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二〇一八年十二月
5G 趨勢下物聯網機會與挑戰
IoT Opportunities and Challenges, IoT Access Connectivity, IoT Application
Connectivity, Cisco IOT Framework
「亞洲・矽谷 x 智慧航空城」高峰論壇 :
錢小山
首席技術顧問
思科大中華區數據中心架構事業部
IoT Opportunities and Challenges
© 2018 Cisco and/or its affiliates. All rights reserved.
5G Revenue Growth Opportunities
Core
$
Automotive Healthcare
Transport
Utilities
Consumer
Today
Operator business mostly focused on
the saturated consumer market
Source: European Commission Report, 2016
Core
$
Automotive
Healthcare
Transport
Utilities
Consumer
2025
Vertically targeted services will
accelerate operator business growth
© 2018 Cisco and/or its affiliates. All rights reserved.
An IoT Project Will Generally Have Multiple Integrated
Technology Layers
Things
Connectivity
Management
Application
Enablement
Business Solutions
Network Wired Wireless
Licensed Unlicensed
Connection
Provisioning
Usage
Monitoring
Fault
Resolution
Access
Network
Abstraction
API
API
API
API
Data
Acquisition
Data Analytics
Edge/Fog
Computing
Machine
Learning
Business
Rules
KPIs, Metrics
& Dashboards
Vertical
Specific
Functions
Business
Systems
Integration
Security
© 2018 Cisco and/or its affiliates. All rights reserved.
What about the IoT Revenue ?
Revenue Profit
$60B
20
40
$470B
Systems Integration and
Services
Cloud, Applications, Analytics
and Data Services
Hardware and Things
60
80
100%
Network and Telecom
Cloud and App
Provider
Network
Service
Providers
IoT Access Connectivity
Nov. 2018
© 2018 Cisco and/or its affiliates. All rights reserved.
IoT is one of 5G key Use Cases
Peak Data Rate
(Gbps)
User Experienced
Data Rate (Mbps)
Spectrum
Efficiency
Mobility
(Km/h)
Latency
(ms)
Connection
Density
(devices/km2)
Energy
Efficiency
Area Traffic
Capacity
(Mbps/m2)
20
100
3x
500
1
106
4G
5G
100x
10
1
0.1
10x 1x
105
10
350
1x
10
1
Peak Data
Rate
User Experienced
Data Rate
Spectrum
Efficiency
Mobility
Latency
Connection
Density
Energy
Efficiency
Area Traffic
Capacity
Internet of Things
Enhanced Broadband
Critical Networking
No enhanced to radio access technology planned for IOT in 3GPP R16
© 2018 Cisco and/or its affiliates. All rights reserved.
Many Use Cases with Many Different Requirements
Security & Surveillance
0.5 – 8Mbps
Fixed
Low
Connected
Automation & Monitoring
50 – 500kbps
Fixed
High
10 Years
Fleet Management
100s of Kbps
10 – 150Km/h
Low
~3 months
Automotive / Telematics
10s of Mbps
10 – 150Km/h
Low
Vehicle
Smart Cities
50 – 500Kbps
Fixed
Low
10 Years
Wearables
10s of Mbps
~5Km/h
Low
~1 week
© 2018 Cisco and/or its affiliates. All rights reserved.
5G Use Case examples: V2X requirements
Use Case V2X Mode Latency Reliability Data Rate per
vehicle (kbps)
Range
Cooperative Awareness V2V/V2I 100ms-1sec 90-95% 5-96 Short to
medium
Cooperative
Sensing
V2V/V2I 3ms-1sec > 95% 5-25000 Short
Autonomous
Driving
V2V/V2I <3ms-100ms > 99% 10-5000 Short to
medium
Traffic
Efficiency
V2I > 1sec < 90% 10-2000 Long
Teleoperated
Driving (Drone)
V2I 5-20ms > 99% > 25000 Long
Related use cases actually requiring different network capabilities
© 2018 Cisco and/or its affiliates. All rights reserved.
SP Wireless IoT Connectivity Options
Feature 2G 3G LTE WiFi LTE-M
(Cat M)
LPWA
(LoRa)
EC-GSM NB-IOT
(Cat M2)
SIGFOX
Range Long Long Long Limited Very Long Long Very Long Very Long Very Long
Operating Life Hours/
Day
Hours/
Day
Hours/
Day
Hours/
Day
Days/Months Years Months/Years Months/Years Years
Spectrum Lic. Unlic Lic. Unlic. Lic. Unlic. Lic. Lic. Unlic.
