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2017. 11. 29.
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Contents
I. IoT์™€ ๋ฏธ๋ž˜์‚ฌํšŒ
II. IoT์˜ ์ •์˜ ๋ฐ ํ”Œ๋žซํผ
III. IoT๋ฅผ ์œ„ํ•œ ๋ฌด์„  ์ปค๋„ฅํ‹ฐ๋น„ํ‹ฐ
IV. IoT๋ฅผ ์œ„ํ•œ ์„ผ์„œ
V. IoT ํ‘œ์ค€ ๋ฐ ์ง„ํ™”
VI. IoT ๊ธฐ์ˆ ๋™ํ–ฅ ๋ฐ ์‘์šฉ๋ถ„์•ผ
VII.IoT ๋ฏธ๋ž˜ Insights
VII. ๋งบ์Œ๋ง
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IoT๊ธฐ๋ฐ˜์˜ ๋ฏธ๋ž˜์‚ฌํšŒ ?
I. IoT์™€ ๋ฏธ๋ž˜์‚ฌํšŒ
EVERYTHING IS CONNECTED
WITHIN THE INTERNET OF THINGS !
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๋ฌด์ธ์ž๋™์ฐจ/๋“œ๋ก 
Blockchain
IoT์˜ ์—ญํ•  ? ์ƒˆ๋กœ์šด ํŒจ๋Ÿฌ๋‹ค์ž„์ธ ๋ฏธ๋ž˜ ์ง€๋Šฅ์ •๋ณด์‚ฌํšŒ์˜ Enabler
์ดˆ์—ฐ๊ฒฐ ยท ์ดˆ์ง€๋Šฅ ยท ์ดˆ์‹ค๊ฐ์˜ ์ง€๋Šฅ์ •๋ณด์‚ฌํšŒ
๋””์ง€ํ„ธ๋ณ€ํ˜(DX: Digital Transformation): ์ตœ์‹  ๋””์ง€ํ„ธ ์‹ ๊ธฐ์ˆ ์„ ํ™œ์šฉํ•˜๊ฑฐ๋‚˜, ๊ธฐ์กด์˜ ๋ฌผ๋ฆฌ์  ์˜์—ญ์—
๋””์ง€ํ„ธ ์š”์†Œ๋ฅผ ๊ฒฐํ•ฉใ†์ ์šฉํ•˜์—ฌ ์‚ฌํšŒ ๋ถ„์•ผ ๋ฐ ๊ธฐ์—… ํ™˜๊ฒฝ์— ๋Œ€ํ•ด ์„ ์ œ์ ์œผ๋กœ ๋Œ€์‘ํ•˜๋Š” ํ™œ๋™, A.T. Kearney, 2016
I. IoT์™€ ๋ฏธ๋ž˜์‚ฌํšŒ
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I. IoT์™€ ๋ฏธ๋ž˜์‚ฌํšŒ
IoT์˜ ๋ชฉ์ ๊ณผ ํ•„์š”์„ฑ
o ๋ชฉ์  ? : ๋ชจ๋‘๊ฐ€ ํ–‰๋ณตํ•œ ์„ธ์ƒ
o ํ–‰๋ณต์˜ ๊ธฐ์ค€์  ?
o ํ•„์š”๋กœ ํ•˜๋Š” ์ƒˆ๋กœ์šด ํŒจ๋Ÿฌ๋‹ค์ž„ ?
์ฝ”์น˜
๊ณต์œ 
์กด์ค‘
Innovation & Moonshot Thinking
๋ชจ๋“  ๊ฒƒ์ด ์žฌ์ •์˜ ๋˜๊ณ  ์žˆ์Œ
โ€œ๊ฒฉ๋ณ€๊ธฐ ์ƒ์กด์ „๋žตโ€ ํ•„์š”
http://www.epnc.co.kr/news/articleView.html?idxno=71446
์‚ฌํšŒ์ ๊ฐ€์น˜์ฐฝ์ถœ
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I. IoT์™€ ๋ฏธ๋ž˜์‚ฌํšŒ
์†Œ๋น„์ž ์ฃผ๋„
์†Œํ”„ํŠธ์›จ์–ด ์ค‘์‹ฌ
๋ฌด์„ /์œ ๋ฌด์„  ์œตํ•ฉ
ํŒจํ‚ท(all-IP) ์ธํ„ฐ๋„ท
์‚ฌ๋ฌผ์ธํ„ฐ๋„ท
๋‚ด์žฅํ˜•/์‹ ๋ขฐ๊ธฐ๋ฐ˜
๊ฐœ๋ฐฉํ˜•
ICT ์œตํ•ฉ ํ™˜๊ฒฝ์˜ ๋ณ€ํ™”์™€ ์ง„ํ™”
ICT ๋ถ„์•ผ์˜ ์ง„ํ™” ํ’๊ฒฝ
์Šคํƒ ํฌ๋“œ ์ธ๊ณต์ง€๋Šฅ ๋ณด๊ณ ์„œ, Artificial Intelligence and Life in 2030, 2016.09
IEEE, ์œค๋ฆฌ์  ์ธ๊ณต์ง€๋Šฅ ์‹œ์Šคํ…œ ๊ฐœ๋ฐœ ์ง€์นจ, 2016.11.23 http://standards.ieee.org/news/2016/ethically_aligned_design.html
๋ฏธ๋ฐฑ์•…๊ด€ ๋ณด๊ณ ์„œ, ์ธ๊ณต์ง€๋Šฅ์˜ ๋ฏธ๋ž˜๋ฅผ ์œ„ํ•œ ์ค€๋น„, 2016.10
๋ฏธ๋ฐฑ์•…๊ด€ ๋ณด๊ณ ์„œ, ์ธ๊ณต์ง€๋Šฅ, ์ž๋™ํ™”, ๊ทธ๋ฆฌ๊ณ  ๊ฒฝ์ œ, 2016.12
cf. ์šฐ๋ฆฌ๋‚˜๋ผ (ํ—Œ๋ฒ•๊ฐœ์ •์•ˆ ๋ฐœ์˜: ๊ณผํ•™๊ธฐ์ˆ ์ด ๊ฒฝ์ œ๋ฐœ์ „์— ์ข…์†๏ƒจ ์ƒˆ์‹œ๋Œ€์— ๋งž๋Š” ์˜๋ฏธ๋กœ ๋ณ€๊ฒฝ๋˜์–ด์•ผ)
๏ƒจ ๊ตญ๊ฐ€๋Š” ๊ณผํ•™๊ธฐ์ˆ ์˜ ํ˜์‹ ๊ณผ ์ •๋ณด ๋ฐ ์ธ๋ ฅ์˜ ๊ฐœ๋ฐœ์„ ํ†ตํ•˜์—ฌ ๊ตญ๋ฏผ๊ฒฝ์ œ์˜ ๋ฐœ์ „์— ๋…ธ๋ ฅํ•˜์—ฌ์•ผ ํ•œ๋‹ค.(ํ—Œ๋ฒ• 127์กฐ)
์ธ๊ณต์ง€๋Šฅ
โ‘ ๊ตญ๊ฐ€๋Š” ๊ณผํ•™๊ธฐ์ˆ ์˜ ๋ฐœ์ „์ด ๊ตญ๊ฐ€์˜ ์ž์ฃผ์  ์œ„์ƒ๊ณผ ๊ตญ๋ฏผ์˜ ๋ณต๋ฆฌ์— ๊ธฐ์ดˆ์  ์—ญํ• ์„ ํ•˜๋„๋ก ์œ ์—ฐํ•˜๊ณ  ํšจ์œจ์ ์ธ ๊ตญ๊ฐ€ํ˜์‹ ์ฒด๊ณ„๋ฅผ
๊ตฌ์ถ•ํ•˜์—ฌ์•ผ ํ•œ๋‹ค โ‘ก๊ตญ๊ฐ€๋Š” ์ œ1์žฅ์—์„œ ๊ทœ์ •ํ•œ ๊ตญ๊ฐ€ํ˜์‹ ์ฒด๊ณ„ ๋‚ด์—์„œ ๋‹ค์–‘ํ•œ ์ „๋ฌธ๊ฐ€๋“ค์ด ์ž์œ ๋กญ๊ณ  ๊ฐœ๋ฐฉ์ ์œผ๋กœ ๋Šฅ๋ ฅ์„ ํ•จ์–‘ํ•˜๊ณ 
๋ฐœํœ˜ํ•  ์ˆ˜ ์žˆ๋„๋ก ํ•˜๋Š” ๊ตญ๊ฐ€์ธ์ ์ž์›๊ฐœ๋ฐœ์„ ์ ๊ทน ์ถ”์ง„ํ•˜์—ฌ์•ผ ํ•œ๋‹ค
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I. IoT์™€ ๋ฏธ๋ž˜์‚ฌํšŒ
๊ธฐ์ˆ ์ด ์„ธ์ƒ์„ ๋ฐ”๊พธ๋Š” ์ˆœ๊ฐ„, ํ˜์‹  ๊ธฐ์ˆ ๋ณ„ ๊ธฐ์ˆ  ํ™•์‚ฐ์  ๋ถ„์„
๊ณผ๊ธฐ์ •ํ†ต๋ถ€, ์ง€๋Šฅ์ •๋ณด์‚ฌํšŒ, 2017.03
์ง€๋Šฅ์ •๋ณด ์‚ฌํšŒ์˜
ํ˜์‹ ์š”์†Œ ๊ธฐ์ˆ ๊ณผ
์šฐ๋ฆฌ๋‚˜๋ผ์˜ ํ˜„์‹ค
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์‚ฌ๋ฌผ์ธํ„ฐ๋„ท์ด๋ž€ ?
IoT ? ๊ฑฐํ’ˆ ์ตœ๊ณ ์กฐ๊ธฐ
์ด์   ์•„์ฃผ ํ…ƒ๋‹ค ์ด์ œ๋ถ€ํ„ฐ ์—„์ฒญ ํŠ€์ž
IoT (Internet of Things)๏ƒจ Intelligent IoT
IoE (Internet of Everythings)
M2M(Machine to Machine)
MTC(Machine Type Communication)
CPS(Cyber Physical System)๏ƒจ CPSS
O2O(Online to Offline)
๋งˆ์ผ€ํŒ…(์žฅ์‚ฌ๊พผ) ์šฉ์–ด์˜ ๋ณ€์ฒœ
๏ƒผ Ubiquitous
๏ƒผ Smart ๏ƒจ Super Smart
๏ƒผ Artificial Intelligence
๏ƒจ Super Intelligence
๏ƒผ Hyper-Connected
๏ƒผ Hyper-Intelligence
next ?
