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Cumulocity IoT Platform
with Dell Edge Computing
Contents
๋ชฉ ์ฐจ
1. Cumulocity IoT with Dell Edge Computing
1.1 Edge Computing ์ด์Šˆ ๋ฐ ๊ฐœ์š”
1.2 Cumulocity IoT ์†Œ๊ฐœ ๋ฐ ํ•„์š”์„ฑ
2. Software AG Cumulocity IoT Platform
2.1 Cumulocity IoT Edge Platform
2.2 Cumulocity IoT Edge Analytics
3. Dell Technologies Edge Computing
3.1 Dell Edge Computing ์ •์ฑ…์†Œ๊ฐœ
3.2 Dell IoT Edge ์ œํ’ˆ๊ตฐ Gateway & BOX
3.3 Cumulocity IoT with Dell Edge Computing
1. Cumulocity IoT Platform with Dell Edge Computing
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Dell Technologies์—์„œ ์ œ๊ณตํ•˜๋Š” Cumulocity IoT๋Š” Software AG์™€ ๊ณต๋™์œผ๋กœ DellEMC Edge ์†”๋ฃจ์…˜์œผ๋กœ, ๊ฐ€์žฅ
์งง์€ ๊ธฐ๊ฐ„์— ์ ์šฉ ๊ฐ€๋Šฅํ•œ IIoT ์—ฐ๊ฒฐ๊ตฌ์„ฑ์„ ์ œ๊ณตํ•˜์—ฌ ์‹ ์†ํ•œ Edge ํ™˜๊ฒฝ์„ ์‚ฌ์šฉํ•  ์ˆ˜ ์žˆ๋„๋ก ๊ตฌ์„ฑ๋˜์–ด ์žˆ์Šต๋‹ˆ๋‹ค.
1.1 Edge Computing ์ด์Šˆ?
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IT ์‹œ์žฅ๋ถ„์„ ๊ธฐ๊ด€์ธ IDC ์—์„œ, ์„ธ๊ณ„ ๋ฐ์ดํ„ฐ ์ƒ์‚ฐ๋Ÿ‰์ด ํ˜„์žฌ ๋Œ€๋žต 33ZB์—์„œ 2025๋…„์˜ 175ZB๊นŒ์ง€ ์ฆ๋Œ€ํ•  ๊ฒƒ์œผ๋กœ ์˜ˆ์ƒํ•˜๋ฉฐ, ๋ฐ์ดํ„ฐ
ํญ์ฆ ํ˜„์ƒ์„ ์ œ์กฐ์—…์˜ ํ•œ ์˜ˆ๋กœ ๋“ค๋ฉด ์ง€๋ฉ˜์Šค็คพ ์•”๋ฒ ๋ฅดํฌ ๊ณต์žฅ์—์„œ ํ•˜๋ฃจ ํ‰๊ท  5000๋งŒ ๊ฑด์˜ ๋ฐ์ดํ„ฐ๊ฐ€ ์ฒ˜๋ฆฌ ๋จ, ์ด๋ ‡๊ฒŒ ์ˆ˜ ๋งŽ์€ ์–‘์˜
๋ฐ์ดํ„ฐ๋“ค์„ ์–ด๋–ป๊ฒŒ ๊ด€๋ฆฌํ•˜๊ณ  ์ฒ˜๋ฆฌ ํ•  ๊ฒƒ์ธ๊ฐ€์— ๋Œ€ํ•œ ์ด์Šˆ๊ฐ€ ๋ฐœ์ƒํ•˜๋ฉฐ ์ฒ˜๋ฆฌํ•ด์•ผ ํ•ฉ๋‹ˆ๋‹ค.
์šฐ์„  โ€˜์ง€์—ฐ ์‹œ๊ฐ„โ€™ ์˜ ์ด์Šˆ๋กœ ๋ฐ์ดํ„ฐ ์„ผํ„ฐ๊ฐ€ ๋ฌผ๋ฆฌ์ ์œผ๋กœ ๋จผ ๊ฑฐ๋ฆฌ ์ƒ์— ์œ„์น˜ํ•  ๊ฒฝ์šฐ ๋ฐ์ดํ„ฐ ์†ก์ˆ˜์‹  ์‹œ๊ฐ„์ด ์ฆ๊ฐ€ํ•˜๋ฉฐ, ์–‘์ด ๋งŽ์•„์ง€๋ฉด
๋ณ‘๋ชฉํ˜„์ƒ์œผ๋กœ ์ธํ•ด ์ฒ˜๋ฆฌ ์‹œ๊ฐ„์ด ์ง€์—ฐ๋  ์ˆ˜ ์žˆ์Šต๋‹ˆ๋‹ค. ๋˜ํ•œ โ€˜๋ณด์•ˆ ๋ฌธ์ œโ€™ ์—ญ์‹œ ํ•ดํ‚น๊ณผ ๋””๋„์Šค(DDoS)์™€ ๊ฐ™์€ ์™ธ๋ถ€ ๊ณต๊ฒฉ์— ์ทจ์•ฝํ•ด์ง€๋ฉฐ,
๊ธฐ๋ฐ€ ์ •๋ณด ์œ ์ถœ ๋ฐ ๋ฐ์ดํ„ฐ ์†์‹ค๊ณผ ๊ฐ™์€ ์œ„ํ—˜์ด ์žˆ๊ธฐ์— ์ปดํ“จํŒ…์˜ ํ•œ๊ณ„๋ฅผ ๋ณด์™„ํ•˜๊ธฐ ์œ„ํ•œ ๊ฒƒ์ด ์—ฃ์ง€ ์ปดํ“จํŒ…(Edge Computing) ์ž…๋‹ˆ๋‹ค.
1.1 Edge Computing ์ด๋ž€?
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์—ฃ์ง€ ์ปดํ“จํŒ…(Edge Computing)์€ ์‚ฌ์šฉ์ž์™€ ๊ฐ€๊นŒ์šด ์œ„์น˜์—์„œ ์„œ๋น„์Šค๋ฅผ ์ œ๊ณตํ•˜๋Š” ๊ฒƒ์„ ์˜๋ฏธํ•œ๋‹ค!
