making sense of urban data with iot in cities that...

© 2018, Amazon Web Services, Inc. or its Affiliates. All rights reserved.

Sri Elaprolu

Global Leader, Public Sector IoT

Amazon Web Services

Making Sense of Urban Data with IoT in Cities that Never Sleep

© 2018, Amazon Web Services, Inc. or Its Affiliates. All rights reserved.

Nu

mb

er

of

dev

ice

s

Period of time

Connected & Intelligent Solutions are on the rise …


Smart Infrastructure - Essential for Smart & Connected Cities(traffic control, street lights, water/waste, electric, public safety systems, CV fleets, etc.)

▪ Connected – ability to relay info and receive instructions real-time

▪ Self-Aware – self diagnose & predict impending failures

▪ Adaptive – multi-use, dynamic load

▪ Responsive – ready for changing/evolving needs

▪ Resilient – built-in fault tolerance

▪ Efficient - cost, performance


A microcontroller is a small computer on a single integrated circuit. It contains one or more CPUs (processor cores) along with memory and programmable input/output peripherals.

Fitbit Fitness Tracker Nest ThermostatSTM32 MCU

And billions of Microcontrollers too…


But wait… we are just getting started(AV, CV, V2X, V2V revolution is coming)

LIDAR

Camera

GPS/HD Maps

Telematics Control Unit

Accelerometer/Gyroscope

Odometry

DSRC

Radar

Infrared

Ultrasonic


Data warehouse

Business intelligence

OLTP ERP CRM LOB

• Relational and nonrelational data

• TBs–EBs scale

• Diverse analytical engines

• Low-cost storage & analytics

Devices Web Sensors Social

Data lake

Big data processing, real-time, machine learning

Traditional approaches giving way to new ones


New technologies underpin Smart Infrastructure

▪ Edge Computing & IoT

▪ Command & Control Capabilities

▪ Realtime Data Analytics

▪ AI & ML

▪ Data Dissemination


TECHNICAL & BUSINESS SUPPORT

MARKETPLACE

HYBRID ARCHITECTURE

MOBILE SERVICES

DEV/OPS IoT AI ENTERPRISE APPS

MIGRATION

ANALYTICS

INFRASTRUCTURE CORE SERVICES SECURITY & COMPLIANCE

APP SERVICES

MANAGEMENT TOOLS

AWS Services


AccountSupportSupport

Managed Services

Professional Services

Partner Ecosystem

Training & Certification

Solution Architects

Account Management

Security & Pricing Reports

Technical Acct. Management

MarketplaceBusiness

Applications

DevOps Tools

Business Intelligence

Security

Networking

Database & Storage

SaaS Subscriptions

Operating Systems

Mobile

Build, Test, Monitor Apps

Push Notifications

Build, Deploy, Manage APIs

Device Testing

Identity

Enterprise Applications

Document Sharing

Email & Calendaring

Hosted Desktops

Application Streaming

BackupGame

Development

3D Game Engine

Multi-player Backends

Mgmt. Tools

Monitoring

Auditing

Service Catalog

Server Management

Configuration Tracking

Optimization

Resource Templates

Automation

AnalyticsQuery Large

Data Sets

Elasticsearch

Business Analytics

Hadoop/Spark

Real-time Data Streaming

Orchestration Workflows

Managed Search

Managed ETL

AI

Voice & Text Chatbots

Machine Learning

Text-to-Speech. NLP

Image Analysis

IoT

Rules Engine

Local Compute and Sync

Device Shadows

Device Gateway

Registry

HybridDevices &

Edge SystemsData

IntegrationIntegrated

NetworkingResource

ManagementVMware on

AWSIdentity

Federation

MigrationApplication Discovery

Application Migration

Database Migration

Server Migration

Data Migration

Infrastructure RegionsAvailability

ZonesPoints of Presence

Compute ContainersEvent-driven Computing

Virtual Machines

Simple Servers

Auto Scaling BatchWeb

Applications

StorageObject Storage

Archive Block StorageManaged File

StorageExabyte-scale

Data Transport

Database MariaDBData

WarehousingNoSQLAurora MySQL Oracle SQL ServerPostgreSQL

ApplicationServices

TranscodingStep

FunctionsMessaging

SecurityCertificate

ManagementWeb App. Firewall

Identity & Access

Key Storage & Management

DDoSProtection

Application Analysis

Active Directory

Dev Tools

Private GitRepositories

Continuous Delivery

Build, Test, and Debug

Deployment

NetworkingIsolated

ResourcesDedicated

ConnectionsLoad

BalancingScalable DNSGlobal CDN

AWS Services VR

VR/AR

Bare-Metal

Media

Store/Convert

Live

Threat detection

Graph

Analytics

Management

Defender

Managed Models

Video

TranscribeTranslate

Deep L. Camera

Select


Secure device connectivity

and messaging Endpoints

Fleet onboarding, management and

SW updates

Fleet audit and protection

IoT data analytics and intelligence

ThingsSense & Act

CloudStorage & Compute

Secure localtriggers, actions,

and data sync

AWS IoT Core

Gateway

AWS Greengrass

AWS IoT Device Management

AWS IoT Device Defender

IntelligenceInsights & Logic → Action

a:FreeRTOS

a:FreeRTOS

AWS IoT Analytics

AWS IoT Services


The AWS Machine Learning Stack

PLATFORMS

APPLICATION SERVICES

A M A Z O NR E K O G N I T I O N

A M A Z O NR E K O G N I T I O N

V I D E O

A M A Z O NP O L L Y

A M A Z O NT R A N S C R I B E

A M A Z O NT R A N S L A T E

A M A Z O NC O M P R E H E N D

A M A Z O NL E X

Amazon SageMaker Amazon Mechanical Turk

FRAMEWORKS KERAS

NVIDIA Tesla V100 GPUs(14x faster than P2)

P3

Machine LearningAMIs

5,120 Tensor cores

128GB of memory

1 Petaflop of compute

NVLink 2.0

INFRASTRUCTURE

&

GreengrassML

AWS DeepLens


Language Support:

▪ English (Australia)▪ English (Canada)▪ English (India)▪ English (UK)▪ English (US)▪ French (FR)▪ German▪ Italian▪ Japanese▪ Spanish (ES)▪ Spanish (MX)

“The age of touch could soon come to an end. From smartphones and smartwatches, to home devices, to in-car infotainment systems, touch is no longer the primary user interface.”

Access information using voiceNatural way humans interact


Putting it all together – a Serverless Platform

Video

Analytics Data Store

Data Pipelines

Templated Reports

Ad-hoc & In-depth

Analysis

Device shadow

RulesEngine

Message Broker

IoT Platform / Device Command and Control

Data Management & Analytics

Over-the-air (OTA)

Updates

AWS

Machine Learning

Real-time Streaming

Data

Data Exchange

Certificate Authority

Batch Fleet Provisioning

Detection Profiles

Voice Services

Edge Computing

Data Ingest

Audio

Devices

Visualization & Data Access

External & Internal Users

On-Premise Data Center

External Data

Sources

Alerts Risk Mitigation


Smart Transportation & Mobility


Open Data & Data Management


Public Safety & Law Enforcement


Energy, Water, Waste, Environment


Thank you!

See AWS team at stand# 511

making sense of urban data with iot in cities that...

Documents