SSAMBAK
(์‹œ์›์Šค๋Ÿฝ๋„๋ก
๋งˆ์Œ์— ๋“ค๋‹ค)
II. IoT์˜ ์ •์˜ ๋ฐ ํ”Œ๋žซํผ
๊ทธ ๋ฐ–์˜ ์ž‘๋ช…๊ฐ€๋“ค์˜ ์ž‘ํ’ˆ ^_^
๏ƒผ IoST(Internet of Small Things)
๏ƒผ IoB(Internet of Brainwave/Bio)
๏ƒผ IoSF(Internet of Smart Farm)
๏ƒผ IoH(Internet of Human)
๏ƒผ IIoT(Industrial IoT)
๏ƒผ IoMT(Internet of Medical Things)
๏ƒผ IoBT(Internet of Battlefield Things)
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โ€ข ํ•œ ๋‚˜๋ผ์˜ ๊ตญ๊ฐ€ ์ธํ”„๋ผ
โ€ข ์ง€๊ตฌ์ดŒ์˜ ์ค‘์ถ” ์‹ ๊ฒฝ๋ง
์‚ฌ๋ฌผ์ธํ„ฐ๋„ท์ด๋ž€ ?
Who ?
์‚ฌ๋ฌผ๋ผ๋ฆฌ, ์‚ฌ๋ฌผ๊ณผ ์‚ฌ๋žŒ๊ฐ„
When ?
2020๋…„๊ฒฝ๋ถ€ํ„ฐ
Where ?
์ƒˆ๋กœ์šด ๊ธ€๋กœ๋ฒŒ
์ •๋ณด ๋ฐ ์„œ๋น„์Šค ์ธํ”„๋ผ์ƒ์—์„œ
What ?
๋ชจ๋“  ์‚ฌ๋ฌผ์„ ์—ฐ๊ฒฐํ•˜์—ฌ
Why ?
์‚ถ์˜ ์งˆ๊ณผ ์ƒ์‚ฐ์„ฑ ํ–ฅ์ƒ์„ ์œ„ํ•ด
Social Value Creation
How ? ์ž~์•Œ
์‚ฌ๋žŒ, ํ”„๋กœ์„ธ์Šค, ๋ฐ์ดํ„ฐ, ์‚ฌ๋ฌผ์ด
์„œ๋กœ ์—ฐ๊ฒฐ๋˜์–ด ํ†ต์‹ ํ•˜๋Š”
์ดˆ ์—ฐ๊ฒฐ์‚ฌํšŒ ๊ตฌ์ถ•
II. IoT์˜ ์ •์˜ ๋ฐ ํ”Œ๋žซํผ
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์ˆ˜์ง์  ํ”Œ๋žซํผ์˜ ์ˆ˜ํ‰ํ™”๋ฅผ ํ†ตํ•œ ๊ฐœ๋ฐฉํ˜• ๊ณตํ†ต ํ”Œ๋žซํผ
2020 ?
250์–ต๊ฐœ~500์–ต๊ฐœ ?
II. IoT์˜ ์ •์˜ ๋ฐ ํ”Œ๋žซํผ
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์‚ฌ๋ฌผ์ธํ„ฐ๋„ท ํ”Œ๋žซํผ์˜ ๊ตฌํ˜„์„ ํ†ตํ•œ ์ดˆ์—ฐ๊ฒฐ์‚ฌํšŒ
ํ”Œ๋žซํผ ๊ตฌ์„ฑ์š”์†Œ
- ๋””๋ฐ”์ด์Šค (ํ”Œ๋žซํผ)
- ๋„คํŠธ์›Œํฌ (ํ”Œ๋žซํผ)
- (ํด๋ผ์šฐ๋“œ)ํ”Œ๋žซํผ
- ์„œ๋น„์Šค (ํ”Œ๋žซํผ)
- ๋ณด์•ˆ (ํ”Œ๋žซํผ)
๋˜ํ•œ ๋ชจ๋“  ํ”Œ๋žซํผ
๊ตฌ์„ฑ ์š”์†Œ์—์„œ
ICT์œตํ•ฉ์ด ์ง„ํ–‰ ์ค‘
์‚ฌํšŒ์ 
์•ฝ์ž
Social
IoT
๋งž์ถคํ˜•
B
C
P
์ธ
๊ณต
์ง€
๋Šฅ
์ฃผ1) ํ”Œ๋žซํผ๋„ ์ง„ํ™”: ์„ผ์„œยท๋””๋ฐ”์ด์Šคํ”Œ๋žซํผ, ๋„คํŠธ์›Œํฌํ”Œ๋žซํผ, ํด๋ผ์šฐ๋“œ ํ”Œ๋žซํผ, ์‘์šฉยท์„œ๋น„์Šคํ”Œ๋žซํผ, ๋ณด์•ˆํ”Œ๋žซํผ
์ฃผ2) GSMA, IoT Security Guideline, 2016.02 & KISA IoT ๊ธฐ๊ธฐ์˜ ๋ณด์•ˆ์ธ์ฆ ์˜๋ฌดํ™” ์˜ˆ์ •, 2018
์ฃผ3) ํ”Œ๋žซํผ ๏ƒจ ๊ณต์œ , ํ”Œ๋žซํผ ? ๏ƒง ๊ธฐ์ˆ ๋ฌถ์Œ
II. IoT์˜ ์ •์˜ ๋ฐ ํ”Œ๋žซํผ
์ฐฉ
ํ•œ
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Big Data/Smart Data, AI/Machine Learning/Deep Learning & Cloud
Big Data will be in the Cloud
From Data to Wisdom
์ˆ˜์ง‘๏ƒจ ์ฒ˜๋ฆฌ๏ƒจ ๋ถ„์„๏ƒจ ์˜ˆ์ธก/์ถ”๋ก ๏ƒจํ™œ์šฉ(Human Value)
์ „์ œ์กฐ๊ฑด: ์‚ฌ์—…์„ฑ, ์‹ค์‹œ๊ฐ„ ์•Œ๊ณ ๋ฆฌ์ฆ˜, ๊ณ ๊ฐ์ œ๊ณต ๊ฐ€์น˜IoT+AI ๏ƒจ 4์ฐจ ์‚ฐ์—…ํ˜๋ช…
๋ฏธ๋ž˜์‚ฌํšŒ? ์ง€ํ˜œ๊ฐ€ ํ•„์š”
II. IoT์˜ ์ •์˜ ๋ฐ ํ”Œ๋žซํผ
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Big Data Definition
๊ทœ๋ชจ ๋‹ค์–‘์„ฑ
์‹ค์‹œ๊ฐ„์„ฑ
/์†๋„
์ง„์‹ค์„ฑ
Right Product, Right Place, Right Time, & Right Price
Industrial metrics: +Value(๊ฐ€์น˜ ์ฐฝ์ถœ)
http://wikibon.org/wiki/v/Defining_and_Sizing_the_Industrial_Internet
Volatility(๋ณ€๋™์„ฑ), Validity(์œ ํšจ์„ฑ)
Seven
Volume, Velocity, Variety+Veracity/Validity/Volatility/Value
II. IoT์˜ ์ •์˜ ๋ฐ ํ”Œ๋žซํผ
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Big Data Analytics ๏ƒจ AI/Machine Learning/Deep Learning (์•Œ๊ณ ๋ฆฌ์ฆ˜๊ธฐ๋ฐ˜์˜ ํ•™์Šต, ์ถ•์ , ์˜ˆ์ธก)
IBM: Watson
Amazon: Amazon Machine Learning, AML
Facebook: ๋”ฅ๋Ÿฌ๋‹ ์‹œ์Šคํ…œ ์˜คํ”ˆ ์†Œ์Šค๋กœ ๊ณต๊ฐœ, 2015 ์ดˆ, deep text AI, 2016.06.03
Google: Tensorflow, http://tensorflow.org, Machine Learning SW, ์˜คํ”ˆ์†Œ์Šค๋กœ ๊ณต๊ฐœ, 2015.11.09.
Apple: SiRi & Home Pod, Neural Engine AI Processor
MS: DMTK(Distributed Machine Learning Toolkit) ๊ณต๊ฐœ, 2015.11.12
Tesla & PayPal CEO, Open AI Gym, 2016.04
Big Data Landscape 2017
II. IoT์˜ ์ •์˜ ๋ฐ ํ”Œ๋žซํผ
AI AS a Service
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์‚ฌ๋ฌผ์ธํ„ฐ๋„ท ์ƒํƒœ๊ณ„
II. IoT์˜ ์ •์˜ ๋ฐ ํ”Œ๋žซํผ
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์‚ฌ๋ฌผ์ธํ„ฐ๋„ท์˜ ๊ธฐ์ˆ ์  ๋„์ „๊ณผ์ œ
II. IoT์˜ ์ •์˜ ๋ฐ ํ”Œ๋žซํผ
๏ƒผ IoT ํ”Œ๋žซํผ ? ์ „ ์„ธ๊ณ„์— 360๊ฐœ ์ด์ƒ ์กด์žฌ
๏ƒผ IoT Protocols ? IP-based & Non-IP based
๏ƒผ Connectivity Options ? ์ „์†ก์†๋„, ์ง€์—ฐ, ์ „๋ ฅํšจ์œจ, ํŒจํ‚ท ํฌ๊ธฐ ๋“ฑ
๏ƒผ ์ƒํ˜ธ ์šด์šฉ์„ฑ ์‹œํ—˜, ์„ฑ๋Šฅ์‹œํ—˜, ์ธ์ฆ:
: ์šด์šฉ์„ฑ ์‹œํ—˜, ์ธ์ฆ ๋“ฑ์ด ํ™œ๋ฐœํ•œ ๊ณณ
OPC UA(Open Platform Communications Unified Architecture): a machine to machine communication protocol for industrial automation
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์ปค๋„ฅํ‹ฐ๋“œ ๋””๋ฐ”์ด์Šค ์ˆ˜, 2022๋…„ 300์–ต๊ฐœ, Ericsson Mobility Report, 2017.06
Global Mobile M2M Connections Share, CISCO VNI Mobile, 2017
์ปค๋„ฅํ‹ฐ๋“œ ๋””๋ฐ”์ด์Šค ์ฆ๊ฐ€ ์˜ˆ์ธก
Cellular and Total IoT Devices Globally, 2014โ€“2020, Nokia, 2016.
CAGR: Compound Annual Growth Rate(์—ฐํ‰๊ท  ์„ฑ์žฅ๋ฅ )
Why is LPWAN attracting so much excitement ?
III. IoT๋ฅผ ์œ„ํ•œ ๋ฌด์„  ์ปค๋„ฅํ‹ฐ๋น„ํ‹ฐ
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III. IoT๋ฅผ ์œ„ํ•œ ๋ฌด์„  ์ปค๋„ฅํ‹ฐ๋น„ํ‹ฐ
Wireless Hyper-connectivity
10m 100m 1Km 10Km ๊ฑฐ๋ฆฌ
์ „์†ก
์†๋„
Gbps
Mbps
Kbps
bps
WLAN
WPAN
WWAN
LPWAN
Wi-Fi & LP Wi-Fi
802.11ax, 802.11ah
Short Range
Z-WAVE, ZigBee3.0,
BLE4.2/5.0, RFID/USN
LPWA
. Proprietary IoT
(SigFox, LoRa, โ€ฆ)
. NB-IoT
Cellular
Cellular Module
(2G/3G/4G)
๏ƒจ LTE-M/eMTC
LTE-LAA
5G: mMTC, URLLC
์„ฑ๋Šฅ,
์ดˆ์—ฐ๊ฒฐ ๋„คํŠธ์›Œํฌ ์„œ๋น„์Šค !!!
