Evolving IoT with AI, Automation - Extreme Arts · Robotic Process Automation Government & Smart...

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Transcript of Evolving IoT with AI, Automation - Extreme Arts · Robotic Process Automation Government & Smart...

Page 1: Evolving IoT with AI, Automation - Extreme Arts · Robotic Process Automation Government & Smart Cities Media & Entertainment Manufacturing Gaming Healthcare Autonomous Vehicles Retail
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Evolving IoT with AI,

Mixed Reality and

Automation

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Mixed

Reality

Internet

of Things

Artificial

Intelligence

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We are living in an

automated world

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Evolution of industrial systems

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Convergence is driving new opportunities

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Microsoft’s comprehensive IoT product portfolio

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Sustainable Production

Source: Sustainability development goals, UNITED NATIONS 2017

Need for Economic GrowthGlobal Access

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FarmBeats

x

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Robotic Process Automation

Government &Smart Cities

Media & Entertainment

Manufacturing

Gaming

Healthcare

Autonomous Vehicles

Retail Financial Services

Agriculture

Oil & Gas

Consumer Packaged Goods

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Language

Vision

Speech

Decision

Web search

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Vision Speech

Language Decision

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MSR Beijing

MSR Cambridge

MSR Redmond MSR MontrealMSR New England

MSR New York

96% on RESNET vision test

94.9% on Switchboard test

89.4% on Stanford CoQA test

69.9% with MT Research system

39.5 Teraflops with Intel Stratix 10

MSR India

MSR Shanghai

Machine translationhuman parity

Object detectionhuman parity

Switchboard

Switchboard cellular

Meeting speech

IBM Switchboard

Broadcast speech

Speech recognitionhuman parity

Conversational Q&Ahuman parity

First FPGA deployed

in a datacenter

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Azure Databricks Machine Learning VMs

TensorFlowPyTorch ONNX

LanguageSpeech

DecisionVision

Scikit-Learn

Azure Notebooks JupyterVisual Studio Code Command line

Azure Machine Learning

CPU GPU FPGA

Web search

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Microsoft platform for autonomous systems

• Domain experts “teach” the machine

• No data science expertise required

• Expert provides “lesson plans” to help the

AI algorithm solve the problem

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Autonomous systems scenarios

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Automated

machine learning UI

Visual interface Machine learning notebooks

Simplify machine learning for any skill level

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Azure Machine Learning service

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Augmented reality

Digital worldPhysical world

Virtual reality

Mixed reality spectrum

Mixed reality

A blending of the physical and digital worlds in which users may interact

with digital and real-world objects while maintaining presence in the physical world

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The Microsoft mixed reality stack

Vision Speech Language Knowledge Search

Azure Spatial Anchors Azure Remote RenderingAzure Digital Twins

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The 3rd wave of computing

Design &

Prototyping

Training &

Development

MIXED REALITY

Geospatial Planning

Sales Assistance

Field Service

Productivity &

Collaboration

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Immersive Digital TwinBridging the Physical and Virtual worlds

Chandrasekar Rajarathinam

General Manager – Enterprise Application

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Bosch BusinessImmersive Digital Twin Solution: For Whom?

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Expected Uptime

99.97%

Over

4 Tons Kilo

Over 17ft long

Over 3ft high

Over 8ft wide

1000+ parts

Few hoursof maintenance time available annually for critical issues

The challenge what we are solving?Achieving Customer delight by solving mission critical issues meeting the operational SLA’s with 3D Digital Twin

Engines, Power packs, Propulsion, Drive systems, Power gens

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Holistic view of the engine in terms of component , problem areas (via sensor data), maintenance schedule (LOB systems) enabling quicker insights and turnaround time

Enables service technicians to solve problems and troubleshoot alarm codes quickly

Real time data relay incl. relay commands to the equipment with voice & gestures

Life size experience of huge equipment to interact – Field activities to replace or fix the issues will be simulated

SensorData

Command & Control

BOM

3 D Model

Simulation Model

Maintenance schedule

Tickets/Issues

Immersive Experience

Technical Docs

Assembly Info

Immersive Digital Twin

Immersive Digital Twin

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• Reduced time to arrive at failure modes for NVH engineers from source vibration signature on field

• Uses computer vision to analyze structural abnormalities and notify engineer

• Contextual meta data inputs along with simulation results ensures a 360 degree view for technician / test engineer

• Data insights flow along with technician feedback and operating conditions will fed into the system continuously => enabling engineers to incorporate adoptive design

Structural Health Monitoring with IoTand MR

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