์—ฃ์ง€ ์ปดํ“จํŒ…(Edge Computing)์ด ํฐ ์ฃผ๋ชฉ์„ ๋ฐ›๋Š” ์ด์œ  ์ค‘ ๊ฐ€์žฅ ํฐ ์ด์œ ๋Š” ๋ฐ”๋กœ โ€œ ๋‚ฎ์€ ์ง€์—ฐ์‹œ๊ฐ„(Latency) โ€œ ์ด๋‹ค.
๋ฌผ๋ก  ์„œ๋น„์Šค์˜ ์†๋„๊ฐ€ ๋น ๋ฅธ ์ด์œ ๋Š” ์—ฃ์ง€ ์ปดํ“จํŒ…(Edge Computing)์ด ๋ฐ์ดํ„ฐ์„ผํ„ฐ ๋ณด๋‹ค ์„ฑ๋Šฅ์ด ์šฐ์ˆ˜ํ•ด์„œ๊ฐ€ ์•„๋‹ˆ๋ผ,
ํ˜„์žฅ์— ์žˆ๋Š” ์‚ฌ์šฉ์ž์—๊ฒŒ ์ข€ ๋” ์ง€๋ฆฌ์ ์œผ๋กœ ๊ฐ€๊นŒ์šด ๊ณณ์—์„œ ์„œ๋น„์Šค๋ฅผ ์ œ๊ณตํ•˜๊ธฐ์— ์‹ ์†ํ•œ ์ฒ˜๋ฆฌ๋ฅผ ์œ„ํ•ด ํ•„์š”ํ•˜๋‹ค.
1.1 IoT of Edge Computing
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IoT ์—ฃ์ง€ ์ปดํ“จํŒ… (IoT Edge Computing)
IoT ์‚ฌ๋ฌผ์ธํ„ฐ๋„ท ๊ธฐ๊ธฐ๋“ค๊ณผ ๊ฐ€๊นŒ์šด ์ฃผ๋ณ€์ด๋‚˜ ๊ธฐ๊ธฐ ์ž์ฒด์—์„œ
๋ฐ์ดํ„ฐ๋ฅผ ๋ถ„์‚ฐ ์ฒ˜๋ฆฌํ•˜๋Š” ๋ฐฉ์‹
VISION
MISSION
STRATEGY
IoT(Internet of Things) ํ˜„ ์‚ฌ๋ก€๋กœ ์ž์œจ์ฃผํ–‰์ฐจ ๊ฒฝ์šฐ 100๋ถ„ ์•ˆ์— 4~5TB ๋ฐ์ดํ„ฐ๋ฅผ ์ƒ์„ฑํ•˜๋ฉฐ, ์Šค๋งˆํŠธํŒฉํ† ๋ฆฌ์˜ ๊ฒฝ์šฐ ํ•˜๋ฃจ
1,000TB์˜ ๋ฐ์ดํ„ฐ๋ฅผ ์ƒ์‚ฐํ•œ๋‹ค. ์ด๋Ÿฐ ์ˆ˜์‹ญ๊ฐ€์ง€์˜ MB/GB ์ด์ƒ ๋˜๋Š” ์ด๋ฏธ์ง€/๋น„๋””์˜ค ๋ฐ์ดํ„ฐ๋ฅผ ๋ชจ๋‘ ํด๋ผ์šฐ๋“œ๋กœ ๋ณด๋ƒˆ์„ ๋•Œ,
๋„คํŠธ์›Œํฌ ๋Œ€์—ญํญ ๋ฟ๋งŒ ์•„๋‹Œ ์Šคํ† ๋ฆฌ์ง€ ์†Œ์š”๋Ÿ‰๋„ ์ฆ๊ฐ€ํ•˜๋ฉด์„œ ๋น„์šฉ ์ฆ๊ฐ€๋ฅผ ๋ถˆ๋Ÿฌ์˜จ๋‹ค. ํ•˜์ง€๋งŒ ์ผ์ • ๊ธฐ๊ฐ„ ๋™์•ˆ ๋ชจ๋“  ๋ฐ์ดํ„ฐ๋ฅผ
์ €์žฅํ•˜๊ณ , ๋ถ€๋ถ„์ ์œผ๋กœ ํ•„์š”ํ•œ ๋ฐ์ดํ„ฐ๋งŒ ํ•„ํ„ฐ๋งํ•ด์„œ ํด๋ผ์šฐ๋“œ๋กœ ๊ตฌ์„ฑํ•˜์—ฌ ๋น„์šฉ ์ ˆ๊ฐ ํšจ๊ณผ๋ฅผ ๊ธฐ๋Œ€ํ•  ์ˆ˜ ์žˆ๋‹ค.
1.1 Edge Computing์ด ํ•„์š”ํ•œ ์ด์œ 
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1.1 Edge Computing์˜ ๊ฐ€์น˜
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1.2 CUMULOCITY IoT Edge ์†Œ๊ฐœ
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Cumulocity IoT Platform์€ ์ œํ•œ๋œ ๊ทœ๋ชจ์˜ ํด๋ผ์šฐ๋“œ ๊ธฐ๋ฐ˜ IoT ํ”„๋กœ์ ํŠธ๋ฅผ ์‹ ์†ํ•˜๊ฒŒ ์‹œ์ž‘ํ•  ์ˆ˜ ์žˆ๋Š”, ์กฐ๊ฑด ๋ชจ๋‹ˆํ„ฐ๋ง, ์˜ˆ์ธก,
์œ ์ง€๋ณด์ˆ˜์˜ ์ถ”์ , ๋น ๋ฅด๊ณ  ์‰ฌ์šด ์žฅ์น˜ ๋ฐ ์„ผ์„œ ์—ฐ๊ฒฐ๋กœ ๊ตฌ์„ฑ๋˜์–ด IT์™€ OT(ํ˜„์žฅ)๋ฅผ ์—ฐ๊ฒฐํ•˜๋Š” ์—ฃ์ง€์ปดํ“จํŒ… ์†”๋ฃจ์…˜์„ ์ œ๊ณตํ•œ๋‹ค.
