(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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