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Wei-Chao Chen, Ph.D.
Co-Founder, Skywatch Inc.
Adjunct Faculty, National Taiwan University
weichao.chen@skywatch24.com
SMARTER PLACES
1998 2002 2006 2010 2016
ABOUT MYSELF
HOUSE ROBOTS
Source: turbosquid.com
NEURAL NETWORKS ARE
EASILY FOOLED
“Intriguing properties of neural networks”,
Szegedy, Zaremba, Sutskever, Bruna, Erhan, Goodfellow, Fergus, ICLR 2014.
Correct
Recognition
Incorrect
Recognition
HAL 9000, 2001:A Space Odyssey
HARMLESS CONTROL
Source: http://mcfallliving.blogspot.tw/
Too Harmless?
GOLDBERG MACHINES
“Isaac Newton vs. Rube Goldberg”, 2D House https://www.youtube.com/watch?v=HnnMOx9_eBY
SKYWATCH’S
LAW OF ROBOTICS
Informed decisionsIntelligent observations
Places Human
IF { } THEN { }
my daughter
just came home
with this punk
I saw the other
day at school
add baseball
bat to my
shopping cart
Your place is your friend
TECH HIGHLIGHTS
Scalable Architecture
- Distributed Architecture
- SureConnect
- P2P, Direct, Relay
318 BROADCASTING
High-bandwidth
video traffic
Low-bandwidth
API traffic
System
Architecture
Overview
(Dual Region)
Storage
SAN
Compute
Servers
Streaming
Servers
Region A
P2P
Video
Storage
SAN
Compute
Servers
Streaming
Servers
Region B
User
DB
Application
Servers
Application
Servers
TECH HIGHLIGHTS
Smarter Cameras
- Cloud-Edge Collaboration
- ComputerVisionTechnology
CLOUD COMPUTATION
(SOMEWHAT POINTLESS)
The Internet
Video
Meta-data
Compute
HYBRID COMPUTATION
(OURVISION)
Early
Vision
Partial
Meta-data
The Internet
Late
Vision
Data model
Video storage
Various
meta-data
results
SMART FAST FORWARD
Video
activity level
Single
button interface
SMART FAST FORWARD
•20x average speedup
•Compressed domain
processing
•30x faster processing
compared to competition
•3 seconds for every 10
minutes
SMART DAILY
•Intelligent video summary
•Daily email on your past day’s activity
- Compressed domain
analysis
- Very fast - totally I/O
bound
- Detect events based
on activity / sensible
motion
TECH HIGHLIGHTS
Sensible Integration
- Hybrid ActionTechnology
- Open RESTFul API
HYBRID ACTION
Skywatch
Servers
User rules and
triggers
shadow
macro
shadow
macro
Gateway #1 Gateway #2
smoke switchcamera camera motion temp
HYBRID ACTION
Skywatch
Servers
User rules and
triggers
shadow
macro
shadow
macro
Gateway #1 Gateway #2
smoke switchcamera camera motion temp
HYBRID ACTION
Skywatch
Servers
User rules and
triggers
shadow
macro
shadow
macro
Gateway #1 Gateway #2
smoke switchcamera camera motion temp
No Internet
Local triggers
still work!
FIELD EXPERIENCES
EARLY LESSONS: #1
Alice
Bob
Bob
Alice
Charles
Very early mistake — this won’t happen again
TESTABILITY
Test Subject
Data
Support
Units
Interface
Sandbox
(Truman’s world)
TESTABILITY
Test Subject
Test Data
Fake
Camera
Interface
Really hard to
make a good
fake device
USER BEHAVIOUR
•The most asked about features before purchase are seldom used in
practice
•e.g. event notification (very annoying)
•be careful about listening to customers — fulfilling careless requests
may ruin your product
INSTALLATION
•“Easy installation” is a requirement, not a feature.
•Consider the entire installation process
•e.g. for cameras, need to provide mount, drilling instructions, screws,
power connectivity, network cables (sufficient length), router
configuration, etc.
•#1issue for pro installer: router password?
•#1 issue for end user: power and network cabling
INSTALLATION
•Mesh network — very hard to deploy and stabilise
•customer:“they needed to come back every week to add the
dongles and do some testing, and it took them 3 months overall”
SERVICE
•IoT: buy-once, service-forever product (!)
•Asking end user to pay for service is very hard
•Smarter tools needed to diagnose the end-user problem
•Usually the problem is network, but it is always your fault
MARKET
•IoT is not winner-take-all
•Services are location dependent
•Great news for us!
•Building channels are very hard
•Security is a very conservative market
Control
Converse
Connect
Almost there!
Wei-Chao Chen, Ph.D.
Co-Founder, Skywatch Inc.
Adjunct Faculty, National Taiwan University
weichao.chen@skywatch24.com
SMARTER PLACES

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