#. Cumulocity IoT Cloud ํ”Œ๋žซํผ์„ ํ†ตํ•ด ๋ชจ๋“  ์žฅ์น˜๋ฅผ ์—ฐ๊ฒฐํ•˜๊ณ  ์‘์šฉ ํ”„๋กœ๊ทธ๋žจ๊ณผ ํ†ตํ•ฉํ•˜๋ฉฐ, ๋ถ„์„์„ ์œ„ํ•ด ์ฝ”๋”ฉ ํ•  ํ•„์š”์—†์ด
๋ช‡ ๋ถ„ ์•ˆ์— ์„ธํŒ…ํ•˜์—ฌ ํด๋ผ์šฐ๋“œ ๋ฐ ์˜จํ”„๋ฆฌ๋ฏธ์Šค ๊ฐ™์€ ๋ชจ๋“  ๊ณณ์—์„œ ๋™์ผํ•œ API, ๋ฐ์ดํ„ฐ ๋ฐ ๋ถ„์„ ๋ชจ๋ธ์„ ์‚ฌ์šฉํ•  ์ˆ˜ ์žˆ๋‹ค.
1.2 CUMULOCITY IoT High-Level Data Flow Concept
1.2 CUMULOCITY End to End IoT ํ”„๋ ˆ์ž„์›
2. Software AG CUMULOCITY IoT Platform
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2.1 CUMULOCITY IoT ์†”๋ฃจ์…˜์˜ ๋ณ€ํ™” ๋™ํ–ฅ
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2.1 CUMULOCITY IoT Platform ์ฃผ์š” ๊ธฐ๋Šฅ์˜์—ญ
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2.1 CUMULOCITY IoT Platform EDGE COMPUTING์˜ ์ดํ•ด
๊ฐ€ํŠธ๋„ˆ์—์„  ์—์ง€ ์ปดํ“จํŒ…
์†”๋ฃจ์…˜์„ ๊ทผ์ฒ˜์— ๋‘๋ฉด์„œ
๋ฐ์ดํ„ฐ ์†Œ์Šค์˜ ์ฒ˜๋ฆฌ๋ฅผ
์ด‰์ง„ ํ•˜๋Š” ๊ฒƒ์„ ์˜๋ฏธํ•จ
์—์ง€ ์ปดํ“จํŒ…์€ ์บ ํผ์Šค ๋„คํŠธ์›Œํฌ
์…€๋ฃฐ๋Ÿฌ ๋„คํŠธ์›Œํฌ, ๋ฐ์ดํ„ฐ ์„ผํ„ฐ
๋„คํŠธ์›Œํฌ ๋˜๋Š” ํด๋ผ์šฐ๋“œ์˜ ๋ถ„์‚ฐ
๋ฐ ํ™•์žฅ ๊ธฐ๋Šฅ์„ ์ง€์› ํ•œ๋‹ค.
์—”ํ„ฐํ”„๋ผ์ด์ฆˆ ์ƒ์„ฑ ๋ฐ์ดํ„ฐ ์•ฝ 10%๊ฐ€ ๊ธฐ์กด์˜ ์ค‘์•™์ง‘์ค‘์‹ ๋ฐ์ดํ„ฐ์„ผํ„ฐ ๋˜๋Š” ํด๋ผ์šฐ๋“œ ์™ธ๋ถ€์—์„œ ์ƒ์„ฑ๋˜๊ณ  ์ฒ˜๋ฆฌ๋œ๋‹ค.
๊ฐ€ํŠธ๋„ˆ๋Š” 2025๋…„ ๊นŒ์ง€ ์œ„์˜ ์ˆ˜์น˜๊ฐ€ 75%์— ์ด๋ฅผ ๊ฒƒ์ด๋ผ ์˜ˆ์ธกํ–ˆ๋‹ค.
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2.1 CUMULOCITY IoT Platform EDGE ๋ถ„์‚ฐ ์•„ํ‚คํ…์ฒ˜
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2.1 CUMULOCITY IoT Platform EDGE ๋ถ„์‚ฐ ์•„ํ‚คํ…์ฒ˜
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2.1 CUMULOCITY IoT Platform
SOFTWARE AG์™€ DELL TECHNOLOGIES์˜ IoT EDGE SERVER
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2.1 CUMULOCITY IoT EDGE OVERVIEW
ํ˜„์žฅ์—์„œ ์‚ฌ์šฉ๊ฐ€๋Šฅํ•œ EDGE ํ™˜๊ฒฝ์˜ Edition์œผ๋กœ CUMULOCITY IoT CLOUD์™€ ์—ฐ๊ณ„
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2.2 CUMULOCITY IoT Edge DEFAULT CORE & FEATURES
CUMULOCITY
IOT CORE
SOLUTION ACCELERATORS
CUMULOCITY
IOT EDGE
SMS INTEGRATION
CONNECTIVITY MGMT. INTEGRATION
DEVICE CONNECTIVITY
DEVICE MANAGEMENT
ACCESS TO APIS, SDKS
STORAGE
TENANT MANAGEMENT
COCKPIT
SMART RULESDATA EXPLORER
CLOUD FIELDBUS
DEVICE CONNECTIVITY
DEVICE MANAGEMENT
COCKPIT
DATA EXPLORER
ACCESS TO APIS, SDKS
STORAGE
SMART RULES APAMA STREAMING
ANALYTICS
APAMA STREAMING ANALYTICS WEBMETHODS.IO
INTEGRATION CLOUD
CUMULOCITY IOT CLOUD
TRENDMINERZEMENTIS
ENTERPRISE TENANT
OTHER SOLUTION ACCELERATORS
OMA LWM2M PROTOCOL SUPPORT
CLOUD FIELDBUS
MICROSERVICE SDK & HOSTING
DATA BROKER
DATA BROKER
DATAHUB
ANALYTICS BUILDER
ANALYTICS BUILDER
Dell Edge Server
CUMULOCITY
IOT AGENT Real-Time Analytics
DEVICE AGENT
Dell Edge Gateway
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2.2 CUMULOCITY IoT Edge STREAMING data analytics
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2.2 CUMULOCITY IoT Edge APAMA STREAMING Analytics
