big data - newcastle university analytics - … · data analytics & visualisation cloud...

34
Big Data Paul Watson, Hugo Hiden, Simon Woodman, Mike Simpson Digital Institute Newcastle University UK

Upload: others

Post on 24-Jul-2020

4 views

Category:

Documents


0 download

TRANSCRIPT

Page 1: Big Data - Newcastle University Analytics - … · Data Analytics & Visualisation Cloud Computing Other technologies –e.g. cyber security. Issues/Opportunities •Model sharing

Big Data

Paul Watson, Hugo Hiden, Simon Woodman, Mike Simpson

Digital Institute

Newcastle University

UK

Page 2: Big Data - Newcastle University Analytics - … · Data Analytics & Visualisation Cloud Computing Other technologies –e.g. cyber security. Issues/Opportunities •Model sharing

ICL Goldrush MegaServer 1995

• important applications

Page 3: Big Data - Newcastle University Analytics - … · Data Analytics & Visualisation Cloud Computing Other technologies –e.g. cyber security. Issues/Opportunities •Model sharing
Page 4: Big Data - Newcastle University Analytics - … · Data Analytics & Visualisation Cloud Computing Other technologies –e.g. cyber security. Issues/Opportunities •Model sharing
Page 5: Big Data - Newcastle University Analytics - … · Data Analytics & Visualisation Cloud Computing Other technologies –e.g. cyber security. Issues/Opportunities •Model sharing
Page 6: Big Data - Newcastle University Analytics - … · Data Analytics & Visualisation Cloud Computing Other technologies –e.g. cyber security. Issues/Opportunities •Model sharing

Challenge

Data Value?

Page 7: Big Data - Newcastle University Analytics - … · Data Analytics & Visualisation Cloud Computing Other technologies –e.g. cyber security. Issues/Opportunities •Model sharing

PhD

Stats CS

Problem

Page 8: Big Data - Newcastle University Analytics - … · Data Analytics & Visualisation Cloud Computing Other technologies –e.g. cyber security. Issues/Opportunities •Model sharing

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 - Newcastle University Analytics - … · Data Analytics & Visualisation Cloud Computing Other technologies –e.g. cyber security. Issues/Opportunities •Model sharing

Example Application AreasChemical Informatics Bioinformatics Materials

Dementia Diabetes Stroke

Transport Neuroscience Architecture

Page 10: Big Data - Newcastle University Analytics - … · Data Analytics & Visualisation Cloud Computing Other technologies –e.g. cyber security. Issues/Opportunities •Model sharing

How can we transform rehabilitation?

16 million people a

year suffer a stroke

Page 11: Big Data - Newcastle University Analytics - … · Data Analytics & Visualisation Cloud Computing Other technologies –e.g. cyber security. Issues/Opportunities •Model sharing
Page 12: Big Data - Newcastle University Analytics - … · Data Analytics & Visualisation Cloud Computing Other technologies –e.g. cyber security. Issues/Opportunities •Model sharing
Page 13: Big Data - Newcastle University Analytics - … · Data Analytics & Visualisation Cloud Computing Other technologies –e.g. cyber security. Issues/Opportunities •Model sharing

Infrastructure:

Storage & Compute

App 1

....

App n

Page 14: Big Data - Newcastle University Analytics - … · Data Analytics & Visualisation Cloud Computing Other technologies –e.g. cyber security. Issues/Opportunities •Model sharing

Infrastructure:

Storage & Compute

Science Platform:Store, Share, Analyse

App 1 .... App n

App 1

....

App n

Infrastructure:

Storage & Compute

Page 15: Big Data - Newcastle University Analytics - … · Data Analytics & Visualisation Cloud Computing Other technologies –e.g. cyber security. Issues/Opportunities •Model sharing

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 - Newcastle University Analytics - … · Data Analytics & Visualisation Cloud Computing Other technologies –e.g. cyber security. Issues/Opportunities •Model sharing

Demo

Page 17: Big Data - Newcastle University Analytics - … · Data Analytics & Visualisation Cloud Computing Other technologies –e.g. cyber security. Issues/Opportunities •Model sharing
Page 18: Big Data - Newcastle University Analytics - … · Data Analytics & Visualisation Cloud Computing Other technologies –e.g. cyber security. Issues/Opportunities •Model sharing
Page 19: Big Data - Newcastle University Analytics - … · Data Analytics & Visualisation Cloud Computing Other technologies –e.g. cyber security. Issues/Opportunities •Model sharing
Page 20: Big Data - Newcastle University Analytics - … · Data Analytics & Visualisation Cloud Computing Other technologies –e.g. cyber security. Issues/Opportunities •Model sharing

Racks in a Google Datacentre

Page 21: Big Data - Newcastle University Analytics - … · Data Analytics & Visualisation Cloud Computing Other technologies –e.g. cyber security. Issues/Opportunities •Model sharing

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 - Newcastle University Analytics - … · Data Analytics & Visualisation Cloud Computing Other technologies –e.g. cyber security. Issues/Opportunities •Model sharing

The Promise of Clouds

• Agility

• CapEx OpEx

• Scalability

• Energy Reduction

Page 23: Big Data - Newcastle University Analytics - … · Data Analytics & Visualisation Cloud Computing Other technologies –e.g. cyber security. Issues/Opportunities •Model sharing

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 - Newcastle University Analytics - … · Data Analytics & Visualisation Cloud Computing Other technologies –e.g. cyber security. Issues/Opportunities •Model sharing

Provenance / Audit

Page 25: Big Data - Newcastle University Analytics - … · Data Analytics & Visualisation Cloud Computing Other technologies –e.g. cyber security. Issues/Opportunities •Model sharing

IoT

• High-level description of computation on

streaming data – dynamically mapped

onto platforms

Page 26: Big Data - Newcastle University Analytics - … · Data Analytics & Visualisation Cloud Computing Other technologies –e.g. cyber security. Issues/Opportunities •Model sharing

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 - Newcastle University Analytics - … · Data Analytics & Visualisation Cloud Computing Other technologies –e.g. cyber security. Issues/Opportunities •Model sharing

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 - Newcastle University Analytics - … · Data Analytics & Visualisation Cloud Computing Other technologies –e.g. cyber security. Issues/Opportunities •Model sharing

Pathways to Impact for CESI?

Page 29: Big Data - Newcastle University Analytics - … · Data Analytics & Visualisation Cloud Computing Other technologies –e.g. cyber security. Issues/Opportunities •Model sharing

Industry Impact

• e-Science Central is open source

– now used in industry

Page 30: Big Data - Newcastle University Analytics - … · Data Analytics & Visualisation Cloud Computing Other technologies –e.g. cyber security. Issues/Opportunities •Model sharing

Impact: Cloud Innovation Centre National Institute for Smart Data Innovation

Page 31: Big Data - Newcastle University Analytics - … · Data Analytics & Visualisation Cloud Computing Other technologies –e.g. cyber security. Issues/Opportunities •Model sharing

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 - Newcastle University Analytics - … · Data Analytics & Visualisation Cloud Computing Other technologies –e.g. cyber security. Issues/Opportunities •Model sharing

• 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 - Newcastle University Analytics - … · Data Analytics & Visualisation Cloud Computing Other technologies –e.g. cyber security. Issues/Opportunities •Model sharing

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 - Newcastle University Analytics - … · Data Analytics & Visualisation Cloud Computing Other technologies –e.g. cyber security. Issues/Opportunities •Model sharing

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