Throughput 384kbps 40Mbps 100Mbps+ 300Mbps 10Mbps 300-50kbps <140kbps <170kbps (DL)
<250kbps (UL)
100-600bps
Module Cost
(est.)
$8-10 $35-$50 $40-$80 $5-$8 NC $5 NC $10-15 NC
Use Case
Example
ATM ATM Connected
Cars
Industrial Alarm System Metering
Tracking
N/A Smart parking
Metering
Tracking
SP Offering All All All Variable ATT, Verizon,
Telus, Orange,
KDDI, etc.
Orange,
Swisscom,
Proximus,
Comcast
None Vodafone, DT,
KT
Telefonica, SFR
Traditional Cellular/WiFi LPWA
© 2018 Cisco and/or its affiliates. All rights reserved.
LPWA example
Waste management Key challenge :
Optimize the waste management operations
Solution :
• LoRaWAN technology enabled waste containers that monitor
the filling level of the container
Key benefits :
• Real-time location and monitoring of waste containers
• Containers are emptied only if detected as full
• Waste vehicle operations are adapted and directed in real-
time towards 100% full waste containers
Device partners :
© 2018 Cisco and/or its affiliates. All rights reserved.
1
0
1
0
1
0
1
0
0
1
0
1
0
1
0
1
0
1
0
1 1
0
1
0
1
0
1
0
1
0
1
0
1
0
1
0
0
1
0
1
0
1
0
1
0
0
0
1
0
1
0
0
0
1
0
0
0
1
0
0
© 2018 Cisco and/or its affiliates. All rights reserved.
Garbage
pickup
© 2018 Cisco and/or its affiliates. All rights reserved.
Area Garbage
service complete
Street list check
Next service
scheduled
Approved
© 2018 Cisco and/or its affiliates. All rights reserved.
LoRa and NB-IOT networks will co-exist
(1) Cisco Corporate Strategy and Expert Interviews
LoRa relevant use case NB-IoT relevant use case
Cases Where NB-IoT is Preferred to LoRa
§High accuracy and QoS required, even at higher costs
(licensed spectrum)
§Country-wide network needed for real time data (e.g.
Location tracking across states based on GPS)
§High density areas with noise interference and a 4G
cellular network available
§Consumer applications in home and health as SPs have
strong GTM coverage
§Electricity available (Otherwise limited battery life
limits duration of usage)
SP announced dual technology Strategy
§ Orange
§ BT
© 2018 Cisco and/or its affiliates. All rights reserved.
4G and 5G Network Slicing
Access
Access
• Separate business purposes
• Unique service assurance
characteristics
• Alternate policy and charging
structure
• Increased service security
• Slice allocation through device
identity
• Slice selection mechanisms
• APN
• PLMN Id (MOCN)
• DECOR/eDECOR
• NSSF/NRF (5G)
Transport Network
Control Plane 5G
Core
Network Slice
Management
(NSSF/NRF)
Access
User Plane
5G Core
User Plane
5G Core
User Plane
4G/5G
Control Plane
4G/5G
Network Slice
Orchestrator
IoT Application Connectivity
Nov. 2018
© 2018 Cisco and/or its affiliates. All rights reserved.
What are APIs
APIs transfer data as an interface
What are APIs
© 2018 Cisco and/or its affiliates. All rights reserved.
Moving Up The IoT Stack
• Many protocols and standards to choose
• How to enable and manage communication between IoT devices and apps?
eMTC, NB-IoT, other LPWA, wireline,…
IP, Non-IP Data
HTTP, CoAP, MQTT, ..
Device data and applications
App
App
App
App
App
© 2018 Cisco and/or its affiliates. All rights reserved.
Service API and Data Modeling for IoT
• REST API to manage device data
• Stateless interfaces
• No need of many functions : just
read/write/change/delete
• A common vocabulary is required to define IoT data
and concepts
• Need a data model and semantics to represent device
data
• Built-in Security
Source: OneM2M
© 2018 Cisco and/or its affiliates. All rights reserved.