์ŠคํŠธ๋ฆฌ๋ฐ๋ถ„์„์„
ํ™œ์šฉํ•˜๋ ค๋Š”
์ผ๋ฐ˜์‚ฌ์šฉ์ž
(์˜ˆ: ๊ณต์žฅ
ํ˜„์ง€ ์—”์ง€๋‹ˆ์–ด)
๋ฅผ ์œ„ํ•œ ๊ทธ๋ž˜ํ”ฝ
UI์ธํ„ฐํŽ˜์ด์Šค์ œ๊ณต
์šด์˜ ๋ฐฐํฌ ์ „์—
์‹œ๋ฎฌ๋ ˆ์ดํŠธ ๋œ ๋ฐ์ดํ„ฐ
๋˜๋Š” ๋ผ์ด๋ธŒ ๋ฐ์ดํ„ฐ๋กœ
๋ชจ๋ธ์„ ์‹คํ–‰ํ•  ์ˆ˜ ์žˆ๋Š”
๋ชจ๋ธ๊ด€๋ฆฌ(Model
Management)
๊ธฐ๋Šฅ์ œ๊ณต
ํŒจํ„ด, ๊ด€๊ณ„ ๋ฐ ์˜ค๋ฅ˜ ์‹๋ณ„์„
์œ„ํ•œ ์„ผ์„œ ๋ฐ์ดํ„ฐ์™€ ์ด๋ฒคํŠธ
์‹ค์‹œ๊ฐ„์ฒ˜๋ฆฌ
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2.2 CUMULOCITY IoT Edge ๋ถ„์‚ฐ ์•„ํ‚คํ…์ฒ˜ & Machine Learning
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2.2 CUMULOCITY IoT Edge Zementis in IoT Hybrid Approach
3. DELL Technologies IoT Solutions EDGE COMPUTING
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3.1 Dell IoT ์—์ฝ”์‹œ์Šคํ…œ์„ ์œ„ํ•œ End-to-End ํฌํŠธํด๋ฆฌ์˜ค
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3.1 Dell EDGE to CORE to CLOUD โ€“ ํ† ํƒˆ IoT ์—์ฝ”์‹œ์Šคํ…œ
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3.1 Dell Edge Computing ํฌ์ง€์…˜
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3.1 Dell Edge Smart Manufacturing Infographic
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3.2 Dell Technologies IoT ์ œํ’ˆ๊ตฐ ์†Œ๊ฐœ
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3.2 Dell Edge Device ํฌํŠธํด๋ฆฌ์˜ค
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3.2 Dell IoT Edge Server & Gateway & Box ๊ตฌ์„ฑ
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[ Dell Edge Server ]
+
[ Dell Edge Gateway ]
[ Edge Gateway 3000 ]
[ Edge Gateway 5000 ]
[ Edge Box Series ]
Edge Server
Edge Gateway x N
3.2 Dell Edge Computing ์†Œํ”„ํŠธ์›จ์–ด ๋ ˆ์ด์–ด ๊ตฌ์„ฑ
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3.2 Dell Edge Computing ์‹œ์Šคํ…œ ๊ด€๋ฆฌ ์†Œํ”„ํŠธ์›จ์–ด
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3.2 Dell Edge Computing ์ ์šฉ ์‚ฌ๋ก€ (1)
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Best Practice Steps to Implementing Edge Solution
3.2 Dell Edge Computing ์ ์šฉ ์‚ฌ๋ก€ (2)
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์Šค๋งˆํŠธ ํŒฉํ† ๋ฆฌ ์Šค๋งˆํŠธ ๋ฐฐ์ „๋ฐ˜ ์Šค๋งˆํŠธ PLC
3.2 Dell Edge Computing ๊ตฌ์ถ• ์˜ˆ์‹œ (1)
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์ง€๋Šฅํ˜• PLC
Edge Gateway
Edge Server
Cumulocity IoT
์Šค๋งˆํŠธํŒฉํ† ๋ฆฌ
3.2 Dell Edge Computing ๊ตฌ์ถ• ์˜ˆ์‹œ (2)
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์˜จ/์Šต๋„ ์„ผ์„œ ์ฐจ์•• ์„ผ์„œ ์••๋ ฅ ์„ผ์„œ
PLC/OPC UA Edge Gateway
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์‚ฐ์—…์šฉ ์ธ๋””์ผ€์ดํ„ฐ Edge Gateway
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An End-to-End IoT/I4.0 Solution -The Cumulocity IoT Platform
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DELL Technologies ์˜ Edge Computing ์†”๋ฃจ์…˜์€ ์„ฑ๊ณต์ ์ธ IoT ํ”„๋กœ์ ํŠธ๋ฅผ ์œ„ํ•œ ์ตœ์ƒ์˜ ๊ฒฝ์Ÿ๋ ฅ ์ž…๋‹ˆ๋‹ค.
