the transformative fusion sensing computing ......healthcare predictive analytics financial trading...

50
1 The Transformative Fusion of Sensing , Computing , Communication & Control

Upload: others

Post on 08-Jul-2020

3 views

Category:

Documents


0 download

TRANSCRIPT

Page 1: The Transformative Fusion Sensing Computing ......Healthcare Predictive Analytics Financial Trading Asset Data Analytics Sensor Analytics Big Data from the Internet of Things 31 Predictive

1

TheTransformative Fusion of

Sensing, Computing,

Communication & Control

Page 2: The Transformative Fusion Sensing Computing ......Healthcare Predictive Analytics Financial Trading Asset Data Analytics Sensor Analytics Big Data from the Internet of Things 31 Predictive

2

Three Key Points

1. Technologies are fusing together to transform industries, companies, employment, and education.

2. This is happening now, in your work. If you understand and leverage this, you can surpass your goals.

3. MATLAB & Simulink form a technical foundation for this fusion and transformation.

Page 6: The Transformative Fusion Sensing Computing ......Healthcare Predictive Analytics Financial Trading Asset Data Analytics Sensor Analytics Big Data from the Internet of Things 31 Predictive

6

Forbes 22 January 2015

An Apple car? Computer firm hires automotive engineersReports suggest Apple employees

are designing and building a car

The Guardian 13 February 2015

Apple Looking to

Hire Samsung

Battery Experts

and Other High-

Tech EmployeesThe Korea Times 23 February 2015

Page 7: The Transformative Fusion Sensing Computing ......Healthcare Predictive Analytics Financial Trading Asset Data Analytics Sensor Analytics Big Data from the Internet of Things 31 Predictive

7

BusinessKorea 13 April 2015

Korea JoongAng Daily 24 February 2015

Page 8: The Transformative Fusion Sensing Computing ......Healthcare Predictive Analytics Financial Trading Asset Data Analytics Sensor Analytics Big Data from the Internet of Things 31 Predictive

88

Computing

Control

Communication

Computing

Control

Sensing

Page 9: The Transformative Fusion Sensing Computing ......Healthcare Predictive Analytics Financial Trading Asset Data Analytics Sensor Analytics Big Data from the Internet of Things 31 Predictive

9

Computing

Control

Communication

Computing

Control

Sensing

Page 10: The Transformative Fusion Sensing Computing ......Healthcare Predictive Analytics Financial Trading Asset Data Analytics Sensor Analytics Big Data from the Internet of Things 31 Predictive

10

Cost, Size

Performance

Smartphones have15 or more sensors!

Powerful, low-cost sensors and cameras

Page 11: The Transformative Fusion Sensing Computing ......Healthcare Predictive Analytics Financial Trading Asset Data Analytics Sensor Analytics Big Data from the Internet of Things 31 Predictive

11

Unlimited computing power

Page 12: The Transformative Fusion Sensing Computing ......Healthcare Predictive Analytics Financial Trading Asset Data Analytics Sensor Analytics Big Data from the Internet of Things 31 Predictive

12

Range of computing choices

Microcontroller

Programmable SOC

Custom ASIC

Microprocessor

FPGA

Page 13: The Transformative Fusion Sensing Computing ......Healthcare Predictive Analytics Financial Trading Asset Data Analytics Sensor Analytics Big Data from the Internet of Things 31 Predictive

13

4G and beyond

Page 14: The Transformative Fusion Sensing Computing ......Healthcare Predictive Analytics Financial Trading Asset Data Analytics Sensor Analytics Big Data from the Internet of Things 31 Predictive

14

Orion Spacecraft

Successful first flight

(unmanned) Dec. 5, 2014

“We navigated

from launch to

landing using

GPS and inertial

sensors,

all on auto-

generated

code.”Mark Jackson,

Orion project engineer, Draper Labs

Model-Based Design

Page 15: The Transformative Fusion Sensing Computing ......Healthcare Predictive Analytics Financial Trading Asset Data Analytics Sensor Analytics Big Data from the Internet of Things 31 Predictive

15

Cars processing video in real time

Page 16: The Transformative Fusion Sensing Computing ......Healthcare Predictive Analytics Financial Trading Asset Data Analytics Sensor Analytics Big Data from the Internet of Things 31 Predictive

16

“Traffic sign recognition in driver assistance systems- MATLAB at Continental”Dr Alexander Behrens, Continental, MATLAB Expo,July 2014, Munich, Germany.