From IoT Verticals to Horizontal Platform
Common Service Layer
(Network and Services API)
network
• Many “vertical” IoT deployments today each of which with their own requirements and
protocols/APIs
• Requirement to harmonize to enable easier deployment of IoT services in a cost efficient
way
• Exposing open Network and Services API
App
App App
App
App App
network network
Multi-access network
© 2018 Cisco and/or its affiliates. All rights reserved.
Cisco eSCEF – a Mobile IOT API Enabler
Enterprise
AS
Enterprise
AS
1. Terminating IOT protocol and exposing data
through API
2. On-boarding Device/Application/Tenant
Cisco eSCEF
Enterprise
AS
IoT Protocol
Termination
(MQTT, COAP,
HTTP, …)
Data Delivery
MONTE events
(REST API)
Security & Identity Mgnt.
Data
Storage
Event
rules
APIs
Tenant / AS /
Device Onboarding
(REST API)
Connectivity
Management
3GPP SCEF
MME &
Gateway
Policy
AAA
3. Monitoring UE events in 3GPP network and make it
available to authorized external world
4. Session with on-demand QOS
5. Non IP Data Delivery
Cisco IOT Framework
Nov. 2018
© 2018 Cisco and/or its affiliates. All rights reserved.
5G Opportunities - Enabling Digital Transformation
Consumer Video
Smart Cities
Connected Car
Mobile Gaming
AR/VR Collaboration
Business Opportunities Services Building Blocks
Cisco
Enablement
Platform
Edge
Computing
Low
Latency
Connection
Density
Massive
Capacity
Network
Slicing
High
Reliability
High
Data Rate
Assemble
Solution
Blocks
Create and
Validate
Launch New
Service
Select
Business
Opportunity
© 2018 Cisco and/or its affiliates. All rights reserved.
Same Core Components
(kill 3 birds w/1 stone)
IoT
Mobile Core/5G
NFV/M
• Uniform mgt. of
IoT services across
Cloud/network/edge
• e2e automation (orch.)
• e2e security
• e2e service assurance
• Multi-tenancy
• Analytics
Cloud
MEC/Fog
LPWAN
(unlicensed)
Wired or short
range radio
M
M
M
= Microservice
M
Cloud Service Model
Emergency
Fleets
Street
Cabinets
City control Room
Event-based
Video
VNFs
Smart Power
Traffic monitoring
and control
Sensors and actuators
© 2018 Cisco and/or its affiliates. All rights reserved.
數位化的旅程與思科的定位
Sensors &
Endpoints
Cloud-Based Applications
Network
Local Servers/ Applications
Security
Any cloud
Cellular Connection Management
1
2
3
4
1
5
4/5G
6. Eco-System (SolutionPlus) Partner & SI
© 2018 Cisco and/or its affiliates. All rights reserved.
Future 5G Smart City
Fixed
Wireless
NB-IoT
Service Provider
IoT Foundational
Platform
Cisco Ultra
Services Platform
Cisco Kinetic
for Cities
Cisco Jasper
Control Center
Data from any
device
Cross-domain
information
Open ecosystem
• Repeatable, pre-packaged connectors/
templates
• Deployed in cities around the world
Easy for customers to adopt & deploy
• Bundles/Starter solutions
• Certified partners
Easy to sell
• Sell the network
• Sell the Kinetic for Cities platform and
solutions
New revenue through new buying centers
5G New
Radio
© 2018 Cisco and/or its affiliates. All rights reserved.
IoT Orchestration Workflow
D-Fabric Dashboard
NSO
ESC
OPENSTACK
Fog/Edge Node
Backend DC Server
Data center / Cloud Infrastructure
Comms Infrastructure
2
3
4
1
EFF Admin,
Monitor,
Dataflow Editor
EFF Db
ParStream
Redhat VM
EFF Broker
Parstream
Link
Redhat VM
8
Data Simulator (Gas monitor data) EFF Broker
Refinery Sim Link
Fog Network
Redhat VM
Redhat VM CSR 1Kv
5
6
7
© 2018 Cisco and/or its affiliates. All rights reserved.
Global Deployments Domains
Parking Traffic
Lighting
Environment Security
Waste
Water Crowd
Transit
Bangalore
25 Global deployments
© 2018 Cisco and/or its affiliates. All rights reserved.