Balloon
Satellite
W
B
A
N
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IV. IoT๋ฅผ ์œ„ํ•œ ์„ผ์„œ
IoT ์„ผ์„œ & ์„ผ์‹ฑ
๋ฏธ๋ž˜์‚ฌํšŒ๋ฅผ ํ–ฅํ•œ ์„ผ์„œ๊ธฐ์ˆ ์˜ ํ˜„์žฌ์™€ ๋ฐœ์ „๋ฐฉํ–ฅ,
Tsensors(Trillion Sensors)ํ•™ํšŒ, 2013.10
ํ–ฅํ›„ 10๋…„๋‚ด์— ์ „ ์„ธ๊ณ„ IoT ์ธํ”„๋ผ์— ๋งค๋…„
1์กฐ๊ฐœ์˜ ์„ผ์„œ๊ฐ€ ํ•„์š”ํ•˜๋‹ค๋Š” ๋œป
์‹œ์žฅ ์ข…๋ฅ˜: ์‘์šฉ๋ถ„์•ผ ๋ณ„๋กœ ๋ฌด์ˆ˜ํžˆ ๋งŽ์Œ
์„ผ์„œ์˜ ๋ฐœ์ „
1์„ธ๋Œ€(discrete)๏ƒจ 2์„ธ๋Œ€(integrated)๏ƒจ
3์„ธ๋Œ€(digital)๏ƒจ 4์„ธ๋Œ€(smart, SoC) ๏ƒจ
5์„ธ๋Œ€ IoT(๋‹ค์ค‘์„ผ์‹ฑ, ๊ฐ€์ƒ์„ผ์‹ฑ, AI)
Open Sensor Platform !
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V. IoT ํ‘œ์ค€ ๋ฐ ์ง„ํ™”
Ref. Qualcomm, Leading the LTE IoT evolution to connect the massive Internet of Things, June 2017
์…€๋ฃฐ๋ผ IoT ๊ธฐ์ˆ ์ง„ํ™”
mMTCURLLC
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5G 3๋Œ€ ์ฃผ์š” ์‘์šฉ๋ถ„์•ผ (3 Key Usage Scenarios of 5G)
Ref. ITU-R M.2083, IMT Vision โ€“ Framework and overall objectives of the future development of IMT for 2020 and beyond, 2015.09
๊ธฐ์กด ์ด๋™ํ†ต์‹ ์œผ๋กœ ์ง€์›๋˜์ง€ ์•Š๋Š” ์‘์šฉ๋ถ„์•ผ: ์ดˆ๊ณ ์†, ์ดˆ์—ฐ๊ฒฐ, ์ €์ง€์—ฐ
eMBB(์ดˆ๊ณ ์†)
mMTC(์ดˆ์—ฐ๊ฒฐ) URLLC(์ €์ง€์—ฐ) 5G ์šฉ๋„ ๋ณ„ ๋Œ€์—ญํญ๊ณผ ์ง€์—ฐ ์š”๊ตฌ์‚ฌํ•ญ
Ref. GSMA Intelligence, Understanding 5G, 2014.12
์‚ฐ์—…์ž๋™ํ™”
์ฃผ์š” ์ž„๋ฌด ์‘์šฉ
์ž์œจ์ฃผํ–‰์ฐจ
์ฆ๊ฐ•ํ˜„์‹ค
์Šค๋งˆํŠธ์‹œํ‹ฐ
์Šค๋งˆํŠธํ™ˆ/๋นŒ๋”ฉ
GB/Sec
3D Video, UHD ์Šคํฌ๋ฆฐ
ํด๋ผ์šฐ๋“œ
์Œ์„ฑ
์…€๋ฃฐ๋ผ IoT ๊ธฐ์ˆ ์ง„ํ™”
V. IoT ํ‘œ์ค€ ๋ฐ ์ง„ํ™”
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5G Connections
์…€๋ฃฐ๋ผ IoT ๊ธฐ์ˆ ์ง„ํ™”
V. IoT ํ‘œ์ค€ ๋ฐ ์ง„ํ™”
GSMA, The 5G era: Age of boundless connectivity and intelligent automation, 2017
๊ณผ๊ธฐ์ •ํ†ต๋ถ€, ์šฐ๋ฆฌ๋‚˜๋ผ ํœด๋Œ€ํฐ ๊ฐ€์ž…์ž 5589๋งŒ, IoT 634๋งŒ, 2017.09
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ref. Low Power Wide Area Networks: An Overview, IEEE Communications Surveys & Tutorials, 2017.
(*) 2016๋…„ 7์›”๋ถ€ํ„ฐ 2016๋…„ 12์›”๊นŒ์ง€ WUR(Wake-Up Radio) SG(Study Group)์„ ๊ฒฐ์„ฑํ•˜์—ฌ ๋ฌด์„ ๋žœ ๊ธฐ๋ฐ˜
IoT ์žฅ์น˜๋ฅผ ์œ„ํ•œ WUR ํ‘œ์ค€์˜ ๋ฒ”์œ„, ์˜ˆ์ƒ ์ผ์ •, ํ›„๋ณด ๊ธฐ์ˆ  ๋“ฑ์„ ๋…ผ์˜ํ•˜์˜€๊ณ , 2017๋…„ 1์›”๋ถ€ํ„ฐ IEEE
802.11ba WUR TG(Task Group)์„ ๊ฒฐ์„ฑํ•˜์—ฌ ๋ณธ๊ฒฉ์ ์ธ ํ‘œ์ค€ ๊ทœ๊ฒฉ ๊ฐœ๋ฐœ์„ ์ง„ํ–‰ ์ค‘
LPWA๊ธฐ๋ฐ˜ IoT ๋น„๊ต
๏ƒจ WUR(Wake-Up Radio)*
๊ฐ€๊ฒฉ
์ „๋ ฅ์†Œ๋ชจ
ํ†ต์‹ ๊ฑฐ๋ฆฌ
์ „์†ก์†๋„
์›”์ •๋ฃŒ
๋ผ์ด์„ ์Šค ๋น„์šฉ
802.11ah
V. IoT ํ‘œ์ค€ ๋ฐ ์ง„ํ™”
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Comparison of LPWA Standards
๊น€์„ ์˜ ์™ธ, LPWA๊ธฐ๋ฐ˜ ์ €์ „๋ ฅ ๊ด‘์—ญ IoT ๊ธฐ์ˆ  ๋ฐ ํ‘œ์ค€ํ™”, ์ „์žํ†ต์‹ ๋™ํ–ฅ๋ถ„์„, 2016๋…„ 4์›”
Massive, Critical
๏ƒจ5G mMTC/URLLC
URLLC:
Ultra Reliable and
Low Latency
Communications
mMTC: massive
Machine Type
Communication
V. IoT ํ‘œ์ค€ ๋ฐ ์ง„ํ™”
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IoT ์‘์šฉ ํ”Œ๋žซํผ ํ‘œ์ค€
OCF(Open Connectivity Foundation) ๏ƒง OIC
https://openconnectivity.org/
IoTivity Project: Open Source Community for Framework & Service
http://www.iiconsortium.org/
ํ…ƒ๋ฐญ ?
V. IoT ํ‘œ์ค€ ๋ฐ ์ง„ํ™”
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Industry IoT Market
V. IoT ํ‘œ์ค€ ๋ฐ ์ง„ํ™”
Megatrends in wireless interconnectivity, intelligence, automation
Create significant global economic value
Ref. Qualcomm, Private LTE/5G for Industrial IoT, June 7, 2017.
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http://www.iotcentral.io/blog/gartner-identifies-the-top-10-internet-of-things-technologies-for
1. IoT Security: updatable HW and SW to adapt during their life span."
2. IoT Analytics: New analytic tools and algorithms
3. IoT Device (Thing) Management: management and monitoring.
4. Low-Power, Short-Range IoT Networks:
5. Low-Power, Wide-Area Networks
6. IoT Processors: The processors and architectures
7. IoT Operating Systems: a wide range of IoT-specific OS
8. Event Stream Processing:
very high-rate data streams to perform tasks such as real-time analytics and pattern identification.
9. IoT Platforms:
services => . low-level device control and operations
. IoT data acquisition, transformation and management
. IoT application development
10. IoT Standards and Ecosystems:
- Standards & their associated APIs will be essential because IoT devices will need to interoperate and
communicate
- Many IoT business models will rely on sharing data between multiple devices and organizations.
The Top 10 IoT Technologies, Gartner, 2017.
VI. IoT ๊ธฐ์ˆ ๋™ํ–ฅ ๋ฐ ์‘์šฉ๋ถ„์•ผ
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The Top 10 Technologies, Gartner, 2018.
