(mean and tail) · “new applications and microservices” (mean and tail) “disconnected...

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(mean and tail)“New applications and microservices”

(UPS for cloud)“Disconnected operation for cloud services”

(control of sensor data)“Crossing the IoT Chasm”

(peak and average)“Scalable real-time sensor analytics”

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5G /

Wi-Fi /

tethered

low-RTT

high-bw

network

Tier 2 Tier 1

Static & VehicularSensor Arrays

AR/VR Users

Drones

Internet

Tier 3

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(periodic GPS location reports from participating vehicles)

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• (potholes, dead animals, rocks, stalled cars, lane closures )

• (fog, icy patches, deep snow, flooding, )

• (new store, old building torn down, )

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Vid

eo

ca

me

ras

In-vehicle

cloudlet

video analytics

Vid

eo

ca

me

ras

In-vehicle

cloudlet

video analytics• wide range of

visualization devices

• handheld displays

(tablets, smartphones)

• wall-sized displays

…

App4

Zone

Cloudletcustomvideoanalytics

App3

App2

App1

custom video analytics

In-vehicle

cloudlet

video analytics Vid

eo

ca

me

ras

In-vehicle

cloudlet

video analytics Vid

eo

ca

me

ras

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Zone

Cloudlet

Celltowers

Video Retention

• 3 GB per hour of HD video per camera

• single 4 TB disk ~50 days of retention

• storage is cheap (~$100 for 4 TB disk)

In-vehicleCloudlet

Raw video

video + sensor data

many TB of

local storage

Heat Map Data Structure

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Fast, accurate and robust

To be “superhuman” we need to beat these speeds

Leave time for additional software processing to add value to user

• face detection under hostile

conditions(low lighting, distorted optics)

< 700 ms

• 370 ms ̶ 620 ms

• 4 ms

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Wearable Cognitive Assistance

•••••••••

“An Angel on Your Shoulder”

Project Gabriel

http://gabriel.cs.cmu.edu

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Siri

Watson

DeepFaceWearable

Cognitive

Assistance

Microsoft Hololens

Google Glass

Intel Vaunt

CloudletsCloudlets

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“The most profound technologies are

those that disappear. They weave

themselves into the fabric of

everyday life until they are

indistinguishable from it.”

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“The Singularity is an era in which

our intelligence will become

increasingly nonbiological and

trillions of times more powerful than

it is today—the dawning of a new

civilization that will enable us to

transcend our biological limitations

and amplify our creativity.”

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