next generation of leaders Cloud Innovation Centre Engagement and

Pathways to Impact for CESI?

Page 29: Big Data - ncl.ac.uk Analytics - Prof Wa… · World-leading research Cloud Computing for Big Data CDT Developing next generation of leaders Cloud Innovation Centre Engagement and

Industry Impact

• e-Science Central is open source

– now used in industry

Page 30: Big Data - ncl.ac.uk Analytics - Prof Wa… · World-leading research Cloud Computing for Big Data CDT Developing next generation of leaders Cloud Innovation Centre Engagement and

Impact: Cloud Innovation Centre National Institute for Smart Data Innovation

Page 31: Big Data - ncl.ac.uk Analytics - Prof Wa… · World-leading research Cloud Computing for Big Data CDT Developing next generation of leaders Cloud Innovation Centre Engagement and

National Institute for Smart Data Innovation

• £30M investment• £15M Treasury + £15M Newcastle University

• This will fund• new “beacon” building on Science Central (2019)

• ten years of activities with industry & the public sector

Page 32: Big Data - ncl.ac.uk Analytics - Prof Wa… · World-leading research Cloud Computing for Big Data CDT Developing next generation of leaders Cloud Innovation Centre Engagement and

• The National Institute for Smart Data Innovation (NISDI) will enable industry to unleash the huge potential for innovation offered by the explosive growth in digital data.

• Once processed and analysed, digital data can become “Smart Data”, enabling new products and services that greatly benefit the country’s economy and its citizens. However, a major skills gap is preventing the UK from realising the potential of Smart Data.

• NISDI will overcome this barrier by creating a unique new facility which brings together industry, the public sector and universities to create the skills, ideas and resources needed to exploit these opportunities.

• Driven by the needs of industry, NISDI will allow the region, the Northern Powerhouse and the UK to become global leaders in this important sector, estimated to be worth around $125bn per annum.

• The National Institute for Smart Data Innovation (NISDI) will enable industry to unleash the huge potential for innovation offered by the explosive growth in digital data.

• Once processed and analysed, digital data can become “Smart Data”, enabling new products and services that greatly benefit the country’s economy and its citizens. However, a major skills gap is preventing the UK from realising the potential of Smart Data.

• NISDI will overcome this barrier by creating a unique new facility which brings together industry, the public sector and universities to create the skills, ideas and resources needed to exploit these opportunities.

• Driven by the needs of industry, NISDI will allow the region, the Northern Powerhouse and the UK to become global leaders in this important sector, estimated to be worth around $125bn per annum.

Page 33: Big Data - ncl.ac.uk Analytics - Prof Wa… · World-leading research Cloud Computing for Big Data CDT Developing next generation of leaders Cloud Innovation Centre Engagement and

NISDI Themes

Health care SmartCities

Automotive BIM Manufactur-ing

Others e.g. Subsea

Internet of Things

Data Analytics & Visualisation

Cloud Computing

Other technologies – e.g. cyber security

Page 34: Big Data - ncl.ac.uk Analytics - Prof Wa… · World-leading research Cloud Computing for Big Data CDT Developing next generation of leaders Cloud Innovation Centre Engagement and

Issues/Opportunities

• Model sharing

• Data preservation

• Meeting Data Security requirements

• “Cloud based controlled energy management systems”

• “Blockchain as a tool for energy retail exchange”

• National Institute for Smart Data Innovation

– energy theme