VI. IoT ๊ธฐ์ˆ ๋™ํ–ฅ ๋ฐ ์‘์šฉ๋ถ„์•ผ
1. ์ธ๊ณต์ง€๋Šฅ ๊ฐ•ํ™” ์‹œ์Šคํ…œ(AI Foundation)
2. ์ง€๋Šฅํ˜• ์•ฑใ†๋ถ„์„(Intelligent Apps and Analytics)
3. ์ง€๋Šฅํ˜• ์‚ฌ๋ฌผ(Intelligent Things)
4. ๋””์ง€ํ„ธ ํŠธ์œˆ(Digital Twin)
5. ํด๋ผ์šฐ๋“œ์—์„œ ์—์ง€๋กœ(Cloud to the Edge)
6. ๋Œ€ํ™”ํ˜• ํ”Œ๋žซํผ(Conversational Platforms)
7. ๋ชฐ์ž… ๊ฒฝํ—˜(Immersive Experience)
8. ๋ธ”๋ก์ฒด์ธ(Blockchain)
9. ์ด๋ฒคํŠธ ๊ธฐ๋ฐ˜ ๋ชจ๋ธ(Event-Driven)
10.์ง€์†์ ์ด๋ฉฐ ์ ์‘ํ•  ์ˆ˜ ์žˆ๋Š” ๋ฆฌ์Šคํฌ ๋ฐ
์‹ ๋ขฐ ํ‰๊ฐ€(CARTA) ์ ‘๊ทผ๋ฒ•
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IoT Trends
& DIY
Cloud TPU
๊ตฌ๊ธ€ I/O 2017, Google Lens
Neural Engine
White House Presidential Innovation Fellows, Sokwoo Rhee
cf. Industry 4.0
http://smartamerica.org/
์ฒจ๋‹จ ๋„คํŠธ์›Œํฌ R&D ์‹ค์ฆ์ •์ฑ…
์• ํ”Œ WWDC 2017, ARKit
์‹œ๊ฐ€์ด์•ก 648์กฐ
True North, 2014.08
- Tr. 54์–ต๊ฐœ
- 4096 core
- 100๋งŒ๊ฐœ๋‰ด๋Ÿฐ
- 2์–ต5์ฒœ๋งŒ ์‹œ๋ƒ…์Šค
์˜คํ”ˆ์†Œ์Šค๋ฅผ ์ด์šฉํ•œ IoT ๊ธฐ์ˆ , ์ „ํŒŒ์ง„ํฅ, 16.01
VI. IoT ๊ธฐ์ˆ ๋™ํ–ฅ ๋ฐ ์‘์šฉ๋ถ„์•ผ
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IoT TrendsIoT Trends MACHINE-BUILT AI (AI AS A SERVICE)
Amazon
MS Invoke
(Cotana ํƒ‘์žฌ, โ€˜17.3Q )
Apple HomePod $349,
โ€œHey Siriโ€, โ€˜17.12
Amazon Eco, โ€˜14.11
(AI ์Œ์„ฑ ์„œ๋น„์Šค Alexa, 70.6%)
Google Home, โ€˜16.05
(Google Assistant ํƒ‘์žฌ, 23.8%,
error ๋ฌธ์ œ)
Amazon Go
Google Apple MS
Self-Learning supports multiple users
(6 accounts)
VI. IoT ๊ธฐ์ˆ ๋™ํ–ฅ ๋ฐ ์‘์šฉ๋ถ„์•ผ
MusicCommerce Operating in LifeSearching & Advertising
LG ์Šค๋งˆํŠธ์”ฝํ ํ—ˆ๋ธŒ 2.0,โ€™17.04
SKT NUGU,โ€™16.09
KT: GiGa Genie, โ€˜17.01
Naver: Wave(Clova, โ€˜17.2H) Kakao Mini
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VI. IoT ๋ฏธ๋ž˜ Insights
IoT Trends
Amazon GO(์”จ์• ํ‹€ ์˜คํ”„๋ผ์ธ ๋งค์žฅ, 50ํ‰)
: Smart Digital Retail
1. Amazon GO ์•ฑ์„ ์ผœ๊ณ  ๋งค์žฅ ์ž…๊ตฌ๋ฅผ ์ง€๋‚˜๊ฐ€๊ฒŒ ๋˜๋ฉด
์•„๋งˆ์กด๊ณ„์ •์œผ๋กœ ๊ณ ๊ฐ์„ ์ž๋™์œผ๋กœ ์ธ์‹ํ•œ ํ›„
2. ๋งค์žฅ์„ ๋ฐ˜์œ„์— ์›ํ•˜๋Š” ์ œํ’ˆ์„ ๋‹ด์•„ ๊ณ„์‚ฐ์„ ํ•˜์ง€ ์•Š๊ณ 
(์นด๋ฉ”๋ผ์™€ ์„ผ์„œ) ๋งค์žฅ์„ ๋‚˜์˜ค๋ฉด
3. ์ž๋™์œผ๋กœ ๊ณ„์‚ฐ์ด ์ด๋ฃจ์–ด์ง„๋‹ค. (No Line, No Check Out)
https://youtu.be/NrmMk1Myrxc
US20150012396
๏ƒผ Computer Vision
๏ƒผ Deep Learning Algorithm
๏ƒผ Sensor Fusion(์ž์œจ์ฃผํ–‰์„ผ์„œ)
๏ƒผ Virtual Cart
๏ƒผ Mobile Payment
๏ƒผ Inventory Management
What? Motion recognition
Which product? Item recognition:
Who/human recognition:
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VI. IoT ๋ฏธ๋ž˜ Insights
IoT Trends: Smart Factory
๏ƒผ ๊ณต์žฅ์€ ๊ทœ๋ชจ๋„ ํฌ๊ณ , ์ข…๋ฅ˜๋„ ๋งŽ๊ณ ,
์šฉ์–ด๋„ ๋‹ค๋ฅด๊ณ  ์ƒ์†Œํ•œ ์žฅ์†Œ ?
๏ƒผ ICT๋ฅผ ์–ด๋””์— ์ ์šฉ์‹œ์ผœ ํŽธ๋ฆฌํ•จ, ์ƒ์‚ฐ์„ฑ,
๊ฐ€์น˜์ฐฝ์ถœ์„ ๋„๋ชจํ•˜์ž๋Š” ๊ฒƒ์ธ์ง€?
๏ƒผ ๋Œ€๋ถ€๋ถ„ ์œ ์„ ์ด๊ตฐ, ๋ฌด์„ ์œผ๋กœ ๋ณ€๊ฒฝํ•˜๋ฉด
์–ด๋–ค ์ผ์ด ์ผ์–ด๋‚ ๊นŒ?
๏ƒผ Smart Factory๋ฅผ ๊ตฌํ˜„ํ•˜๋ ค๋ฉด ์–ด๋””๋ถ€ํ„ฐ
์‹œ์ž‘ํ•ด์•ผ ํ•˜๋‚˜?
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The Manufacturing Transformation for Next Generation
VI. IoT ๋ฏธ๋ž˜ Insights
IoT Trends: Smart Factory
Service-oriented Smart Manufacturing Ecosystem with CPS Technologies
The meaning of the data (semantics) needs to be accessible!
IEC PAS 63088 RAMI 4.0 ๊ตญ์ œํ‘œ์ค€
IEC PAS: International Electrotechnical Commission Publicly Available Specifications
RAMI: Reference Architecture Model Industry
Today
5-Layer Architecture
Future
CPS based Automation
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๋…์ผ Siemens Amberg์˜ EWA(Electronics Works Amberg)
๋น…๋ฐ์ดํ„ฐ ์ž๋™๋ถ„์„, Inustry4.0 ์ ์šฉ, ๋น„์šฉ๊ณผ ํ’ˆ์งˆ์„ ๊ณ ๋ คํ•œ ์ตœ์ ํ™”๊ฐ€ ๋ชฉํ‘œ
2. ์ง€๋ฉ˜์Šค Amberg ๊ณต์žฅ
1. ๋ฏธ๊ตญ์˜ Smart America Project: Forward Compatibility !!
VI. IoT ๋ฏธ๋ž˜ Insights
Flexible, Modular Production Systems
IoT Trends: Smart Factory
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3. Adidas: Speed Factory
Automated Decentralized Manufacture
4. Fraunhopfer: Smart Face
์‚ฌ๋žŒ 10๋ช…, ๋กœ๋ด‡ 12๋Œ€, 3D ํ”„๋ฆฐํ„ฐ, cf. 1/60 ์ธ์›
https://www.youtube.com/watch?v=2nBjnDf8SRM
https://www.youtube.com/watch?v=t6TGVa29j9
c
๋ฏธ๋ž˜: ์ž๋™์ฐจ๊ฐ€ ์กฐ๋ฆฝ๊ณต๊ฐ„์˜ ํ”„๋กœ์„ธ์Šค๋ชจ๋“ˆ์„
ํ†ตํ•ด CPS๋กœ์„œ ์ž์œจ์ ์œผ๋กœ ์›€์ง์ž„
VI. IoT ๋ฏธ๋ž˜ Insights
IoT Trends: Smart Factory
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๋…ธ์•ฝ์ž ๋ฐ ์žฅ์• ์ธ์„ ์œ„ํ•œ ์ดˆ์—ฐ๊ฒฐ IoT ํ”Œ๋žซํผ ์˜ˆ
+ ์ œ4์ฐจ ์‚ฐ์—…ํ˜๋ช…์˜ ์—ญ๊ธฐ๋Šฅ: ์‹ (ๆ–ฐ) ์ •๋ณด๊ฒฉ์ฐจ
๊ฐ€์žฅ ํฐ ์ธ๊ตฌ ๋น„์ค‘์„ ์ฐจ์ง€ํ•˜๋Š” ๋…ธ์•ฝ์ž์™€ ์žฅ์• ์ธ์˜ ์‚ฌํšŒ์  ๊ฐ€์น˜ ์‹คํ˜„
Accessibility & Independent Life
VI. IoT ๋ฏธ๋ž˜ Insights
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2050๋…„ ๋ฏธ๋ž˜์‚ฌํšŒ ์ด์ •๋ฌธ ํ™”๋ฐฑ
VI. IoT ๋ฏธ๋ž˜ Insights
IoT์˜ ๋ฏธ๋ž˜ ? : โ€œ์ƒ์ƒ ํ˜„์‹ค์ด ๋˜๋„๋กโ€
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o IoT๋Š” ์ดˆ์—ฐ๊ฒฐ, ์ดˆ์ง€๋Šฅ, ์ดˆ์‹ค๊ฐ ์‚ฌํšŒ์˜ enabler๋กœ์„œ ์ „ํŒŒ๋ฅผ ๊ธฐ๋ฐ˜์œผ๋กœ ํ•จ
o ์ดˆ์—ฐ๊ฒฐ๋กœ ๋น„์ฆˆ์˜ ๊ฒฝ๊ณ„๊ฐ€ ์‚ฌ๋ผ์ง€๊ณ  ์žˆ๊ณ , ๊ฒŒ์ž„์˜ ๊ทœ์น™์ด ๋ฐ”๋€œ
๏ƒจ ํŒŒ๊ดด์ ์ธ ํ˜์‹  ๋Œ€์‘ ํ•„์š”(๋‹คํ’ˆ์ข… ์†Œ๋Ÿ‰ ๊ฐœ์ธ ๋งž์ถคํ˜•)
๏ƒจ Domain Knowledge for Service, ์†Œ๋น„์ž์˜ ๋งˆ์Œ
o AI ๋ฐ Big Data Analytics์— ์˜ํ•œ ์„œ๋น„์Šค ์ฐฝ์ถœยทํ™œ์„ฑํ™” ๋ฐ ์ฐจ๋ณ„ํ™” ํ•„์š”
o ๊ท ํ˜•๋œ ์‹œ๊ฐ์˜ ๊ฐœ๋ฐฉ๊ณผ ์†Œํ†ต์„ ํ†ตํ•˜์—ฌ ์‚ฌํšŒ์  ๊ฐ€์น˜์‹คํ˜„์„ ํ†ตํ•œ
โ€œ๋ชจ๋‘๊ฐ€ ํ–‰๋ณตํ•œ ์„ธ์ƒโ€
o ์„œ๋น„์Šค ๊ธฐ๋ฐ˜์˜ ๊ฐœ๋ฐฉํ˜• ํ”Œ๋žซํผ์˜ ์„ ์  ๋ฐ ํ™œ์šฉ์ด ์ค‘์š”
o ๊ธฐ์ˆ ์„ ์œ„ํ•œ ํ˜์‹ ์ด ์•„๋‹ˆ๊ณ  ์‚ฌ๋žŒ์„ ์œ„ํ•œ ์ง„ํ™”(Internet of Human)๊ฐ€ ์ค‘์š”
o ๋„“์€ ์‹œ์•ผ, ์ƒ๊ฐ์˜ ๊นŠ์ด, ์ƒ๊ฐ์˜ ํ•จ์ถ•์ด ํ•„์š”
VII. Conclusions
sunykim
39
๋•๋ถ„์ž…๋‹ˆ๋‹ค! ๊ฐ์‚ฌํ•ฉ๋‹ˆ๋‹ค !
ksyjimmy@naver.com
๊ฐ•๋‚จ์Šคํƒ€์ผ ์‹ธ์ด๋ผ๋–ผ ๋ฌผ์œ„๋ฅผ ๊ฑท๋Š” ๋ฒ• ์ผํƒ€์Œํ”ผ
THINK OUT OF THE BOX !

