neuron - .hkinno.emsd.gov.hk/filemanager/itsolutions/common/upload/6... · 2020. 5. 5. · neuron...
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NEURONSmart Building
Digital Platform
Smart Building Revolution
Building Automation
(1980 – 2000)
IBMS Integrated Building
(2000 – 2018)AI & Data-Driven Smart
Building
(> 2018)
Building Data with Limited Use
Used Data
Dark Data
90%
Water Flow RateLarge Volume of
Building Data…
Chiller Plant Settings
Video Stream
Outdoor Climate
AHU Return Temperature
Chiller water Supply
Temperature
Outdoor Climate
Electricity Consumption
Occupancy Status
Wind Speed
Holiday Timetable
Water Pump Pressure
AHU CO2 Value
Coefficient of Performance
Challenges in Building Operation Digital Transformation
Challenges
How to maintain
system optimum
conditions
Operation Efficiency
subject to a lot of
human factors
How to proceed
Digital transformation
with traditional
building systemsHow to analyze and
predict the actual
demand for
dynamic scheduling
Analyzing large
volume of building
data with domain
knowledge
AI as a New Methodology for Building Energy Improvement and Recommissioning
Typical Building Energy
Performance
Operation with
commissioning services
ML-assisted operation
optimization
1 2 3 4 5 6 7 8
Ele
ctric
ity C
onsu
mpt
ion
Leve
l
Operation year
Chiller Plant Consumption Pattern Comparison
Typical Recommissioning ML-optimized
Neuron Vision - Empower Smart Building with a Digital “Brain”
Respiratory System – HVAC
System
Bone & Skin – Structure &
Architecture
Blood Vessel – Pipes
Lung – Air Handling Unit
Brain – Neuron Platform
Circulatory System – Drainage System
Energy Supply – Electricity System
Energy
Optimization
Insight Analytic
AI-assisted
Operation
Abnormal Detection
Predicted Maintenance
Digital Twins
Neuron Architecture
Building System
Real Time Data
IoT Sensors
Data
BIM / GIS
Spatial Data
Video Stream
Machine Learning modelling
Real-time analysis
Archive analysis
Domain expertise
Customized Insights
Data Consolidation
Analytics Capability
Building feedback
control
Operation insights
Digital twinEnergy
Consumption
Building
Operation
Crowd
Management
Traffic
Management
Data
visualization
Neuron Modules
BIM Integration Asset Management Predictive Maintenance GIS Integration
Heatmap Analysis
AHU Air Side Optimization
Energy Management AI Chiller Plant Optimization AI Video Analytics
Sustainability Benchmarking Chatbot
Neuron Energy - How to achieve?
Comfortable indoor temperature
Fresh air optimization
Higher coefficient of performance
Intelligent lift operation
Abnormal Data Pattern Analysis
Automatic inspection scheduling
Video analytics for crowd management
Optimized chiller operation strategy
Preventive maintenance forecast
Energy demand prediction
Project Example - One Taikoo Place
One Taikoo Place – the first AI-enabled smart building in Hong Kong
Project Example – Water Cube
Transform the 2008 Beijing Olympics iconic symbol with smart FM operations.
Feature
“The Neuron platform brings a new dimension to
asset management, operations and maintenance by
creating a digital twin for the building.”
Seamless Asset Management Through Centralised Data Monitoring
Real-time building parameters
Corresponding equipment documents
QR code for device searching
FeatureBIM Integration for Building Life Cycle Asset Management
“3D BIM is integrated with real-time data captured
from building management systems and HVAC
systems using
open protocols including BACnet and Modbus.”
Visualized statistics
Interactive & responsive dashboards
Various model display effects
FeatureMachine Learning for Chiller Plant Optimisation
“Through Analysing historical data, ML models
uncover hidden patterns and give estimation on
energy usage for better planning in advance.”
Chiller Plant performance evaluation
Free Cooling Prediction
Operation strategy suggestion
Energy Demand Forecasting
Feature
“Based on the footfall data obtained from AI
analytics and dynamic environment data,
HVAC system air side setting can be
optimized for consumption reduction.”
Supported by real-time occupancy data
AHU parameters monitoring & feedback
Optimised setting suggestion
Machine Learning for Air Side AHU Analysis
Feature
“Mobile APP is also provided to facilitate
remote asset management operation and
environment monitoring with flexibility and
mobility.”
Corresponding Mobile Application & Chatbot
QR code for on-site equipment searching
Chatbot for data enquiry
Real-time building environment overview
Feature
“Through periodically checking an existing
building’s performance, it’s able to identify
operational improvements to save energy and
improve indoor environment.”
Energy Saving Opportunities Enabled by Retro-commissioning
Visualized display portal for performance monitoring
Big data analytics uncovers hidden pattern
ML-enabled self-learning capability
Feature
“The current signal of critical equipment is
measured based on a non-intrusive
approach to enable insights into utilization
and condition of the asset.”
Lift Monitoring with Predictive Maintenance
3rd Party Power
AnalyzerCurrent
Transformer Vibration
Sensors
Without interference of the existing lift system
Predictive maintenance algorithm and equipment
healthiness status are analyzed through ML algorithm
We shape a better world