Smart City Barcelona – Since 2012
目標
•提⾼市民的⽣活質量,激發新的智能城市經濟
策略
•用新的ICT技術並且跨越筒倉組織結構來改造城市
解決⽅案
•佈建全市傳感器網絡並捕捉重要信息,實現12個領域下的智慧城市項目,包括:環保,
信息通信技術,移動,⽔,能源,垃圾,自然資源,商務⼤樓,公共空間,政務公開,
信息流共享和服務共享。
結果
•每年節省$ 5800萬的⽔資源費用
•增加$ 5000萬的停車費收⼊
•增加47000個新職位
© 2018 Cisco and/or its affiliates. All rights reserved.
Thank You
02_5G下物聯網的挑戰與機會.pdf

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02_5G下物聯網的挑戰與機會.pdf

  • 1. 二〇一八年十二月 5G 趨勢下物聯網機會與挑戰 IoT Opportunities and Challenges, IoT Access Connectivity, IoT Application Connectivity, Cisco IOT Framework 「亞洲・矽谷 x 智慧航空城」高峰論壇 : 錢小山 首席技術顧問 思科大中華區數據中心架構事業部
  • 3. © 2018 Cisco and/or its affiliates. All rights reserved. 5G Revenue Growth Opportunities Core $ Automotive Healthcare Transport Utilities Consumer Today Operator business mostly focused on the saturated consumer market Source: European Commission Report, 2016 Core $ Automotive Healthcare Transport Utilities Consumer 2025 Vertically targeted services will accelerate operator business growth
  • 4. © 2018 Cisco and/or its affiliates. All rights reserved. An IoT Project Will Generally Have Multiple Integrated Technology Layers Things Connectivity Management Application Enablement Business Solutions Network Wired Wireless Licensed Unlicensed Connection Provisioning Usage Monitoring Fault Resolution Access Network Abstraction API API API API Data Acquisition Data Analytics Edge/Fog Computing Machine Learning Business Rules KPIs, Metrics & Dashboards Vertical Specific Functions Business Systems Integration Security
  • 5. © 2018 Cisco and/or its affiliates. All rights reserved. What about the IoT Revenue ? Revenue Profit $60B 20 40 $470B Systems Integration and Services Cloud, Applications, Analytics and Data Services Hardware and Things 60 80 100% Network and Telecom Cloud and App Provider Network Service Providers
  • 7. © 2018 Cisco and/or its affiliates. All rights reserved. IoT is one of 5G key Use Cases Peak Data Rate (Gbps) User Experienced Data Rate (Mbps) Spectrum Efficiency Mobility (Km/h) Latency (ms) Connection Density (devices/km2) Energy Efficiency Area Traffic Capacity (Mbps/m2) 20 100 3x 500 1 106 4G 5G 100x 10 1 0.1 10x 1x 105 10 350 1x 10 1 Peak Data Rate User Experienced Data Rate Spectrum Efficiency Mobility Latency Connection Density Energy Efficiency Area Traffic Capacity Internet of Things Enhanced Broadband Critical Networking No enhanced to radio access technology planned for IOT in 3GPP R16
  • 8. © 2018 Cisco and/or its affiliates. All rights reserved. Many Use Cases with Many Different Requirements Security & Surveillance 0.5 – 8Mbps Fixed Low Connected Automation & Monitoring 50 – 500kbps Fixed High 10 Years Fleet Management 100s of Kbps 10 – 150Km/h Low ~3 months Automotive / Telematics 10s of Mbps 10 – 150Km/h Low Vehicle Smart Cities 50 – 500Kbps Fixed Low 10 Years Wearables 10s of Mbps ~5Km/h Low ~1 week
  • 9. © 2018 Cisco and/or its affiliates. All rights reserved. 5G Use Case examples: V2X requirements Use Case V2X Mode Latency Reliability Data Rate per vehicle (kbps) Range Cooperative Awareness V2V/V2I 100ms-1sec 90-95% 5-96 Short to medium Cooperative Sensing V2V/V2I 3ms-1sec > 95% 5-25000 Short Autonomous Driving V2V/V2I <3ms-100ms > 99% 10-5000 Short to medium Traffic Efficiency V2I > 1sec < 90% 10-2000 Long Teleoperated Driving (Drone) V2I 5-20ms > 99% > 25000 Long Related use cases actually requiring different network capabilities