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Future of IoT 20171129 rapa suny kim

  • 2. sunykim 2 Contents I. IoT์™€ ๋ฏธ๋ž˜์‚ฌํšŒ II. IoT์˜ ์ •์˜ ๋ฐ ํ”Œ๋žซํผ III. IoT๋ฅผ ์œ„ํ•œ ๋ฌด์„  ์ปค๋„ฅํ‹ฐ๋น„ํ‹ฐ IV. IoT๋ฅผ ์œ„ํ•œ ์„ผ์„œ V. IoT ํ‘œ์ค€ ๋ฐ ์ง„ํ™” VI. IoT ๊ธฐ์ˆ ๋™ํ–ฅ ๋ฐ ์‘์šฉ๋ถ„์•ผ VII.IoT ๋ฏธ๋ž˜ Insights VII. ๋งบ์Œ๋ง
  • 3. sunykim 3 IoT๊ธฐ๋ฐ˜์˜ ๋ฏธ๋ž˜์‚ฌํšŒ ? I. IoT์™€ ๋ฏธ๋ž˜์‚ฌํšŒ EVERYTHING IS CONNECTED WITHIN THE INTERNET OF THINGS !
  • 4. sunykim 4 ๋ฌด์ธ์ž๋™์ฐจ/๋“œ๋ก  Blockchain IoT์˜ ์—ญํ•  ? ์ƒˆ๋กœ์šด ํŒจ๋Ÿฌ๋‹ค์ž„์ธ ๋ฏธ๋ž˜ ์ง€๋Šฅ์ •๋ณด์‚ฌํšŒ์˜ Enabler ์ดˆ์—ฐ๊ฒฐ ยท ์ดˆ์ง€๋Šฅ ยท ์ดˆ์‹ค๊ฐ์˜ ์ง€๋Šฅ์ •๋ณด์‚ฌํšŒ ๋””์ง€ํ„ธ๋ณ€ํ˜(DX: Digital Transformation): ์ตœ์‹  ๋””์ง€ํ„ธ ์‹ ๊ธฐ์ˆ ์„ ํ™œ์šฉํ•˜๊ฑฐ๋‚˜, ๊ธฐ์กด์˜ ๋ฌผ๋ฆฌ์  ์˜์—ญ์— ๋””์ง€ํ„ธ ์š”์†Œ๋ฅผ ๊ฒฐํ•ฉใ†์ ์šฉํ•˜์—ฌ ์‚ฌํšŒ ๋ถ„์•ผ ๋ฐ ๊ธฐ์—… ํ™˜๊ฒฝ์— ๋Œ€ํ•ด ์„ ์ œ์ ์œผ๋กœ ๋Œ€์‘ํ•˜๋Š” ํ™œ๋™, A.T. Kearney, 2016 I. IoT์™€ ๋ฏธ๋ž˜์‚ฌํšŒ
  • 5. sunykim 5 I. IoT์™€ ๋ฏธ๋ž˜์‚ฌํšŒ IoT์˜ ๋ชฉ์ ๊ณผ ํ•„์š”์„ฑ o ๋ชฉ์  ? : ๋ชจ๋‘๊ฐ€ ํ–‰๋ณตํ•œ ์„ธ์ƒ o ํ–‰๋ณต์˜ ๊ธฐ์ค€์  ? o ํ•„์š”๋กœ ํ•˜๋Š” ์ƒˆ๋กœ์šด ํŒจ๋Ÿฌ๋‹ค์ž„ ? ์ฝ”์น˜ ๊ณต์œ  ์กด์ค‘ Innovation & Moonshot Thinking ๋ชจ๋“  ๊ฒƒ์ด ์žฌ์ •์˜ ๋˜๊ณ  ์žˆ์Œ โ€œ๊ฒฉ๋ณ€๊ธฐ ์ƒ์กด์ „๋žตโ€ ํ•„์š” http://www.epnc.co.kr/news/articleView.html?idxno=71446 ์‚ฌํšŒ์ ๊ฐ€์น˜์ฐฝ์ถœ
  • 6. sunykim 6 I. IoT์™€ ๋ฏธ๋ž˜์‚ฌํšŒ ์†Œ๋น„์ž ์ฃผ๋„ ์†Œํ”„ํŠธ์›จ์–ด ์ค‘์‹ฌ ๋ฌด์„ /์œ ๋ฌด์„  ์œตํ•ฉ ํŒจํ‚ท(all-IP) ์ธํ„ฐ๋„ท ์‚ฌ๋ฌผ์ธํ„ฐ๋„ท ๋‚ด์žฅํ˜•/์‹ ๋ขฐ๊ธฐ๋ฐ˜ ๊ฐœ๋ฐฉํ˜• ICT ์œตํ•ฉ ํ™˜๊ฒฝ์˜ ๋ณ€ํ™”์™€ ์ง„ํ™” ICT ๋ถ„์•ผ์˜ ์ง„ํ™” ํ’๊ฒฝ ์Šคํƒ ํฌ๋“œ ์ธ๊ณต์ง€๋Šฅ ๋ณด๊ณ ์„œ, Artificial Intelligence and Life in 2030, 2016.09 IEEE, ์œค๋ฆฌ์  ์ธ๊ณต์ง€๋Šฅ ์‹œ์Šคํ…œ ๊ฐœ๋ฐœ ์ง€์นจ, 2016.11.23 http://standards.ieee.org/news/2016/ethically_aligned_design.html ๋ฏธ๋ฐฑ์•…๊ด€ ๋ณด๊ณ ์„œ, ์ธ๊ณต์ง€๋Šฅ์˜ ๋ฏธ๋ž˜๋ฅผ ์œ„ํ•œ ์ค€๋น„, 2016.10 ๋ฏธ๋ฐฑ์•…๊ด€ ๋ณด๊ณ ์„œ, ์ธ๊ณต์ง€๋Šฅ, ์ž๋™ํ™”, ๊ทธ๋ฆฌ๊ณ  ๊ฒฝ์ œ, 2016.12 cf. ์šฐ๋ฆฌ๋‚˜๋ผ (ํ—Œ๋ฒ•๊ฐœ์ •์•ˆ ๋ฐœ์˜: ๊ณผํ•™๊ธฐ์ˆ ์ด ๊ฒฝ์ œ๋ฐœ์ „์— ์ข…์†๏ƒจ ์ƒˆ์‹œ๋Œ€์— ๋งž๋Š” ์˜๋ฏธ๋กœ ๋ณ€๊ฒฝ๋˜์–ด์•ผ) ๏ƒจ ๊ตญ๊ฐ€๋Š” ๊ณผํ•™๊ธฐ์ˆ ์˜ ํ˜์‹ ๊ณผ ์ •๋ณด ๋ฐ ์ธ๋ ฅ์˜ ๊ฐœ๋ฐœ์„ ํ†ตํ•˜์—ฌ ๊ตญ๋ฏผ๊ฒฝ์ œ์˜ ๋ฐœ์ „์— ๋…ธ๋ ฅํ•˜์—ฌ์•ผ ํ•œ๋‹ค.(ํ—Œ๋ฒ• 127์กฐ) ์ธ๊ณต์ง€๋Šฅ โ‘ ๊ตญ๊ฐ€๋Š” ๊ณผํ•™๊ธฐ์ˆ ์˜ ๋ฐœ์ „์ด ๊ตญ๊ฐ€์˜ ์ž์ฃผ์  ์œ„์ƒ๊ณผ ๊ตญ๋ฏผ์˜ ๋ณต๋ฆฌ์— ๊ธฐ์ดˆ์  ์—ญํ• ์„ ํ•˜๋„๋ก ์œ ์—ฐํ•˜๊ณ  ํšจ์œจ์ ์ธ ๊ตญ๊ฐ€ํ˜์‹ ์ฒด๊ณ„๋ฅผ ๊ตฌ์ถ•ํ•˜์—ฌ์•ผ ํ•œ๋‹ค โ‘ก๊ตญ๊ฐ€๋Š” ์ œ1์žฅ์—์„œ ๊ทœ์ •ํ•œ ๊ตญ๊ฐ€ํ˜์‹ ์ฒด๊ณ„ ๋‚ด์—์„œ ๋‹ค์–‘ํ•œ ์ „๋ฌธ๊ฐ€๋“ค์ด ์ž์œ ๋กญ๊ณ  ๊ฐœ๋ฐฉ์ ์œผ๋กœ ๋Šฅ๋ ฅ์„ ํ•จ์–‘ํ•˜๊ณ  ๋ฐœํœ˜ํ•  ์ˆ˜ ์žˆ๋„๋ก ํ•˜๋Š” ๊ตญ๊ฐ€์ธ์ ์ž์›๊ฐœ๋ฐœ์„ ์ ๊ทน ์ถ”์ง„ํ•˜์—ฌ์•ผ ํ•œ๋‹ค
  • 7. sunykim 7 I. IoT์™€ ๋ฏธ๋ž˜์‚ฌํšŒ ๊ธฐ์ˆ ์ด ์„ธ์ƒ์„ ๋ฐ”๊พธ๋Š” ์ˆœ๊ฐ„, ํ˜์‹  ๊ธฐ์ˆ ๋ณ„ ๊ธฐ์ˆ  ํ™•์‚ฐ์  ๋ถ„์„ ๊ณผ๊ธฐ์ •ํ†ต๋ถ€, ์ง€๋Šฅ์ •๋ณด์‚ฌํšŒ, 2017.03 ์ง€๋Šฅ์ •๋ณด ์‚ฌํšŒ์˜ ํ˜์‹ ์š”์†Œ ๊ธฐ์ˆ ๊ณผ ์šฐ๋ฆฌ๋‚˜๋ผ์˜ ํ˜„์‹ค
  • 8. sunykim 8 ์‚ฌ๋ฌผ์ธํ„ฐ๋„ท์ด๋ž€ ? IoT ? ๊ฑฐํ’ˆ ์ตœ๊ณ ์กฐ๊ธฐ ์ด์   ์•„์ฃผ ํ…ƒ๋‹ค ์ด์ œ๋ถ€ํ„ฐ ์—„์ฒญ ํŠ€์ž IoT (Internet of Things)๏ƒจ Intelligent IoT IoE (Internet of Everythings) M2M(Machine to Machine) MTC(Machine Type Communication) CPS(Cyber Physical System)๏ƒจ CPSS O2O(Online to Offline) ๋งˆ์ผ€ํŒ…(์žฅ์‚ฌ๊พผ) ์šฉ์–ด์˜ ๋ณ€์ฒœ ๏ƒผ Ubiquitous ๏ƒผ Smart ๏ƒจ Super Smart ๏ƒผ Artificial Intelligence ๏ƒจ Super Intelligence ๏ƒผ Hyper-Connected ๏ƒผ Hyper-Intelligence next ? SSAMBAK (์‹œ์›์Šค๋Ÿฝ๋„๋ก ๋งˆ์Œ์— ๋“ค๋‹ค) II. IoT์˜ ์ •์˜ ๋ฐ ํ”Œ๋žซํผ ๊ทธ ๋ฐ–์˜ ์ž‘๋ช…๊ฐ€๋“ค์˜ ์ž‘ํ’ˆ ^_^ ๏ƒผ IoST(Internet of Small Things) ๏ƒผ IoB(Internet of Brainwave/Bio) ๏ƒผ IoSF(Internet of Smart Farm) ๏ƒผ IoH(Internet of Human) ๏ƒผ IIoT(Industrial IoT) ๏ƒผ IoMT(Internet of Medical Things) ๏ƒผ IoBT(Internet of Battlefield Things)
  • 9. sunykim 9 โ€ข ํ•œ ๋‚˜๋ผ์˜ ๊ตญ๊ฐ€ ์ธํ”„๋ผ โ€ข ์ง€๊ตฌ์ดŒ์˜ ์ค‘์ถ” ์‹ ๊ฒฝ๋ง ์‚ฌ๋ฌผ์ธํ„ฐ๋„ท์ด๋ž€ ? Who ? ์‚ฌ๋ฌผ๋ผ๋ฆฌ, ์‚ฌ๋ฌผ๊ณผ ์‚ฌ๋žŒ๊ฐ„ When ? 2020๋…„๊ฒฝ๋ถ€ํ„ฐ Where ? ์ƒˆ๋กœ์šด ๊ธ€๋กœ๋ฒŒ ์ •๋ณด ๋ฐ ์„œ๋น„์Šค ์ธํ”„๋ผ์ƒ์—์„œ What ? ๋ชจ๋“  ์‚ฌ๋ฌผ์„ ์—ฐ๊ฒฐํ•˜์—ฌ Why ? ์‚ถ์˜ ์งˆ๊ณผ ์ƒ์‚ฐ์„ฑ ํ–ฅ์ƒ์„ ์œ„ํ•ด Social Value Creation How ? ์ž~์•Œ ์‚ฌ๋žŒ, ํ”„๋กœ์„ธ์Šค, ๋ฐ์ดํ„ฐ, ์‚ฌ๋ฌผ์ด ์„œ๋กœ ์—ฐ๊ฒฐ๋˜์–ด ํ†ต์‹ ํ•˜๋Š” ์ดˆ ์—ฐ๊ฒฐ์‚ฌํšŒ ๊ตฌ์ถ• II. IoT์˜ ์ •์˜ ๋ฐ ํ”Œ๋žซํผ
