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Maximizing performance with fault detection & diagnostics (FDD)

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Introduction to FDD

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Traditional maintenance approach is highly inefficient

  • Reactive

  • Fragmented

  • Manual

  • Slow

  • Costly

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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

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  • FDD collects and cleans existing utility, building, and equipment data to create a single unified portfolio-level dataset.
  • Its deep data capture consolidates all critical infrastructure, including energy and water meters, sub-meters, elevators, HVAC equipment, temperature sensors, lighting and more.

1. COLLECT

Unified data capture from multiple sources

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...�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

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  • Using sophisticated AI-powered algorithms, FDD continuously tracks your building's performance in real-time.
  • It analyzes patterns, identifies anomalies, and detects inefficiencies across all connected building systems, ensuring no operational issue goes unnoticed.

FDD

2. MONITOR

Real-time continuous monitoring of all critical plant and equipment

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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

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  • FDD doesn't just identify issues - it provides intelligent, actionable recommendations that are easy for anyone to implement.
  • From simple equipment adjustments to complex operational changes, a centralized workflow allows teams to collaborate and fix issues quickly before tenants and customers are affected.

3. IMPROVE

Facilitating swift resolution of issues before they escalate

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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

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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

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  • FDD offers teams the visibility to make smarter, data-driven decisions across portfolios.
  • Easily understand how building equipment and indoor environment quality compare to hundreds of other assets.
  • Stay on top of critical data that can impact lease requirements, sustainability ratings, and asset plans.

4. BENCHMARK

Advanced building intelligence to make smarter decisions across portfolios

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Outcomes of FDD

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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

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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

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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%

  • Originally constructed in the 1970s, long before environmental concerns were a significant consideration.
  • Received a NABERS rating of ‘zero’, this triggered the owners into action.
  • Some capital expenditure, including a new BMS and VSD’s.
  • Initial resistance from FM and contractors.

Challenges

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APPENDIX

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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%

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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

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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

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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

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Core software features

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Utility monitoring

Use Meters to uncover your building’s electricity, gas and water usage at both a high and granular level.

  • Perform trend, sub-meter and load profile analysis.
  • Identify areas of excessive or abnormal consumption.
  • Visualise trends using various chart formats and export data and charts.

FEATURE

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Equipment monitoring

Monitor all critical equipment in real-time, ensuring every building operates at its most efficient performance level.

  • View equipment uptime and identify low performing equipment across your portfolio.
  • Review alerts to understand root-cause of faults, steps to resolution and timeline for maintenance.
  • Use equipment score to guide strategic capex planning and maintenance decisions.

FEATURE

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IEQ monitoring

Ensure you maintain optimal conditions and a high IE rating by tracking temperature and relative humidity in real-time.

  • AI-powered algorithms continually monitor every temperature sensor to detect and resolve faults or anomalies.
  • Continuous monitoring ensures tenant comfort, IE ratings improvement and portfolio benchmarking.
  • Tag VIP floors or NABERS IE sensors for priority action

FEATURE

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AFDD Rules Engine

AI-powered automated fault detection & diagnosis (AFDD) Rules Engine contains thousands of pre-configured algorithms to detect critical issues.

  • Examples include overnight operation, energy wastage, safety and compliance, tenant comfort, and lift operation.
  • Each identified issue includes a recommended solution and a data trend history.
  • The software’s algorithms are all built by highly qualified building engineers to avoid noisy alerts and false positives.

FEATURE

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Alert notifications

Customisable alert notifications ensure critical issues get sent to the right person at the right time.

  • Your team will know instantly when critical or major equipment failure occurs in the building.
  • Site teams can fix issues fast, helping to avoid major issues that could impact lease agreements.
  • Set up targeted notifications to your favourite apps like Slack or Teams about the equipment that is most important to you.

FEATURE

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Digital workflow

Intuitive mobile workflow tool where asset teams and vendors can raise tasks, track progress and maintain a complete digital history of activity.

  • Site teams can assign to issues to contractors in one click and monitor to progress to rapid rectification.
  • Saves contractors significant time as photos and updates can be easily added via their mobile device
  • Easily manage collaboration on activities across multiple stakeholders and buildings.

FEATURE

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Sustainability ratings

View and share all your ratings in one place and save time by capturing historical and current rating metrics.

  • Track ratings movements at an asset and weighted average portfolio level.
  • Know exactly when your next rating expiry date is approaching and plan accordingly.
  • Compatible with all major ratings - NABERS, BREEAM, Energy Star, etc.

FEATURE

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Dashboards and reports

Dashboards and reports enable Asset and Operation teams to review and benchmark key portfolio and building metrics at anytime.

  • Dashboards cover utility consumption, equipment KPI’s, contractor activity, IEQ, team performance, lift performance and more.
  • Detailed reports enable deep insight into portfolio performance over time, which supports capital planning and resource allocation.
  • All data is also accessible via our enterprise grade API.

FEATURE

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Data-driven maintenance

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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

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“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