Maximizing performance with fault detection & diagnostics (FDD)
Introduction to FDD
Traditional maintenance approach is highly inefficient
Four pillars of FDD
Collect
Monitor
Improve
Benchmark
Unlock and clean real-time data from building systems in a unified platform.
Intelligent 24/7 analysis of energy, equip and indoor env data to catch issues.
Guidance and tools to fix problems and improve performance.
Compare building performance against targets and peers.
Real-time AI-powered FDD to maximize building performance
1. COLLECT
Unified data capture from multiple sources
...�NIE-B5/BACnetIP.Daikin FCU.AI-265
NIE-B5/Modbus.MSB-B-H-CB25.2-Power
23606_Analog-Input instance-23606
L04_CHR_CT-04-2_Basin_Leaving_Temp
NIE-B5/FCB.Local Application.FCU-4 (Lobby)
NIE-B5/FCB.Local Application.FCU-1 PIR-S
4_L45_OL_CT-45-2_Inlet_IsoVlv_Command
NAE-B1/N2-1.VMA-36.VAV1B-NW3 ZN_DPR
...
AI machine learning cleans unstructured data
Clean structured data
Site | 42 Market | 33 George | 12 Clare |
Equipment | CT-04 | CH-02 | AHU-T2 |
Category | Cooling T | Chiller | Air Handler |
Sensor type | Water temp | Power | Motor speed |
Location | L16, Roof | B-2, Plant | L12, CBA |
Reading | 23.21°C | 18 | 95 |
Timestamp | 2024-05-01 9:47:56 | 2024-05-01 9:52:12 | 2024-05-01 9:46:12 |
Unstructured machine data
AI model auto-
ingests and cleans data
FDD
1. COLLECT
FDD
2. MONITOR
Real-time continuous monitoring of all critical plant and equipment
Monitoring is underpinned by an ever-growing database of thousands of proprietary algorithms developed by expert mechanical, mechatronic and electrical engineers. Picking up faults, anomalies and opportunities to optimize.
Advanced algorithms give you the power of a thousand engineers
2. MONITOR
3. IMPROVE
Facilitating swift resolution of issues before they escalate
VFDs
overridden
Left running overnight
Energy
Fan belt �snapped
Availability
Ducts are �blown
Air Quality
Energy
Outside Air Damper broke.
Chiller control arm broke.
Tenant cut �the wires.
Availability
Who #@#! left �this here?
Air Quality
Availability
Air Quality
3. IMPROVE
Outside air damper overuse and excess actuator operation
Review and tune PID loop. If correctly tuned, check OA Damper for damage or faulty SAT sensors.
“Damper linkage failed. See pic attached. Please inform mechanical contractor so repair can be made.”
“Thanks Colm, reassigning to Nathan. Nathan, can you go in and hit approve?”
Unit outside air damper position in ON despite stable supply air temperature
Solution provided
Solution documented
Site team workflow facilitated
“Damper has been repaired”
Alert data validated in Charts
Alert triggered
3. IMPROVE
4. BENCHMARK
Advanced building intelligence to make smarter decisions across portfolios
Outcomes of FDD
Real-time portfolio visibility
Critical equipment confidence
Rapid rectification of issues
Elimination of utility wastage
Optimum IEQ for tenants
Improved team productivity
Reduce maintenance spend
Vendor benchmarking
Extended equipment lifetime
Expected outcomes
Case study: portfolio
0.3
Industry average exceeded by 0.3
71%
properties have improved Energy ratings
51%
have improved NABERS ratings
$12m
Energy saving
$4.9m
$2.1m
Gas saving
Water saving
Sustainability ratings improvements
Utility cost savings
commercial office portfolio (60 buildings / 15m sqft)
- 99,311,718 HVAC data points/day
- 147,521 individual FDD rules
- 44,250 Thermal zones
- 127,241 Individual HVAC plant
- 244 PEAK active users
Case study: building
5 star rating uplift
From 0 to 5 sustainability rating
32% energy saving�Saving more than $167k annually
80% comfort score
Increased from 63%
Challenges
APPENDIX
The energy-saving power of FDD
Year 1
Year 2
Year 3
+5%
+10%
+15%
Energy consumption
Without building analytics
With building analytics
Energy drift
With building optimisation in Year 1
Up to -30%
Analytics-led
drift avoidance
Optimisation-led
energy savings
Up to -30%
Up to -30%
Drift
The five key strategies to reach Net Zero, underpinned by building analytics
Roadmap to Net Zero
CO²
Emission reduction strategies
Building Analytics
Optimisation
Renewables
Electrification
Offsets
Drift
Drift
Drift
Drift
Increased renewable capacity
BASELINE
REAL-TIME MONITORING
The data-driven approach to improving and protecting ratings
Sustainability rating improvement
Drift
Energy
Energy efficiency strategies
Building Analytics
Optimisation
Renewables
CAPEX upgrades
BASELINE
Drift
Drift
Drift
How building analytics improves asset value and investment returns
Improving returns
Returns
FDD analytics benefits
BASELINE
YEAR 1
YEAR 2 +
Improved team productivity
Reduced utilities
Improved rental premiums
Reduced maintenance
Improved vendor performance
Extended Equipment lifecycle
Core software features
Utility monitoring
Use Meters to uncover your building’s electricity, gas and water usage at both a high and granular level.
FEATURE
Equipment monitoring
Monitor all critical equipment in real-time, ensuring every building operates at its most efficient performance level.
FEATURE
IEQ monitoring
Ensure you maintain optimal conditions and a high IE rating by tracking temperature and relative humidity in real-time.
FEATURE
AFDD Rules Engine
AI-powered automated fault detection & diagnosis (AFDD) Rules Engine contains thousands of pre-configured algorithms to detect critical issues.
FEATURE
Alert notifications
Customisable alert notifications ensure critical issues get sent to the right person at the right time.
FEATURE
Digital workflow
Intuitive mobile workflow tool where asset teams and vendors can raise tasks, track progress and maintain a complete digital history of activity.
FEATURE
Sustainability ratings
View and share all your ratings in one place and save time by capturing historical and current rating metrics.
FEATURE
Dashboards and reports
Dashboards and reports enable Asset and Operation teams to review and benchmark key portfolio and building metrics at anytime.
FEATURE
Data-driven maintenance
1. Initial integration
Introduction of analytics without maintenance contracts aligned.
2. Contract evolution
Analytics with realigned maintenance contracts to comply with the principles of data-driven maintenance.
3. Mastery and refinement
Ongoing regime after clearing R&M and optimisation backlog.
Data-driven maintenance
Harness the transformative power of AI, FDD and analytics to align maintenance with industry best-practice
“By leveraging the capabilities of the AFDD platform it is anticipated that overlap with the mechanical scope of maintenance services can be minimised and as a result maintenance providers can service an increased number of assets with fewer technicians.”
“Further to this, it is anticipated that the quality and type of work will shift, freeing up some of the more scheduled tasks and routine checks, so that the technician can focus on resolving issues or carrying out repairs, leading to a higher performing building in terms of comfort and energy efficiency.”
Owner approaches to DDM