  • 10. sunykim 10 ์ˆ˜์ง์  ํ”Œ๋žซํผ์˜ ์ˆ˜ํ‰ํ™”๋ฅผ ํ†ตํ•œ ๊ฐœ๋ฐฉํ˜• ๊ณตํ†ต ํ”Œ๋žซํผ 2020 ? 250์–ต๊ฐœ~500์–ต๊ฐœ ? II. IoT์˜ ์ •์˜ ๋ฐ ํ”Œ๋žซํผ
  • 11. sunykim 11 ์‚ฌ๋ฌผ์ธํ„ฐ๋„ท ํ”Œ๋žซํผ์˜ ๊ตฌํ˜„์„ ํ†ตํ•œ ์ดˆ์—ฐ๊ฒฐ์‚ฌํšŒ ํ”Œ๋žซํผ ๊ตฌ์„ฑ์š”์†Œ - ๋””๋ฐ”์ด์Šค (ํ”Œ๋žซํผ) - ๋„คํŠธ์›Œํฌ (ํ”Œ๋žซํผ) - (ํด๋ผ์šฐ๋“œ)ํ”Œ๋žซํผ - ์„œ๋น„์Šค (ํ”Œ๋žซํผ) - ๋ณด์•ˆ (ํ”Œ๋žซํผ) ๋˜ํ•œ ๋ชจ๋“  ํ”Œ๋žซํผ ๊ตฌ์„ฑ ์š”์†Œ์—์„œ ICT์œตํ•ฉ์ด ์ง„ํ–‰ ์ค‘ ์‚ฌํšŒ์  ์•ฝ์ž Social IoT ๋งž์ถคํ˜• B C P ์ธ ๊ณต ์ง€ ๋Šฅ ์ฃผ1) ํ”Œ๋žซํผ๋„ ์ง„ํ™”: ์„ผ์„œยท๋””๋ฐ”์ด์Šคํ”Œ๋žซํผ, ๋„คํŠธ์›Œํฌํ”Œ๋žซํผ, ํด๋ผ์šฐ๋“œ ํ”Œ๋žซํผ, ์‘์šฉยท์„œ๋น„์Šคํ”Œ๋žซํผ, ๋ณด์•ˆํ”Œ๋žซํผ ์ฃผ2) GSMA, IoT Security Guideline, 2016.02 & KISA IoT ๊ธฐ๊ธฐ์˜ ๋ณด์•ˆ์ธ์ฆ ์˜๋ฌดํ™” ์˜ˆ์ •, 2018 ์ฃผ3) ํ”Œ๋žซํผ ๏ƒจ ๊ณต์œ , ํ”Œ๋žซํผ ? ๏ƒง ๊ธฐ์ˆ ๋ฌถ์Œ II. IoT์˜ ์ •์˜ ๋ฐ ํ”Œ๋žซํผ ์ฐฉ ํ•œ
  • 12. sunykim 12 Big Data/Smart Data, AI/Machine Learning/Deep Learning & Cloud Big Data will be in the Cloud From Data to Wisdom ์ˆ˜์ง‘๏ƒจ ์ฒ˜๋ฆฌ๏ƒจ ๋ถ„์„๏ƒจ ์˜ˆ์ธก/์ถ”๋ก ๏ƒจํ™œ์šฉ(Human Value) ์ „์ œ์กฐ๊ฑด: ์‚ฌ์—…์„ฑ, ์‹ค์‹œ๊ฐ„ ์•Œ๊ณ ๋ฆฌ์ฆ˜, ๊ณ ๊ฐ์ œ๊ณต ๊ฐ€์น˜IoT+AI ๏ƒจ 4์ฐจ ์‚ฐ์—…ํ˜๋ช… ๋ฏธ๋ž˜์‚ฌํšŒ? ์ง€ํ˜œ๊ฐ€ ํ•„์š” II. IoT์˜ ์ •์˜ ๋ฐ ํ”Œ๋žซํผ
  • 13. sunykim 13 Big Data Definition ๊ทœ๋ชจ ๋‹ค์–‘์„ฑ ์‹ค์‹œ๊ฐ„์„ฑ /์†๋„ ์ง„์‹ค์„ฑ Right Product, Right Place, Right Time, & Right Price Industrial metrics: +Value(๊ฐ€์น˜ ์ฐฝ์ถœ) http://wikibon.org/wiki/v/Defining_and_Sizing_the_Industrial_Internet Volatility(๋ณ€๋™์„ฑ), Validity(์œ ํšจ์„ฑ) Seven Volume, Velocity, Variety+Veracity/Validity/Volatility/Value II. IoT์˜ ์ •์˜ ๋ฐ ํ”Œ๋žซํผ
  • 14. sunykim 14 Big Data Analytics ๏ƒจ AI/Machine Learning/Deep Learning (์•Œ๊ณ ๋ฆฌ์ฆ˜๊ธฐ๋ฐ˜์˜ ํ•™์Šต, ์ถ•์ , ์˜ˆ์ธก) IBM: Watson Amazon: Amazon Machine Learning, AML Facebook: ๋”ฅ๋Ÿฌ๋‹ ์‹œ์Šคํ…œ ์˜คํ”ˆ ์†Œ์Šค๋กœ ๊ณต๊ฐœ, 2015 ์ดˆ, deep text AI, 2016.06.03 Google: Tensorflow, http://tensorflow.org, Machine Learning SW, ์˜คํ”ˆ์†Œ์Šค๋กœ ๊ณต๊ฐœ, 2015.11.09. Apple: SiRi & Home Pod, Neural Engine AI Processor MS: DMTK(Distributed Machine Learning Toolkit) ๊ณต๊ฐœ, 2015.11.12 Tesla & PayPal CEO, Open AI Gym, 2016.04 Big Data Landscape 2017 II. IoT์˜ ์ •์˜ ๋ฐ ํ”Œ๋žซํผ AI AS a Service
  • 16. sunykim 16 ์‚ฌ๋ฌผ์ธํ„ฐ๋„ท์˜ ๊ธฐ์ˆ ์  ๋„์ „๊ณผ์ œ II. IoT์˜ ์ •์˜ ๋ฐ ํ”Œ๋žซํผ ๏ƒผ IoT ํ”Œ๋žซํผ ? ์ „ ์„ธ๊ณ„์— 360๊ฐœ ์ด์ƒ ์กด์žฌ ๏ƒผ IoT Protocols ? IP-based & Non-IP based ๏ƒผ Connectivity Options ? ์ „์†ก์†๋„, ์ง€์—ฐ, ์ „๋ ฅํšจ์œจ, ํŒจํ‚ท ํฌ๊ธฐ ๋“ฑ ๏ƒผ ์ƒํ˜ธ ์šด์šฉ์„ฑ ์‹œํ—˜, ์„ฑ๋Šฅ์‹œํ—˜, ์ธ์ฆ: : ์šด์šฉ์„ฑ ์‹œํ—˜, ์ธ์ฆ ๋“ฑ์ด ํ™œ๋ฐœํ•œ ๊ณณ OPC UA(Open Platform Communications Unified Architecture): a machine to machine communication protocol for industrial automation
  • 17. sunykim 17 ์ปค๋„ฅํ‹ฐ๋“œ ๋””๋ฐ”์ด์Šค ์ˆ˜, 2022๋…„ 300์–ต๊ฐœ, Ericsson Mobility Report, 2017.06 Global Mobile M2M Connections Share, CISCO VNI Mobile, 2017 ์ปค๋„ฅํ‹ฐ๋“œ ๋””๋ฐ”์ด์Šค ์ฆ๊ฐ€ ์˜ˆ์ธก Cellular and Total IoT Devices Globally, 2014โ€“2020, Nokia, 2016. CAGR: Compound Annual Growth Rate(์—ฐํ‰๊ท  ์„ฑ์žฅ๋ฅ ) Why is LPWAN attracting so much excitement ? III. IoT๋ฅผ ์œ„ํ•œ ๋ฌด์„  ์ปค๋„ฅํ‹ฐ๋น„ํ‹ฐ
  • 18. sunykim 18 III. IoT๋ฅผ ์œ„ํ•œ ๋ฌด์„  ์ปค๋„ฅํ‹ฐ๋น„ํ‹ฐ Wireless Hyper-connectivity 10m 100m 1Km 10Km ๊ฑฐ๋ฆฌ ์ „์†ก ์†๋„ Gbps Mbps Kbps bps WLAN WPAN WWAN LPWAN Wi-Fi & LP Wi-Fi 802.11ax, 802.11ah Short Range Z-WAVE, ZigBee3.0, BLE4.2/5.0, RFID/USN LPWA . Proprietary IoT (SigFox, LoRa, โ€ฆ) . NB-IoT Cellular Cellular Module (2G/3G/4G) ๏ƒจ LTE-M/eMTC LTE-LAA 5G: mMTC, URLLC ์„ฑ๋Šฅ, ์ดˆ์—ฐ๊ฒฐ ๋„คํŠธ์›Œํฌ ์„œ๋น„์Šค !!! Balloon Satellite W B A N
  • 19. sunykim 19 IV. IoT๋ฅผ ์œ„ํ•œ ์„ผ์„œ IoT ์„ผ์„œ & ์„ผ์‹ฑ ๋ฏธ๋ž˜์‚ฌํšŒ๋ฅผ ํ–ฅํ•œ ์„ผ์„œ๊ธฐ์ˆ ์˜ ํ˜„์žฌ์™€ ๋ฐœ์ „๋ฐฉํ–ฅ, Tsensors(Trillion Sensors)ํ•™ํšŒ, 2013.10 ํ–ฅํ›„ 10๋…„๋‚ด์— ์ „ ์„ธ๊ณ„ IoT ์ธํ”„๋ผ์— ๋งค๋…„ 1์กฐ๊ฐœ์˜ ์„ผ์„œ๊ฐ€ ํ•„์š”ํ•˜๋‹ค๋Š” ๋œป ์‹œ์žฅ ์ข…๋ฅ˜: ์‘์šฉ๋ถ„์•ผ ๋ณ„๋กœ ๋ฌด์ˆ˜ํžˆ ๋งŽ์Œ ์„ผ์„œ์˜ ๋ฐœ์ „ 1์„ธ๋Œ€(discrete)๏ƒจ 2์„ธ๋Œ€(integrated)๏ƒจ 3์„ธ๋Œ€(digital)๏ƒจ 4์„ธ๋Œ€(smart, SoC) ๏ƒจ 5์„ธ๋Œ€ IoT(๋‹ค์ค‘์„ผ์‹ฑ, ๊ฐ€์ƒ์„ผ์‹ฑ, AI) Open Sensor Platform !