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๊ตญ๋‚ด์™ธ ์‚ฌ๋ฌผ์ธํ„ฐ๋„ท ์ •์ฑ… ๋ฐ ์‹œ์žฅ๋™ํ–ฅ๊ณผ ์ฃผ์š” ์„œ๋น„์Šค ์‚ฌ๋ก€
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Mtos Cumulocity IoT Platform with Dell Edge Computing

  • 1. Cumulocity IoT Platform with Dell Edge Computing
  • 2. Contents ๋ชฉ ์ฐจ 1. Cumulocity IoT with Dell Edge Computing 1.1 Edge Computing ์ด์Šˆ ๋ฐ ๊ฐœ์š” 1.2 Cumulocity IoT ์†Œ๊ฐœ ๋ฐ ํ•„์š”์„ฑ 2. Software AG Cumulocity IoT Platform 2.1 Cumulocity IoT Edge Platform 2.2 Cumulocity IoT Edge Analytics 3. Dell Technologies Edge Computing 3.1 Dell Edge Computing ์ •์ฑ…์†Œ๊ฐœ 3.2 Dell IoT Edge ์ œํ’ˆ๊ตฐ Gateway & BOX 3.3 Cumulocity IoT with Dell Edge Computing
  • 3. 1. Cumulocity IoT Platform with Dell Edge Computing 01 3 Dell Technologies์—์„œ ์ œ๊ณตํ•˜๋Š” Cumulocity IoT๋Š” Software AG์™€ ๊ณต๋™์œผ๋กœ DellEMC Edge ์†”๋ฃจ์…˜์œผ๋กœ, ๊ฐ€์žฅ ์งง์€ ๊ธฐ๊ฐ„์— ์ ์šฉ ๊ฐ€๋Šฅํ•œ IIoT ์—ฐ๊ฒฐ๊ตฌ์„ฑ์„ ์ œ๊ณตํ•˜์—ฌ ์‹ ์†ํ•œ Edge ํ™˜๊ฒฝ์„ ์‚ฌ์šฉํ•  ์ˆ˜ ์žˆ๋„๋ก ๊ตฌ์„ฑ๋˜์–ด ์žˆ์Šต๋‹ˆ๋‹ค.
  • 4. 1.1 Edge Computing ์ด์Šˆ? 4 IT ์‹œ์žฅ๋ถ„์„ ๊ธฐ๊ด€์ธ IDC ์—์„œ, ์„ธ๊ณ„ ๋ฐ์ดํ„ฐ ์ƒ์‚ฐ๋Ÿ‰์ด ํ˜„์žฌ ๋Œ€๋žต 33ZB์—์„œ 2025๋…„์˜ 175ZB๊นŒ์ง€ ์ฆ๋Œ€ํ•  ๊ฒƒ์œผ๋กœ ์˜ˆ์ƒํ•˜๋ฉฐ, ๋ฐ์ดํ„ฐ ํญ์ฆ ํ˜„์ƒ์„ ์ œ์กฐ์—…์˜ ํ•œ ์˜ˆ๋กœ ๋“ค๋ฉด ์ง€๋ฉ˜์Šค็คพ ์•”๋ฒ ๋ฅดํฌ ๊ณต์žฅ์—์„œ ํ•˜๋ฃจ ํ‰๊ท  5000๋งŒ ๊ฑด์˜ ๋ฐ์ดํ„ฐ๊ฐ€ ์ฒ˜๋ฆฌ ๋จ, ์ด๋ ‡๊ฒŒ ์ˆ˜ ๋งŽ์€ ์–‘์˜ ๋ฐ์ดํ„ฐ๋“ค์„ ์–ด๋–ป๊ฒŒ ๊ด€๋ฆฌํ•˜๊ณ  ์ฒ˜๋ฆฌ ํ•  ๊ฒƒ์ธ๊ฐ€์— ๋Œ€ํ•œ ์ด์Šˆ๊ฐ€ ๋ฐœ์ƒํ•˜๋ฉฐ ์ฒ˜๋ฆฌํ•ด์•ผ ํ•ฉ๋‹ˆ๋‹ค. ์šฐ์„  โ€˜์ง€์—ฐ ์‹œ๊ฐ„โ€™ ์˜ ์ด์Šˆ๋กœ ๋ฐ์ดํ„ฐ ์„ผํ„ฐ๊ฐ€ ๋ฌผ๋ฆฌ์ ์œผ๋กœ ๋จผ ๊ฑฐ๋ฆฌ ์ƒ์— ์œ„์น˜ํ•  ๊ฒฝ์šฐ ๋ฐ์ดํ„ฐ ์†ก์ˆ˜์‹  ์‹œ๊ฐ„์ด ์ฆ๊ฐ€ํ•˜๋ฉฐ, ์–‘์ด ๋งŽ์•„์ง€๋ฉด ๋ณ‘๋ชฉํ˜„์ƒ์œผ๋กœ ์ธํ•ด ์ฒ˜๋ฆฌ ์‹œ๊ฐ„์ด ์ง€์—ฐ๋  ์ˆ˜ ์žˆ์Šต๋‹ˆ๋‹ค. ๋˜ํ•œ โ€˜๋ณด์•ˆ ๋ฌธ์ œโ€™ ์—ญ์‹œ ํ•ดํ‚น๊ณผ ๋””๋„์Šค(DDoS)์™€ ๊ฐ™์€ ์™ธ๋ถ€ ๊ณต๊ฒฉ์— ์ทจ์•ฝํ•ด์ง€๋ฉฐ, ๊ธฐ๋ฐ€ ์ •๋ณด ์œ ์ถœ ๋ฐ ๋ฐ์ดํ„ฐ ์†์‹ค๊ณผ ๊ฐ™์€ ์œ„ํ—˜์ด ์žˆ๊ธฐ์— ์ปดํ“จํŒ…์˜ ํ•œ๊ณ„๋ฅผ ๋ณด์™„ํ•˜๊ธฐ ์œ„ํ•œ ๊ฒƒ์ด ์—ฃ์ง€ ์ปดํ“จํŒ…(Edge Computing) ์ž…๋‹ˆ๋‹ค.