“MATLAB is used in daily work for development and evaluation of driver assistance functions”

“Engineers having good MATLAB programming skills are in high demand”

Machine Learning done with

Image Processing ToolboxSignal Processing ToolboxStatistics and Machine Learning Toolbox

Page 17: The Transformative Fusion Sensing Computing ......Healthcare Predictive Analytics Financial Trading Asset Data Analytics Sensor Analytics Big Data from the Internet of Things 31 Predictive

17

The RSR 210N

multipurpose 2D

radar system.

“Model-Based Design reduced

development time by about two

engineer-years compared with

hand-coding.”

– Reutech

Multi-purpose radarbuilt with an FPGA

Model-Based Design approaches:

separate models in Simulink

HDL Coder for FPGA implementation

Fixed-Point Designer to convert floating-point design

Page 18: The Transformative Fusion Sensing Computing ......Healthcare Predictive Analytics Financial Trading Asset Data Analytics Sensor Analytics Big Data from the Internet of Things 31 Predictive

18

“Design, Analyze, and Implement Radar Sensors' Alignment Algorithm with MATLAB” -Ling Ma, Delphi, MathWorks Automotive Conference, May 2014, Michigan, USA.

Cars controlled withvideo and radar

Page 19: The Transformative Fusion Sensing Computing ......Healthcare Predictive Analytics Financial Trading Asset Data Analytics Sensor Analytics Big Data from the Internet of Things 31 Predictive

19

Advanced driver assistance systems

from “Advanced Driver Assistance Systems Market”Continental AG, KSAE 2011

Adaptive cruise

control

Forward collision warning Advanced

emergency braking

Traffic signal recognition

Intelligent headlamp

control

Lane change assist

Back-up aid

Lane departure warning

Lane keeping system

Blind spot detection

Page 20: The Transformative Fusion Sensing Computing ......Healthcare Predictive Analytics Financial Trading Asset Data Analytics Sensor Analytics Big Data from the Internet of Things 31 Predictive

20

Cooperating assistance systems - AHS

École Polytechnique Fédérale de Lausanne

Dynamic platooning algorithm for intelligent cars

Page 22: The Transformative Fusion Sensing Computing ......Healthcare Predictive Analytics Financial Trading Asset Data Analytics Sensor Analytics Big Data from the Internet of Things 31 Predictive

22

“The fixed-point test

platform we built with

MATLAB enabled us to

conduct rigorous tests at

every stage and

automatically identify

discrepancies in the results.”

-VivaQuant

Wearables that detect cardiac arrhythmias

The arrhythmia service

uses an FDA 510k

cleared Holter recorder

to non-invasively record

a 24-hour or longer

three-lead ECG

Page 23: The Transformative Fusion Sensing Computing ......Healthcare Predictive Analytics Financial Trading Asset Data Analytics Sensor Analytics Big Data from the Internet of Things 31 Predictive

23

The AirSonea device connects to

an asthma patient’s smartphone

and communicates with wheeze

analysis algorithms on iSonea’s

server.

“MATLAB enables us to

rapidly develop, debug, and

test sound-processing

algorithms, and MATLAB

Coder simplifies the process

of implementing those

algorithms in C.

There’s no other

environment or

programming language

that we could use to

produce similar results in

the same amount of time.”

- iSonea

Mobile healthcare app with cloud-based analytics

Page 24: The Transformative Fusion Sensing Computing ......Healthcare Predictive Analytics Financial Trading Asset Data Analytics Sensor Analytics Big Data from the Internet of Things 31 Predictive

24

Thought-controlled prosthetics

Page 25: The Transformative Fusion Sensing Computing ......Healthcare Predictive Analytics Financial Trading Asset Data Analytics Sensor Analytics Big Data from the Internet of Things 31 Predictive

25

Transformationhappens when these combine

Page 26: The Transformative Fusion Sensing Computing ......Healthcare Predictive Analytics Financial Trading Asset Data Analytics Sensor Analytics Big Data from the Internet of Things 31 Predictive

26

Page 27: The Transformative Fusion Sensing Computing ......Healthcare Predictive Analytics Financial Trading Asset Data Analytics Sensor Analytics Big Data from the Internet of Things 31 Predictive

27

A Technology Platform with a MATLAB® Backbone: A Financial Engineering True Story Edward Byrns, Jr., MunichRE Trading LLC, MATLAB Virtual Conference, March 2015.