  • 10. © 2018 Cisco and/or its affiliates. All rights reserved. SP Wireless IoT Connectivity Options Feature 2G 3G LTE WiFi LTE-M (Cat M) LPWA (LoRa) EC-GSM NB-IOT (Cat M2) SIGFOX Range Long Long Long Limited Very Long Long Very Long Very Long Very Long Operating Life Hours/ Day Hours/ Day Hours/ Day Hours/ Day Days/Months Years Months/Years Months/Years Years Spectrum Lic. Unlic Lic. Unlic. Lic. Unlic. Lic. Lic. Unlic. Throughput 384kbps 40Mbps 100Mbps+ 300Mbps 10Mbps 300-50kbps <140kbps <170kbps (DL) <250kbps (UL) 100-600bps Module Cost (est.) $8-10 $35-$50 $40-$80 $5-$8 NC $5 NC $10-15 NC Use Case Example ATM ATM Connected Cars Industrial Alarm System Metering Tracking N/A Smart parking Metering Tracking SP Offering All All All Variable ATT, Verizon, Telus, Orange, KDDI, etc. Orange, Swisscom, Proximus, Comcast None Vodafone, DT, KT Telefonica, SFR Traditional Cellular/WiFi LPWA
  • 11. © 2018 Cisco and/or its affiliates. All rights reserved. LPWA example Waste management Key challenge : Optimize the waste management operations Solution : • LoRaWAN technology enabled waste containers that monitor the filling level of the container Key benefits : • Real-time location and monitoring of waste containers • Containers are emptied only if detected as full • Waste vehicle operations are adapted and directed in real- time towards 100% full waste containers Device partners :
  • 12. © 2018 Cisco and/or its affiliates. All rights reserved. 1 0 1 0 1 0 1 0 0 1 0 1 0 1 0 1 0 1 0 1 1 0 1 0 1 0 1 0 1 0 1 0 1 0 1 0 0 1 0 1 0 1 0 1 0 0 0 1 0 1 0 0 0 1 0 0 0 1 0 0
  • 13. © 2018 Cisco and/or its affiliates. All rights reserved. Garbage pickup
  • 14. © 2018 Cisco and/or its affiliates. All rights reserved. Area Garbage service complete Street list check Next service scheduled Approved
  • 15. © 2018 Cisco and/or its affiliates. All rights reserved. LoRa and NB-IOT networks will co-exist (1) Cisco Corporate Strategy and Expert Interviews LoRa relevant use case NB-IoT relevant use case Cases Where NB-IoT is Preferred to LoRa §High accuracy and QoS required, even at higher costs (licensed spectrum) §Country-wide network needed for real time data (e.g. Location tracking across states based on GPS) §High density areas with noise interference and a 4G cellular network available §Consumer applications in home and health as SPs have strong GTM coverage §Electricity available (Otherwise limited battery life limits duration of usage) SP announced dual technology Strategy § Orange § BT
  • 16. © 2018 Cisco and/or its affiliates. All rights reserved. 4G and 5G Network Slicing Access Access • Separate business purposes • Unique service assurance characteristics • Alternate policy and charging structure • Increased service security • Slice allocation through device identity • Slice selection mechanisms • APN • PLMN Id (MOCN) • DECOR/eDECOR • NSSF/NRF (5G) Transport Network Control Plane 5G Core Network Slice Management (NSSF/NRF) Access User Plane 5G Core User Plane 5G Core User Plane 4G/5G Control Plane 4G/5G Network Slice Orchestrator
  • 18. © 2018 Cisco and/or its affiliates. All rights reserved. What are APIs APIs transfer data as an interface What are APIs
  • 19. © 2018 Cisco and/or its affiliates. All rights reserved. Moving Up The IoT Stack • Many protocols and standards to choose • How to enable and manage communication between IoT devices and apps? eMTC, NB-IoT, other LPWA, wireline,… IP, Non-IP Data HTTP, CoAP, MQTT, .. Device data and applications App App App App App
  • 20. © 2018 Cisco and/or its affiliates. All rights reserved. Service API and Data Modeling for IoT • REST API to manage device data • Stateless interfaces • No need of many functions : just read/write/change/delete • A common vocabulary is required to define IoT data and concepts • Need a data model and semantics to represent device data • Built-in Security Source: OneM2M