  • 20. sunykim 20 V. IoT ํ‘œ์ค€ ๋ฐ ์ง„ํ™” Ref. Qualcomm, Leading the LTE IoT evolution to connect the massive Internet of Things, June 2017 ์…€๋ฃฐ๋ผ IoT ๊ธฐ์ˆ ์ง„ํ™” mMTCURLLC
  • 21. sunykim 21 5G 3๋Œ€ ์ฃผ์š” ์‘์šฉ๋ถ„์•ผ (3 Key Usage Scenarios of 5G) Ref. ITU-R M.2083, IMT Vision โ€“ Framework and overall objectives of the future development of IMT for 2020 and beyond, 2015.09 ๊ธฐ์กด ์ด๋™ํ†ต์‹ ์œผ๋กœ ์ง€์›๋˜์ง€ ์•Š๋Š” ์‘์šฉ๋ถ„์•ผ: ์ดˆ๊ณ ์†, ์ดˆ์—ฐ๊ฒฐ, ์ €์ง€์—ฐ eMBB(์ดˆ๊ณ ์†) mMTC(์ดˆ์—ฐ๊ฒฐ) URLLC(์ €์ง€์—ฐ) 5G ์šฉ๋„ ๋ณ„ ๋Œ€์—ญํญ๊ณผ ์ง€์—ฐ ์š”๊ตฌ์‚ฌํ•ญ Ref. GSMA Intelligence, Understanding 5G, 2014.12 ์‚ฐ์—…์ž๋™ํ™” ์ฃผ์š” ์ž„๋ฌด ์‘์šฉ ์ž์œจ์ฃผํ–‰์ฐจ ์ฆ๊ฐ•ํ˜„์‹ค ์Šค๋งˆํŠธ์‹œํ‹ฐ ์Šค๋งˆํŠธํ™ˆ/๋นŒ๋”ฉ GB/Sec 3D Video, UHD ์Šคํฌ๋ฆฐ ํด๋ผ์šฐ๋“œ ์Œ์„ฑ ์…€๋ฃฐ๋ผ IoT ๊ธฐ์ˆ ์ง„ํ™” V. IoT ํ‘œ์ค€ ๋ฐ ์ง„ํ™”
  • 22. sunykim 22 5G Connections ์…€๋ฃฐ๋ผ IoT ๊ธฐ์ˆ ์ง„ํ™” V. IoT ํ‘œ์ค€ ๋ฐ ์ง„ํ™” GSMA, The 5G era: Age of boundless connectivity and intelligent automation, 2017 ๊ณผ๊ธฐ์ •ํ†ต๋ถ€, ์šฐ๋ฆฌ๋‚˜๋ผ ํœด๋Œ€ํฐ ๊ฐ€์ž…์ž 5589๋งŒ, IoT 634๋งŒ, 2017.09
  • 23. sunykim 23 ref. Low Power Wide Area Networks: An Overview, IEEE Communications Surveys & Tutorials, 2017. (*) 2016๋…„ 7์›”๋ถ€ํ„ฐ 2016๋…„ 12์›”๊นŒ์ง€ WUR(Wake-Up Radio) SG(Study Group)์„ ๊ฒฐ์„ฑํ•˜์—ฌ ๋ฌด์„ ๋žœ ๊ธฐ๋ฐ˜ IoT ์žฅ์น˜๋ฅผ ์œ„ํ•œ WUR ํ‘œ์ค€์˜ ๋ฒ”์œ„, ์˜ˆ์ƒ ์ผ์ •, ํ›„๋ณด ๊ธฐ์ˆ  ๋“ฑ์„ ๋…ผ์˜ํ•˜์˜€๊ณ , 2017๋…„ 1์›”๋ถ€ํ„ฐ IEEE 802.11ba WUR TG(Task Group)์„ ๊ฒฐ์„ฑํ•˜์—ฌ ๋ณธ๊ฒฉ์ ์ธ ํ‘œ์ค€ ๊ทœ๊ฒฉ ๊ฐœ๋ฐœ์„ ์ง„ํ–‰ ์ค‘ LPWA๊ธฐ๋ฐ˜ IoT ๋น„๊ต ๏ƒจ WUR(Wake-Up Radio)* ๊ฐ€๊ฒฉ ์ „๋ ฅ์†Œ๋ชจ ํ†ต์‹ ๊ฑฐ๋ฆฌ ์ „์†ก์†๋„ ์›”์ •๋ฃŒ ๋ผ์ด์„ ์Šค ๋น„์šฉ 802.11ah V. IoT ํ‘œ์ค€ ๋ฐ ์ง„ํ™”
  • 24. sunykim 24 Comparison of LPWA Standards ๊น€์„ ์˜ ์™ธ, LPWA๊ธฐ๋ฐ˜ ์ €์ „๋ ฅ ๊ด‘์—ญ IoT ๊ธฐ์ˆ  ๋ฐ ํ‘œ์ค€ํ™”, ์ „์žํ†ต์‹ ๋™ํ–ฅ๋ถ„์„, 2016๋…„ 4์›” Massive, Critical ๏ƒจ5G mMTC/URLLC URLLC: Ultra Reliable and Low Latency Communications mMTC: massive Machine Type Communication V. IoT ํ‘œ์ค€ ๋ฐ ์ง„ํ™”
  • 25. sunykim 25 IoT ์‘์šฉ ํ”Œ๋žซํผ ํ‘œ์ค€ OCF(Open Connectivity Foundation) ๏ƒง OIC https://openconnectivity.org/ IoTivity Project: Open Source Community for Framework & Service http://www.iiconsortium.org/ ํ…ƒ๋ฐญ ? V. IoT ํ‘œ์ค€ ๋ฐ ์ง„ํ™”
  • 26. sunykim 26 Industry IoT Market V. IoT ํ‘œ์ค€ ๋ฐ ์ง„ํ™” Megatrends in wireless interconnectivity, intelligence, automation Create significant global economic value Ref. Qualcomm, Private LTE/5G for Industrial IoT, June 7, 2017.
  • 27. sunykim 27 http://www.iotcentral.io/blog/gartner-identifies-the-top-10-internet-of-things-technologies-for 1. IoT Security: updatable HW and SW to adapt during their life span." 2. IoT Analytics: New analytic tools and algorithms 3. IoT Device (Thing) Management: management and monitoring. 4. Low-Power, Short-Range IoT Networks: 5. Low-Power, Wide-Area Networks 6. IoT Processors: The processors and architectures 7. IoT Operating Systems: a wide range of IoT-specific OS 8. Event Stream Processing: very high-rate data streams to perform tasks such as real-time analytics and pattern identification. 9. IoT Platforms: services => . low-level device control and operations . IoT data acquisition, transformation and management . IoT application development 10. IoT Standards and Ecosystems: - Standards & their associated APIs will be essential because IoT devices will need to interoperate and communicate - Many IoT business models will rely on sharing data between multiple devices and organizations. The Top 10 IoT Technologies, Gartner, 2017. VI. IoT ๊ธฐ์ˆ ๋™ํ–ฅ ๋ฐ ์‘์šฉ๋ถ„์•ผ
  • 28. sunykim 28 The Top 10 Technologies, Gartner, 2018. VI. IoT ๊ธฐ์ˆ ๋™ํ–ฅ ๋ฐ ์‘์šฉ๋ถ„์•ผ 1. ์ธ๊ณต์ง€๋Šฅ ๊ฐ•ํ™” ์‹œ์Šคํ…œ(AI Foundation) 2. ์ง€๋Šฅํ˜• ์•ฑใ†๋ถ„์„(Intelligent Apps and Analytics) 3. ์ง€๋Šฅํ˜• ์‚ฌ๋ฌผ(Intelligent Things) 4. ๋””์ง€ํ„ธ ํŠธ์œˆ(Digital Twin) 5. ํด๋ผ์šฐ๋“œ์—์„œ ์—์ง€๋กœ(Cloud to the Edge) 6. ๋Œ€ํ™”ํ˜• ํ”Œ๋žซํผ(Conversational Platforms) 7. ๋ชฐ์ž… ๊ฒฝํ—˜(Immersive Experience) 8. ๋ธ”๋ก์ฒด์ธ(Blockchain) 9. ์ด๋ฒคํŠธ ๊ธฐ๋ฐ˜ ๋ชจ๋ธ(Event-Driven) 10.์ง€์†์ ์ด๋ฉฐ ์ ์‘ํ•  ์ˆ˜ ์žˆ๋Š” ๋ฆฌ์Šคํฌ ๋ฐ ์‹ ๋ขฐ ํ‰๊ฐ€(CARTA) ์ ‘๊ทผ๋ฒ•
  • 29. sunykim 29 IoT Trends & DIY Cloud TPU ๊ตฌ๊ธ€ I/O 2017, Google Lens Neural Engine White House Presidential Innovation Fellows, Sokwoo Rhee cf. Industry 4.0 http://smartamerica.org/ ์ฒจ๋‹จ ๋„คํŠธ์›Œํฌ R&D ์‹ค์ฆ์ •์ฑ… ์• ํ”Œ WWDC 2017, ARKit ์‹œ๊ฐ€์ด์•ก 648์กฐ True North, 2014.08 - Tr. 54์–ต๊ฐœ - 4096 core - 100๋งŒ๊ฐœ๋‰ด๋Ÿฐ - 2์–ต5์ฒœ๋งŒ ์‹œ๋ƒ…์Šค ์˜คํ”ˆ์†Œ์Šค๋ฅผ ์ด์šฉํ•œ IoT ๊ธฐ์ˆ , ์ „ํŒŒ์ง„ํฅ, 16.01 VI. IoT ๊ธฐ์ˆ ๋™ํ–ฅ ๋ฐ ์‘์šฉ๋ถ„์•ผ