Page 28: The Transformative Fusion Sensing Computing ......Healthcare Predictive Analytics Financial Trading Asset Data Analytics Sensor Analytics Big Data from the Internet of Things 31 Predictive

28

Machine Learning toReduce Customer Churn

“MATLAB made it easy to clean,

visualize, and analyze more than 500

gigabytes of data with no additional

software or add-ons.”

“MATLAB is one of the differentiators for

us on client engagements. No matter

what industry our client is in, and

no matter what data they ask us to

analyze—text, audio, images, or

video—MATLAB enables us to provide

clear results faster.”

– Cognizant

Page 29: The Transformative Fusion Sensing Computing ......Healthcare Predictive Analytics Financial Trading Asset Data Analytics Sensor Analytics Big Data from the Internet of Things 31 Predictive

29

“We built a communications

system capable of 1200 Mbps.

“With Simulink, for the first time

I can see past the noise effect

and understand how distortion

is affecting the link.

“Without those simulations it

would be impossible for me to

show management that the

system is going to work.”

– Digital Globe

Rapid and reliable

transmission of satellite data

Page 30: The Transformative Fusion Sensing Computing ......Healthcare Predictive Analytics Financial Trading Asset Data Analytics Sensor Analytics Big Data from the Internet of Things 31 Predictive

30

Fleet Analytics

Vehicle Health Monitoring

Healthcare Predictive Analytics

Financial Trading

Asset Data Analytics

Sensor Analytics

Big Data from the Internet of Things

Page 31: The Transformative Fusion Sensing Computing ......Healthcare Predictive Analytics Financial Trading Asset Data Analytics Sensor Analytics Big Data from the Internet of Things 31 Predictive

31

Predictive energy optimization using Big Data Analytics

10-25% savings on total energy cost.

HVAC consumption is generally approx.

40% of total energy cost, so we can reduce

HVAC energy consumption by half!

Page 32: The Transformative Fusion Sensing Computing ......Healthcare Predictive Analytics Financial Trading Asset Data Analytics Sensor Analytics Big Data from the Internet of Things 31 Predictive

32

Smart Emergency Response Systems

Page 33: The Transformative Fusion Sensing Computing ......Healthcare Predictive Analytics Financial Trading Asset Data Analytics Sensor Analytics Big Data from the Internet of Things 31 Predictive

33

Communication

Computing

Control

Sensing

How will wedesign these multi-domain systems?

Page 34: The Transformative Fusion Sensing Computing ......Healthcare Predictive Analytics Financial Trading Asset Data Analytics Sensor Analytics Big Data from the Internet of Things 31 Predictive

34

Human-Machine Interface (HMI)

Is Transformed

Instrument Cluster

Center Stack

Primary Flight Display

Heads-up DisplayImages provided by DiSTI Corp. Reused with permission.Images provided by Presagis Corp. Reused with permission.

Page 35: The Transformative Fusion Sensing Computing ......Healthcare Predictive Analytics Financial Trading Asset Data Analytics Sensor Analytics Big Data from the Internet of Things 31 Predictive

35

Model-Based Design

for HMI development

Complete design modeled and tested with MATLAB, Simulink, and Stateflow

Page 36: The Transformative Fusion Sensing Computing ......Healthcare Predictive Analytics Financial Trading Asset Data Analytics Sensor Analytics Big Data from the Internet of Things 31 Predictive

36

NEW in R2015a

Antenna ToolboxZynq - Software-Defined Radio support

NEW releases in R2015a

Communications System ToolboxLTE System ToolboxPhased Array System Toolbox

Design tools for communications,

computing and control

Page 37: The Transformative Fusion Sensing Computing ......Healthcare Predictive Analytics Financial Trading Asset Data Analytics Sensor Analytics Big Data from the Internet of Things 31 Predictive

37

Communication

Computing

Control

Sensing

How willwe test and verify them?

Page 38: The Transformative Fusion Sensing Computing ......Healthcare Predictive Analytics Financial Trading Asset Data Analytics Sensor Analytics Big Data from the Internet of Things 31 Predictive

38

Certification standards

for safety & reliability . . .