  • 5. 1.1 Edge Computing ์ด๋ž€? 5 ์—ฃ์ง€ ์ปดํ“จํŒ…(Edge Computing)์€ ์‚ฌ์šฉ์ž์™€ ๊ฐ€๊นŒ์šด ์œ„์น˜์—์„œ ์„œ๋น„์Šค๋ฅผ ์ œ๊ณตํ•˜๋Š” ๊ฒƒ์„ ์˜๋ฏธํ•œ๋‹ค! ์—ฃ์ง€ ์ปดํ“จํŒ…(Edge Computing)์ด ํฐ ์ฃผ๋ชฉ์„ ๋ฐ›๋Š” ์ด์œ  ์ค‘ ๊ฐ€์žฅ ํฐ ์ด์œ ๋Š” ๋ฐ”๋กœ โ€œ ๋‚ฎ์€ ์ง€์—ฐ์‹œ๊ฐ„(Latency) โ€œ ์ด๋‹ค. ๋ฌผ๋ก  ์„œ๋น„์Šค์˜ ์†๋„๊ฐ€ ๋น ๋ฅธ ์ด์œ ๋Š” ์—ฃ์ง€ ์ปดํ“จํŒ…(Edge Computing)์ด ๋ฐ์ดํ„ฐ์„ผํ„ฐ ๋ณด๋‹ค ์„ฑ๋Šฅ์ด ์šฐ์ˆ˜ํ•ด์„œ๊ฐ€ ์•„๋‹ˆ๋ผ, ํ˜„์žฅ์— ์žˆ๋Š” ์‚ฌ์šฉ์ž์—๊ฒŒ ์ข€ ๋” ์ง€๋ฆฌ์ ์œผ๋กœ ๊ฐ€๊นŒ์šด ๊ณณ์—์„œ ์„œ๋น„์Šค๋ฅผ ์ œ๊ณตํ•˜๊ธฐ์— ์‹ ์†ํ•œ ์ฒ˜๋ฆฌ๋ฅผ ์œ„ํ•ด ํ•„์š”ํ•˜๋‹ค.
  • 6. 1.1 IoT of Edge Computing 6 IoT ์—ฃ์ง€ ์ปดํ“จํŒ… (IoT Edge Computing) IoT ์‚ฌ๋ฌผ์ธํ„ฐ๋„ท ๊ธฐ๊ธฐ๋“ค๊ณผ ๊ฐ€๊นŒ์šด ์ฃผ๋ณ€์ด๋‚˜ ๊ธฐ๊ธฐ ์ž์ฒด์—์„œ ๋ฐ์ดํ„ฐ๋ฅผ ๋ถ„์‚ฐ ์ฒ˜๋ฆฌํ•˜๋Š” ๋ฐฉ์‹ VISION MISSION STRATEGY IoT(Internet of Things) ํ˜„ ์‚ฌ๋ก€๋กœ ์ž์œจ์ฃผํ–‰์ฐจ ๊ฒฝ์šฐ 100๋ถ„ ์•ˆ์— 4~5TB ๋ฐ์ดํ„ฐ๋ฅผ ์ƒ์„ฑํ•˜๋ฉฐ, ์Šค๋งˆํŠธํŒฉํ† ๋ฆฌ์˜ ๊ฒฝ์šฐ ํ•˜๋ฃจ 1,000TB์˜ ๋ฐ์ดํ„ฐ๋ฅผ ์ƒ์‚ฐํ•œ๋‹ค. ์ด๋Ÿฐ ์ˆ˜์‹ญ๊ฐ€์ง€์˜ MB/GB ์ด์ƒ ๋˜๋Š” ์ด๋ฏธ์ง€/๋น„๋””์˜ค ๋ฐ์ดํ„ฐ๋ฅผ ๋ชจ๋‘ ํด๋ผ์šฐ๋“œ๋กœ ๋ณด๋ƒˆ์„ ๋•Œ, ๋„คํŠธ์›Œํฌ ๋Œ€์—ญํญ ๋ฟ๋งŒ ์•„๋‹Œ ์Šคํ† ๋ฆฌ์ง€ ์†Œ์š”๋Ÿ‰๋„ ์ฆ๊ฐ€ํ•˜๋ฉด์„œ ๋น„์šฉ ์ฆ๊ฐ€๋ฅผ ๋ถˆ๋Ÿฌ์˜จ๋‹ค. ํ•˜์ง€๋งŒ ์ผ์ • ๊ธฐ๊ฐ„ ๋™์•ˆ ๋ชจ๋“  ๋ฐ์ดํ„ฐ๋ฅผ ์ €์žฅํ•˜๊ณ , ๋ถ€๋ถ„์ ์œผ๋กœ ํ•„์š”ํ•œ ๋ฐ์ดํ„ฐ๋งŒ ํ•„ํ„ฐ๋งํ•ด์„œ ํด๋ผ์šฐ๋“œ๋กœ ๊ตฌ์„ฑํ•˜์—ฌ ๋น„์šฉ ์ ˆ๊ฐ ํšจ๊ณผ๋ฅผ ๊ธฐ๋Œ€ํ•  ์ˆ˜ ์žˆ๋‹ค.
  • 7. 1.1 Edge Computing์ด ํ•„์š”ํ•œ ์ด์œ  7
  • 8. 1.1 Edge Computing์˜ ๊ฐ€์น˜ 8
  • 9. 1.2 CUMULOCITY IoT Edge ์†Œ๊ฐœ 9 Cumulocity IoT Platform์€ ์ œํ•œ๋œ ๊ทœ๋ชจ์˜ ํด๋ผ์šฐ๋“œ ๊ธฐ๋ฐ˜ IoT ํ”„๋กœ์ ํŠธ๋ฅผ ์‹ ์†ํ•˜๊ฒŒ ์‹œ์ž‘ํ•  ์ˆ˜ ์žˆ๋Š”, ์กฐ๊ฑด ๋ชจ๋‹ˆํ„ฐ๋ง, ์˜ˆ์ธก, ์œ ์ง€๋ณด์ˆ˜์˜ ์ถ”์ , ๋น ๋ฅด๊ณ  ์‰ฌ์šด ์žฅ์น˜ ๋ฐ ์„ผ์„œ ์—ฐ๊ฒฐ๋กœ ๊ตฌ์„ฑ๋˜์–ด IT์™€ OT(ํ˜„์žฅ)๋ฅผ ์—ฐ๊ฒฐํ•˜๋Š” ์—ฃ์ง€์ปดํ“จํŒ… ์†”๋ฃจ์…˜์„ ์ œ๊ณตํ•œ๋‹ค. #. Cumulocity IoT Cloud ํ”Œ๋žซํผ์„ ํ†ตํ•ด ๋ชจ๋“  ์žฅ์น˜๋ฅผ ์—ฐ๊ฒฐํ•˜๊ณ  ์‘์šฉ ํ”„๋กœ๊ทธ๋žจ๊ณผ ํ†ตํ•ฉํ•˜๋ฉฐ, ๋ถ„์„์„ ์œ„ํ•ด ์ฝ”๋”ฉ ํ•  ํ•„์š”์—†์ด ๋ช‡ ๋ถ„ ์•ˆ์— ์„ธํŒ…ํ•˜์—ฌ ํด๋ผ์šฐ๋“œ ๋ฐ ์˜จํ”„๋ฆฌ๋ฏธ์Šค ๊ฐ™์€ ๋ชจ๋“  ๊ณณ์—์„œ ๋™์ผํ•œ API, ๋ฐ์ดํ„ฐ ๋ฐ ๋ถ„์„ ๋ชจ๋ธ์„ ์‚ฌ์šฉํ•  ์ˆ˜ ์žˆ๋‹ค.