  • 21. © 2018 Cisco and/or its affiliates. All rights reserved. From IoT Verticals to Horizontal Platform Common Service Layer (Network and Services API) network • Many “vertical” IoT deployments today each of which with their own requirements and protocols/APIs • Requirement to harmonize to enable easier deployment of IoT services in a cost efficient way • Exposing open Network and Services API App App App App App App network network Multi-access network
  • 22. © 2018 Cisco and/or its affiliates. All rights reserved. Cisco eSCEF – a Mobile IOT API Enabler Enterprise AS Enterprise AS 1. Terminating IOT protocol and exposing data through API 2. On-boarding Device/Application/Tenant Cisco eSCEF Enterprise AS IoT Protocol Termination (MQTT, COAP, HTTP, …) Data Delivery MONTE events (REST API) Security & Identity Mgnt. Data Storage Event rules APIs Tenant / AS / Device Onboarding (REST API) Connectivity Management 3GPP SCEF MME & Gateway Policy AAA 3. Monitoring UE events in 3GPP network and make it available to authorized external world 4. Session with on-demand QOS 5. Non IP Data Delivery
  • 24. © 2018 Cisco and/or its affiliates. All rights reserved. 5G Opportunities - Enabling Digital Transformation Consumer Video Smart Cities Connected Car Mobile Gaming AR/VR Collaboration Business Opportunities Services Building Blocks Cisco Enablement Platform Edge Computing Low Latency Connection Density Massive Capacity Network Slicing High Reliability High Data Rate Assemble Solution Blocks Create and Validate Launch New Service Select Business Opportunity
  • 25. © 2018 Cisco and/or its affiliates. All rights reserved. Same Core Components (kill 3 birds w/1 stone) IoT Mobile Core/5G NFV/M • Uniform mgt. of IoT services across Cloud/network/edge • e2e automation (orch.) • e2e security • e2e service assurance • Multi-tenancy • Analytics Cloud MEC/Fog LPWAN (unlicensed) Wired or short range radio M M M = Microservice M Cloud Service Model Emergency Fleets Street Cabinets City control Room Event-based Video VNFs Smart Power Traffic monitoring and control Sensors and actuators
  • 26. © 2018 Cisco and/or its affiliates. All rights reserved. 數位化的旅程與思科的定位 Sensors & Endpoints Cloud-Based Applications Network Local Servers/ Applications Security Any cloud Cellular Connection Management 1 2 3 4 1 5 4/5G 6. Eco-System (SolutionPlus) Partner & SI
  • 27. © 2018 Cisco and/or its affiliates. All rights reserved. Future 5G Smart City Fixed Wireless NB-IoT Service Provider IoT Foundational Platform Cisco Ultra Services Platform Cisco Kinetic for Cities Cisco Jasper Control Center Data from any device Cross-domain information Open ecosystem • Repeatable, pre-packaged connectors/ templates • Deployed in cities around the world Easy for customers to adopt & deploy • Bundles/Starter solutions • Certified partners Easy to sell • Sell the network • Sell the Kinetic for Cities platform and solutions New revenue through new buying centers 5G New Radio
  • 28. © 2018 Cisco and/or its affiliates. All rights reserved. IoT Orchestration Workflow D-Fabric Dashboard NSO ESC OPENSTACK Fog/Edge Node Backend DC Server Data center / Cloud Infrastructure Comms Infrastructure 2 3 4 1 EFF Admin, Monitor, Dataflow Editor EFF Db ParStream Redhat VM EFF Broker Parstream Link Redhat VM 8 Data Simulator (Gas monitor data) EFF Broker Refinery Sim Link Fog Network Redhat VM Redhat VM CSR 1Kv 5 6 7
  • 29. © 2018 Cisco and/or its affiliates. All rights reserved. Global Deployments Domains Parking Traffic Lighting Environment Security Waste Water Crowd Transit Bangalore 25 Global deployments
  • 30. © 2018 Cisco and/or its affiliates. All rights reserved. Smart City Barcelona – Since 2012 目標 •提⾼市民的⽣活質量,激發新的智能城市經濟 策略 •用新的ICT技術並且跨越筒倉組織結構來改造城市 解決⽅案 •佈建全市傳感器網絡並捕捉重要信息,實現12個領域下的智慧城市項目,包括:環保, 信息通信技術,移動,⽔,能源,垃圾,自然資源,商務⼤樓,公共空間,政務公開, 信息流共享和服務共享。 結果 •每年節省$ 5800萬的⽔資源費用 •增加$ 5000萬的停車費收⼊ •增加47000個新職位
  • 31. © 2018 Cisco and/or its affiliates. All rights reserved. Thank You