  • 30. sunykim 30 IoT TrendsIoT Trends MACHINE-BUILT AI (AI AS A SERVICE) Amazon MS Invoke (Cotana ํƒ‘์žฌ, โ€˜17.3Q ) Apple HomePod $349, โ€œHey Siriโ€, โ€˜17.12 Amazon Eco, โ€˜14.11 (AI ์Œ์„ฑ ์„œ๋น„์Šค Alexa, 70.6%) Google Home, โ€˜16.05 (Google Assistant ํƒ‘์žฌ, 23.8%, error ๋ฌธ์ œ) Amazon Go Google Apple MS Self-Learning supports multiple users (6 accounts) VI. IoT ๊ธฐ์ˆ ๋™ํ–ฅ ๋ฐ ์‘์šฉ๋ถ„์•ผ MusicCommerce Operating in LifeSearching & Advertising LG ์Šค๋งˆํŠธ์”ฝํ ํ—ˆ๋ธŒ 2.0,โ€™17.04 SKT NUGU,โ€™16.09 KT: GiGa Genie, โ€˜17.01 Naver: Wave(Clova, โ€˜17.2H) Kakao Mini
  • 31. sunykim 31 VI. IoT ๋ฏธ๋ž˜ Insights IoT Trends Amazon GO(์”จ์• ํ‹€ ์˜คํ”„๋ผ์ธ ๋งค์žฅ, 50ํ‰) : Smart Digital Retail 1. Amazon GO ์•ฑ์„ ์ผœ๊ณ  ๋งค์žฅ ์ž…๊ตฌ๋ฅผ ์ง€๋‚˜๊ฐ€๊ฒŒ ๋˜๋ฉด ์•„๋งˆ์กด๊ณ„์ •์œผ๋กœ ๊ณ ๊ฐ์„ ์ž๋™์œผ๋กœ ์ธ์‹ํ•œ ํ›„ 2. ๋งค์žฅ์„ ๋ฐ˜์œ„์— ์›ํ•˜๋Š” ์ œํ’ˆ์„ ๋‹ด์•„ ๊ณ„์‚ฐ์„ ํ•˜์ง€ ์•Š๊ณ  (์นด๋ฉ”๋ผ์™€ ์„ผ์„œ) ๋งค์žฅ์„ ๋‚˜์˜ค๋ฉด 3. ์ž๋™์œผ๋กœ ๊ณ„์‚ฐ์ด ์ด๋ฃจ์–ด์ง„๋‹ค. (No Line, No Check Out) https://youtu.be/NrmMk1Myrxc US20150012396 ๏ƒผ Computer Vision ๏ƒผ Deep Learning Algorithm ๏ƒผ Sensor Fusion(์ž์œจ์ฃผํ–‰์„ผ์„œ) ๏ƒผ Virtual Cart ๏ƒผ Mobile Payment ๏ƒผ Inventory Management What? Motion recognition Which product? Item recognition: Who/human recognition:
  • 32. sunykim 32 VI. IoT ๋ฏธ๋ž˜ Insights IoT Trends: Smart Factory ๏ƒผ ๊ณต์žฅ์€ ๊ทœ๋ชจ๋„ ํฌ๊ณ , ์ข…๋ฅ˜๋„ ๋งŽ๊ณ , ์šฉ์–ด๋„ ๋‹ค๋ฅด๊ณ  ์ƒ์†Œํ•œ ์žฅ์†Œ ? ๏ƒผ ICT๋ฅผ ์–ด๋””์— ์ ์šฉ์‹œ์ผœ ํŽธ๋ฆฌํ•จ, ์ƒ์‚ฐ์„ฑ, ๊ฐ€์น˜์ฐฝ์ถœ์„ ๋„๋ชจํ•˜์ž๋Š” ๊ฒƒ์ธ์ง€? ๏ƒผ ๋Œ€๋ถ€๋ถ„ ์œ ์„ ์ด๊ตฐ, ๋ฌด์„ ์œผ๋กœ ๋ณ€๊ฒฝํ•˜๋ฉด ์–ด๋–ค ์ผ์ด ์ผ์–ด๋‚ ๊นŒ? ๏ƒผ Smart Factory๋ฅผ ๊ตฌํ˜„ํ•˜๋ ค๋ฉด ์–ด๋””๋ถ€ํ„ฐ ์‹œ์ž‘ํ•ด์•ผ ํ•˜๋‚˜?
  • 33. sunykim 33 The Manufacturing Transformation for Next Generation VI. IoT ๋ฏธ๋ž˜ Insights IoT Trends: Smart Factory Service-oriented Smart Manufacturing Ecosystem with CPS Technologies The meaning of the data (semantics) needs to be accessible! IEC PAS 63088 RAMI 4.0 ๊ตญ์ œํ‘œ์ค€ IEC PAS: International Electrotechnical Commission Publicly Available Specifications RAMI: Reference Architecture Model Industry Today 5-Layer Architecture Future CPS based Automation
  • 34. sunykim 34 ๋…์ผ Siemens Amberg์˜ EWA(Electronics Works Amberg) ๋น…๋ฐ์ดํ„ฐ ์ž๋™๋ถ„์„, Inustry4.0 ์ ์šฉ, ๋น„์šฉ๊ณผ ํ’ˆ์งˆ์„ ๊ณ ๋ คํ•œ ์ตœ์ ํ™”๊ฐ€ ๋ชฉํ‘œ 2. ์ง€๋ฉ˜์Šค Amberg ๊ณต์žฅ 1. ๋ฏธ๊ตญ์˜ Smart America Project: Forward Compatibility !! VI. IoT ๋ฏธ๋ž˜ Insights Flexible, Modular Production Systems IoT Trends: Smart Factory
  • 35. sunykim 35 3. Adidas: Speed Factory Automated Decentralized Manufacture 4. Fraunhopfer: Smart Face ์‚ฌ๋žŒ 10๋ช…, ๋กœ๋ด‡ 12๋Œ€, 3D ํ”„๋ฆฐํ„ฐ, cf. 1/60 ์ธ์› https://www.youtube.com/watch?v=2nBjnDf8SRM https://www.youtube.com/watch?v=t6TGVa29j9 c ๋ฏธ๋ž˜: ์ž๋™์ฐจ๊ฐ€ ์กฐ๋ฆฝ๊ณต๊ฐ„์˜ ํ”„๋กœ์„ธ์Šค๋ชจ๋“ˆ์„ ํ†ตํ•ด CPS๋กœ์„œ ์ž์œจ์ ์œผ๋กœ ์›€์ง์ž„ VI. IoT ๋ฏธ๋ž˜ Insights IoT Trends: Smart Factory
  • 36. sunykim 36 ๋…ธ์•ฝ์ž ๋ฐ ์žฅ์• ์ธ์„ ์œ„ํ•œ ์ดˆ์—ฐ๊ฒฐ IoT ํ”Œ๋žซํผ ์˜ˆ + ์ œ4์ฐจ ์‚ฐ์—…ํ˜๋ช…์˜ ์—ญ๊ธฐ๋Šฅ: ์‹ (ๆ–ฐ) ์ •๋ณด๊ฒฉ์ฐจ ๊ฐ€์žฅ ํฐ ์ธ๊ตฌ ๋น„์ค‘์„ ์ฐจ์ง€ํ•˜๋Š” ๋…ธ์•ฝ์ž์™€ ์žฅ์• ์ธ์˜ ์‚ฌํšŒ์  ๊ฐ€์น˜ ์‹คํ˜„ Accessibility & Independent Life VI. IoT ๋ฏธ๋ž˜ Insights
  • 37. sunykim 37 2050๋…„ ๋ฏธ๋ž˜์‚ฌํšŒ ์ด์ •๋ฌธ ํ™”๋ฐฑ VI. IoT ๋ฏธ๋ž˜ Insights IoT์˜ ๋ฏธ๋ž˜ ? : โ€œ์ƒ์ƒ ํ˜„์‹ค์ด ๋˜๋„๋กโ€
  • 38. sunykim 38 o IoT๋Š” ์ดˆ์—ฐ๊ฒฐ, ์ดˆ์ง€๋Šฅ, ์ดˆ์‹ค๊ฐ ์‚ฌํšŒ์˜ enabler๋กœ์„œ ์ „ํŒŒ๋ฅผ ๊ธฐ๋ฐ˜์œผ๋กœ ํ•จ o ์ดˆ์—ฐ๊ฒฐ๋กœ ๋น„์ฆˆ์˜ ๊ฒฝ๊ณ„๊ฐ€ ์‚ฌ๋ผ์ง€๊ณ  ์žˆ๊ณ , ๊ฒŒ์ž„์˜ ๊ทœ์น™์ด ๋ฐ”๋€œ ๏ƒจ ํŒŒ๊ดด์ ์ธ ํ˜์‹  ๋Œ€์‘ ํ•„์š”(๋‹คํ’ˆ์ข… ์†Œ๋Ÿ‰ ๊ฐœ์ธ ๋งž์ถคํ˜•) ๏ƒจ Domain Knowledge for Service, ์†Œ๋น„์ž์˜ ๋งˆ์Œ o AI ๋ฐ Big Data Analytics์— ์˜ํ•œ ์„œ๋น„์Šค ์ฐฝ์ถœยทํ™œ์„ฑํ™” ๋ฐ ์ฐจ๋ณ„ํ™” ํ•„์š” o ๊ท ํ˜•๋œ ์‹œ๊ฐ์˜ ๊ฐœ๋ฐฉ๊ณผ ์†Œํ†ต์„ ํ†ตํ•˜์—ฌ ์‚ฌํšŒ์  ๊ฐ€์น˜์‹คํ˜„์„ ํ†ตํ•œ โ€œ๋ชจ๋‘๊ฐ€ ํ–‰๋ณตํ•œ ์„ธ์ƒโ€ o ์„œ๋น„์Šค ๊ธฐ๋ฐ˜์˜ ๊ฐœ๋ฐฉํ˜• ํ”Œ๋žซํผ์˜ ์„ ์  ๋ฐ ํ™œ์šฉ์ด ์ค‘์š” o ๊ธฐ์ˆ ์„ ์œ„ํ•œ ํ˜์‹ ์ด ์•„๋‹ˆ๊ณ  ์‚ฌ๋žŒ์„ ์œ„ํ•œ ์ง„ํ™”(Internet of Human)๊ฐ€ ์ค‘์š” o ๋„“์€ ์‹œ์•ผ, ์ƒ๊ฐ์˜ ๊นŠ์ด, ์ƒ๊ฐ์˜ ํ•จ์ถ•์ด ํ•„์š” VII. Conclusions
  • 39. sunykim 39 ๋•๋ถ„์ž…๋‹ˆ๋‹ค! ๊ฐ์‚ฌํ•ฉ๋‹ˆ๋‹ค ! ksyjimmy@naver.com ๊ฐ•๋‚จ์Šคํƒ€์ผ ์‹ธ์ด๋ผ๋–ผ ๋ฌผ์œ„๋ฅผ ๊ฑท๋Š” ๋ฒ• ์ผํƒ€์Œํ”ผ THINK OUT OF THE BOX !