  • 10. 1.2 CUMULOCITY IoT High-Level Data Flow Concept
  • 11. 1.2 CUMULOCITY End to End IoT ํ”„๋ ˆ์ž„์›
  • 12. 2. Software AG CUMULOCITY IoT Platform 12
  • 13. 2.1 CUMULOCITY IoT ์†”๋ฃจ์…˜์˜ ๋ณ€ํ™” ๋™ํ–ฅ 13
  • 14. 2.1 CUMULOCITY IoT Platform ์ฃผ์š” ๊ธฐ๋Šฅ์˜์—ญ 14
  • 15. 15 2.1 CUMULOCITY IoT Platform EDGE COMPUTING์˜ ์ดํ•ด ๊ฐ€ํŠธ๋„ˆ์—์„  ์—์ง€ ์ปดํ“จํŒ… ์†”๋ฃจ์…˜์„ ๊ทผ์ฒ˜์— ๋‘๋ฉด์„œ ๋ฐ์ดํ„ฐ ์†Œ์Šค์˜ ์ฒ˜๋ฆฌ๋ฅผ ์ด‰์ง„ ํ•˜๋Š” ๊ฒƒ์„ ์˜๋ฏธํ•จ ์—์ง€ ์ปดํ“จํŒ…์€ ์บ ํผ์Šค ๋„คํŠธ์›Œํฌ ์…€๋ฃฐ๋Ÿฌ ๋„คํŠธ์›Œํฌ, ๋ฐ์ดํ„ฐ ์„ผํ„ฐ ๋„คํŠธ์›Œํฌ ๋˜๋Š” ํด๋ผ์šฐ๋“œ์˜ ๋ถ„์‚ฐ ๋ฐ ํ™•์žฅ ๊ธฐ๋Šฅ์„ ์ง€์› ํ•œ๋‹ค. ์—”ํ„ฐํ”„๋ผ์ด์ฆˆ ์ƒ์„ฑ ๋ฐ์ดํ„ฐ ์•ฝ 10%๊ฐ€ ๊ธฐ์กด์˜ ์ค‘์•™์ง‘์ค‘์‹ ๋ฐ์ดํ„ฐ์„ผํ„ฐ ๋˜๋Š” ํด๋ผ์šฐ๋“œ ์™ธ๋ถ€์—์„œ ์ƒ์„ฑ๋˜๊ณ  ์ฒ˜๋ฆฌ๋œ๋‹ค. ๊ฐ€ํŠธ๋„ˆ๋Š” 2025๋…„ ๊นŒ์ง€ ์œ„์˜ ์ˆ˜์น˜๊ฐ€ 75%์— ์ด๋ฅผ ๊ฒƒ์ด๋ผ ์˜ˆ์ธกํ–ˆ๋‹ค.
  • 16. 16 2.1 CUMULOCITY IoT Platform EDGE ๋ถ„์‚ฐ ์•„ํ‚คํ…์ฒ˜
  • 17. 17 2.1 CUMULOCITY IoT Platform EDGE ๋ถ„์‚ฐ ์•„ํ‚คํ…์ฒ˜
  • 18. 18 2.1 CUMULOCITY IoT Platform SOFTWARE AG์™€ DELL TECHNOLOGIES์˜ IoT EDGE SERVER
  • 19. 19 2.1 CUMULOCITY IoT EDGE OVERVIEW ํ˜„์žฅ์—์„œ ์‚ฌ์šฉ๊ฐ€๋Šฅํ•œ EDGE ํ™˜๊ฒฝ์˜ Edition์œผ๋กœ CUMULOCITY IoT CLOUD์™€ ์—ฐ๊ณ„
  • 20. 20 2.2 CUMULOCITY IoT Edge DEFAULT CORE & FEATURES CUMULOCITY IOT CORE SOLUTION ACCELERATORS CUMULOCITY IOT EDGE SMS INTEGRATION CONNECTIVITY MGMT. INTEGRATION DEVICE CONNECTIVITY DEVICE MANAGEMENT ACCESS TO APIS, SDKS STORAGE TENANT MANAGEMENT COCKPIT SMART RULESDATA EXPLORER CLOUD FIELDBUS DEVICE CONNECTIVITY DEVICE MANAGEMENT COCKPIT DATA EXPLORER ACCESS TO APIS, SDKS STORAGE SMART RULES APAMA STREAMING ANALYTICS APAMA STREAMING ANALYTICS WEBMETHODS.IO INTEGRATION CLOUD CUMULOCITY IOT CLOUD TRENDMINERZEMENTIS ENTERPRISE TENANT OTHER SOLUTION ACCELERATORS OMA LWM2M PROTOCOL SUPPORT CLOUD FIELDBUS MICROSERVICE SDK & HOSTING DATA BROKER DATA BROKER DATAHUB ANALYTICS BUILDER ANALYTICS BUILDER Dell Edge Server CUMULOCITY IOT AGENT Real-Time Analytics DEVICE AGENT Dell Edge Gateway
  • 21. 21 2.2 CUMULOCITY IoT Edge STREAMING data analytics
  • 22. 22 2.2 CUMULOCITY IoT Edge APAMA STREAMING Analytics ์ŠคํŠธ๋ฆฌ๋ฐ๋ถ„์„์„ ํ™œ์šฉํ•˜๋ ค๋Š” ์ผ๋ฐ˜์‚ฌ์šฉ์ž (์˜ˆ: ๊ณต์žฅ ํ˜„์ง€ ์—”์ง€๋‹ˆ์–ด) ๋ฅผ ์œ„ํ•œ ๊ทธ๋ž˜ํ”ฝ UI์ธํ„ฐํŽ˜์ด์Šค์ œ๊ณต ์šด์˜ ๋ฐฐํฌ ์ „์— ์‹œ๋ฎฌ๋ ˆ์ดํŠธ ๋œ ๋ฐ์ดํ„ฐ ๋˜๋Š” ๋ผ์ด๋ธŒ ๋ฐ์ดํ„ฐ๋กœ ๋ชจ๋ธ์„ ์‹คํ–‰ํ•  ์ˆ˜ ์žˆ๋Š” ๋ชจ๋ธ๊ด€๋ฆฌ(Model Management) ๊ธฐ๋Šฅ์ œ๊ณต ํŒจํ„ด, ๊ด€๊ณ„ ๋ฐ ์˜ค๋ฅ˜ ์‹๋ณ„์„ ์œ„ํ•œ ์„ผ์„œ ๋ฐ์ดํ„ฐ์™€ ์ด๋ฒคํŠธ ์‹ค์‹œ๊ฐ„์ฒ˜๋ฆฌ