Eurocopter FranceAir Conditioning

EADS USA and FranceMotor Drive Unit

Airbus UK and FranceFuel Management Systems

DO-254

DO-178

DO-178

ARP-4754

BAE USA and UKFlight Control Systems

System design in Simulink

Simulink Verification and Validation to check compliance

Embedded Coder for C code for software verification

Page 39: The Transformative Fusion Sensing Computing ......Healthcare Predictive Analytics Financial Trading Asset Data Analytics Sensor Analytics Big Data from the Internet of Things 31 Predictive

39

Alstom FrancePropulsion Control Systems

Weinmann Medical DE Transport ventilator

GM USAHybrid Powertrain

MTU GermanyNuclear Emergency Generators

EN-50128ISO 26262

IEC 61508

IEC 62304

IEC-60880

Alstom Grid UKHDVC Power Systems

. . . appearing across industries

Page 40: The Transformative Fusion Sensing Computing ......Healthcare Predictive Analytics Financial Trading Asset Data Analytics Sensor Analytics Big Data from the Internet of Things 31 Predictive

40

Computing

Control

Communication

Computing

Control

Sensing

How willstudentsprepare for transformative fusion?

Page 41: The Transformative Fusion Sensing Computing ......Healthcare Predictive Analytics Financial Trading Asset Data Analytics Sensor Analytics Big Data from the Internet of Things 31 Predictive

41

Communication

Computing

Control

Sensing

Idea

Realization

Setup

Right ToolVersions

Right Libraries

Right Hardware Settings

Right Compilers

Coding and Fixing Mistakes

Rubik’s

Cube Solver

Autonomous

Boat

Weather

Station

Soccer-

Playing

Robot

By spending less time on HW/SW configuration …

Page 42: The Transformative Fusion Sensing Computing ......Healthcare Predictive Analytics Financial Trading Asset Data Analytics Sensor Analytics Big Data from the Internet of Things 31 Predictive

42

Communication

Computing

Control

Sensing

Idea

Realization

Setup

Tools

And more time on systems using Project-Based Learning. . .

Page 43: The Transformative Fusion Sensing Computing ......Healthcare Predictive Analytics Financial Trading Asset Data Analytics Sensor Analytics Big Data from the Internet of Things 31 Predictive

43

Student projects of sensing, computing, communication, and control - in action

Page 44: The Transformative Fusion Sensing Computing ......Healthcare Predictive Analytics Financial Trading Asset Data Analytics Sensor Analytics Big Data from the Internet of Things 31 Predictive

44

Student projects of sensing, computing, communication, and control - in action

Page 45: The Transformative Fusion Sensing Computing ......Healthcare Predictive Analytics Financial Trading Asset Data Analytics Sensor Analytics Big Data from the Internet of Things 31 Predictive

45

Student projects of sensing, computing, communication, and control - in action

Smart Car Challenge

Page 46: The Transformative Fusion Sensing Computing ......Healthcare Predictive Analytics Financial Trading Asset Data Analytics Sensor Analytics Big Data from the Internet of Things 31 Predictive

46

The T-shaped engineer...

Control

Computing CommunicationSensing

Deep knowledge

Broad knowledge

… shaped through Project-Based Learning.

What type of engineer...

Page 47: The Transformative Fusion Sensing Computing ......Healthcare Predictive Analytics Financial Trading Asset Data Analytics Sensor Analytics Big Data from the Internet of Things 31 Predictive

47

… in a world of distributed innovation.

“We’re moving to distributed innovation processes. The innovation going on in the rest of the world can probably overwhelm what companies can do internally.”James Cash, Harvard Business School

How General Electric, Local Motors, and an army

of DIY inventors are rebuilding American manufacturing

Popular Science, 15 January 2015

Page 48: The Transformative Fusion Sensing Computing ......Healthcare Predictive Analytics Financial Trading Asset Data Analytics Sensor Analytics Big Data from the Internet of Things 31 Predictive

48

Computing

Control

Communication

Computing

Control

Sensing

Page 49: The Transformative Fusion Sensing Computing ......Healthcare Predictive Analytics Financial Trading Asset Data Analytics Sensor Analytics Big Data from the Internet of Things 31 Predictive

49

Three Key Points

1. Technologies are fusing together to transform industries, companies, employment, and education.

2. This is happening now, in your work. If you understand and leverage this, you can surpass your goals.

3. MATLAB & Simulink form a technical foundation for this fusion and transformation.

Page 50: The Transformative Fusion Sensing Computing ......Healthcare Predictive Analytics Financial Trading Asset Data Analytics Sensor Analytics Big Data from the Internet of Things 31 Predictive

50

• Attend the talks and exhibits

• Talk to your colleagues – from MathWorks and other companies and academies

• Learn from each other, share best practices across industries and applications

• Use these tools and methods to transform your application and industry!

Next Steps