  • 23. 23 2.2 CUMULOCITY IoT Edge ๋ถ„์‚ฐ ์•„ํ‚คํ…์ฒ˜ & Machine Learning
  • 24. 24 2.2 CUMULOCITY IoT Edge Zementis in IoT Hybrid Approach
  • 25. 3. DELL Technologies IoT Solutions EDGE COMPUTING 25
  • 26. 3.1 Dell IoT ์—์ฝ”์‹œ์Šคํ…œ์„ ์œ„ํ•œ End-to-End ํฌํŠธํด๋ฆฌ์˜ค 26
  • 27. 3.1 Dell EDGE to CORE to CLOUD โ€“ ํ† ํƒˆ IoT ์—์ฝ”์‹œ์Šคํ…œ 27
  • 28. 3.1 Dell Edge Computing ํฌ์ง€์…˜ 28
  • 29. 3.1 Dell Edge Smart Manufacturing Infographic 29
  • 30. 3.2 Dell Technologies IoT ์ œํ’ˆ๊ตฐ ์†Œ๊ฐœ 30
  • 31. 3.2 Dell Edge Device ํฌํŠธํด๋ฆฌ์˜ค 31
  • 32. 3.2 Dell IoT Edge Server & Gateway & Box ๊ตฌ์„ฑ 32 [ Dell Edge Server ] + [ Dell Edge Gateway ] [ Edge Gateway 3000 ] [ Edge Gateway 5000 ] [ Edge Box Series ] Edge Server Edge Gateway x N
  • 33. 3.2 Dell Edge Computing ์†Œํ”„ํŠธ์›จ์–ด ๋ ˆ์ด์–ด ๊ตฌ์„ฑ 33
  • 34. 3.2 Dell Edge Computing ์‹œ์Šคํ…œ ๊ด€๋ฆฌ ์†Œํ”„ํŠธ์›จ์–ด 34
  • 35. 3.2 Dell Edge Computing ์ ์šฉ ์‚ฌ๋ก€ (1) 35 Best Practice Steps to Implementing Edge Solution
  • 36. 3.2 Dell Edge Computing ์ ์šฉ ์‚ฌ๋ก€ (2) 36 ์Šค๋งˆํŠธ ํŒฉํ† ๋ฆฌ ์Šค๋งˆํŠธ ๋ฐฐ์ „๋ฐ˜ ์Šค๋งˆํŠธ PLC
  • 37. 3.2 Dell Edge Computing ๊ตฌ์ถ• ์˜ˆ์‹œ (1) 37 ์ง€๋Šฅํ˜• PLC Edge Gateway Edge Server Cumulocity IoT ์Šค๋งˆํŠธํŒฉํ† ๋ฆฌ
  • 38. 3.2 Dell Edge Computing ๊ตฌ์ถ• ์˜ˆ์‹œ (2) 38 ์˜จ/์Šต๋„ ์„ผ์„œ ์ฐจ์•• ์„ผ์„œ ์••๋ ฅ ์„ผ์„œ PLC/OPC UA Edge Gateway Edge Server Cumulocity IoT
  • 39. 3.2 Dell Edge Computing ๊ตฌ์ถ• ์˜ˆ์‹œ (3) 39 ์‚ฐ์—…์šฉ ์ธ๋””์ผ€์ดํ„ฐ Edge Gateway Edge Server Cumulocity IoT์ˆ˜์ž์›ํŽŒํ”„ ์˜ˆ์ง€์ •๋น„
  • 40. 3.3 Dell Edge Gateway Best Practice Steps to Implementing Edge Solution 40 Best Practice Steps to Implementing Edge Solution
  • 41. 41 3.3 Cumulocity IoT with Dell Edge Computing Overview
  • 42. 3.3 Software AGโ€™s Cumulocity IoT with Dell Edge Computing 42 An End-to-End IoT/I4.0 Solution -The Cumulocity IoT Platform
  • 43. 43 On DELLโ€™s IoT Infrastructure 3.3 Software AGโ€™s Cumulocity IoT with Dell Edge Computing
  • 44. 44 DELL Technologies ์˜ Edge Computing ์†”๋ฃจ์…˜์€ ์„ฑ๊ณต์ ์ธ IoT ํ”„๋กœ์ ํŠธ๋ฅผ ์œ„ํ•œ ์ตœ์ƒ์˜ ๊ฒฝ์Ÿ๋ ฅ ์ž…๋‹ˆ๋‹ค. 3.3 Cumulocity IoT with Dell Edge Computing ๋„์ž… Summary