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Towards a universal framework for heat pump monitoring at scale Cover

Towards a universal framework for heat pump monitoring at scale

Open Access
|Jan 2026

Figures & Tables

bc-7-1-673-g1.png
Figure 1

Third-party monitoring apparently incorrectly installed illustrated by return temperature exceeding flow temperature.

bc-7-1-673-g2.png
Figure 2

Daily heat pump electricity consumption for one Energy Demand Observatory and Laboratory (EDOL) participant during a period in summer.

Table 1

Summary of the discrepancies between third-party and onboard monitored data for six of the sites in Monitoring and Comparing of Air Source Heat Pumps (MacAirH) and Energy Demand Observatory and Laboratory (EDOL).a

SITEMacAirH1MacAirH2MacAirH3MacAirH4EDOL1EDOL2
Electricity consumptionThird party (kWh)12532470.41231,803275
Onboard (kWh)13432470.51061,894272
Discrepancy (%)–7%0%0%14%–5%1%
Heat outputThird party (kWh)442754274383.47,6761,259
Onboard (kWh)3137133014136,0701,226
Discrepancy (%)29%5%–10%–8%21%3%
Performance ratioThird party3.552.303.893.104.264.58
Onboard2.342.204.283.903.214.51
Discrepancy (%)34%4%–10%–26%25%2%
Start date1 October 20231 December 20242 October 20231 December 20241 August 20221 February 2024
End date31 October 202331 December 202420 October 202331 December 202430 April 202329 February 2024
End-uses includedSpace heating onlySpace heating onlySpace heating onlySpace heating onlySpace heating and DHWSpace heating and DHW

[i] Note: aDiscrepancy is defined as 100 × (third party – onboard)/third party).

DHW = domestic hot water.

bc-7-1-673-g3.png
Figure 3

Example from one home in the Energy Demand Observatory and Laboratory (EDOL) project. Flow temperature recorded by onboard monitoring deviates from third-party reading when flow temperature is raised.

Table 2

Costs of various onboard and third-party monitoring options retrofitted onto a single existing heat pump installation.

ONBOARD MONITORINGTHIRD-PARTY MONITORING
OB1OB2TP1TP2TP3TP4TP5
Installation cost (€)€600€600€1,200€1,200€150€1,200€150
Hardware (€)€360€305€1,360€1,270€877€1,540€370
Annual fees (€)€120€120€120€140€150€170€120
Total cost (for one year) (€)€1,080€1,025€2,680€2,610€1,177€2,910€640
Number of SEPEMO boundaries2144441
Cost per SEPEMO boundary (one year) (€)€540€1,025€670€653€294€728€640
Total cost (for five years) (€)€1,560€1,505€3,160€3,170€1,777€3,590€1,120

[i] Note: All cost data were collected between Q4 2022 and Q1 2024.

SEPEMO = seasonal performance factor and monitoring.

Table 3

Key features of onboard monitoring of six common heat pump brands (labelled 1-6) and third-party monitoring.

THEMEQUESTIONONBOARD MONITORING FROM HEAT PUMP BRANDTHIRD-PARTY MONITORING
123456
MeasurementHow is electricity measured/estimated?InferredMeteredInferredInferredUnclearMeteredMetered
How is heat measured/estimated?Inferred from the calculated flow rate and measured temperaturesUsing measured flow rate and measured temperatures, but not as a MID-approved heat meterUsing measured flow rate and measured temperatures, but not as a MID-approved heat meterUsing measured flow rate and measured temperatures, but not as a MID-approved heat meterUsing measured flow rate and measured temperatures, but not as a MID-approved heat meterUsing measured flow rate and measured temperatures, but not as a MID-approved heat meterUsing measured flow and measured temperatures. Meets EN-1434 standard for a heat meter (CEN 2025)
Is uncertainty on reported electricity stated in any documentation?NoYes, uses a MID-approved meterNoNoNoNoYes, uses a MID-approved meter
Is uncertainty on reported heat stated in any documentation?NoNoNoNoNoNoYes
To which SEPEMO system boundary does the reported SPF correspond?UnclearUnclearUnclearUnclearUnclearUnclearAs many as desired depending on the extent of electricity meters used
Customer access to dataDoes the system report heat pump performance (e.g. SPF) to the customer?Almost: reports heat and electricityYesYesYesYesAlmost: reports heat and electricitySome provide SPF, others heat and electricity
Are electricity data available to the customer?Yes, monthly, via an app or in-home displayYes, hourly, via an app or in-home displayYes, daily, via an app or in-home displayYes, daily, via an app or in-home displayYes, daily, via an app or in-home displayYes, daily, via an app or in-home displayYes
Are heat data available to the customer?Yes, monthly, via an app or in-home displayYes, hourly, via an appYes, daily, via an app or in-home displayYes, daily, via an app or in-home displayYes, daily, via an app or in-home displayYes, daily, via an app or in-home displayYes
What is the cost of data access for the customer?Free internet gateway. Annual fee for the app at the time of research; now free at the time of writingOne-off cost for the internet gateway, about €140Newer models come with an internet connection as standard and a free appNewer models come with an internet connection as standard and a free appNewer models come with an internet connection as standardOne-off cost for the internet gateway, about €170Most systems at least €1000 for hardware and installation. Annual fees around €10/year assuming the home already has wi-fi
Researcher access to dataAre diagnostic parameters such as heat pump flow and return temperatures available?Yes, if extra hardware is installedYes, if extra hardware is installedYes, if extra hardware is installedYes, if extra hardware is installedYes, if extra hardware is installedYes, if extra hardware is installedYes
Are data time-stamped by heat pump mode?YesYesYes, although the research team could not find Legionella cycle or defrost modesYesYesYesDifficult, requires a sensing three-way valve or use of flow temperature values, which is not fully reliable

[i] Note: MID = Measurement Instruments Directive; SPF = seasonal performance factor.

Table 4

Current costs (€, 2025) of elements of monitoring equipment for one heat pump, not bought wholesale.

ITEMCURRENT RETAIL COST OF ONE ITEM (€)
One flow meter and one matched pair of temperature sensors€115a
One to three Measurement Instruments Directive (MID)-approved electricity meters: one for heat pump input, others for back-up heating electrical input€40 eachb
One unmatched pair of temperature sensors for indoor and outdoor temperaturesNo extra cost: all heat pumps already have these for their own control logic
Annual server cost€5 (estimated)
Total cost for 10 years of monitoring€205

[i] Note: It is assumed that the heat pump is already internet connected.

aOne set of a flow meter and paired temperature sensors can be bought for £100/€115, e.g. Vaillant 0020045923 Sensor, Vortex, Dn15 and Matched Pair PT 500 Temperature sensors | Insertion RTD Probes and Pockets. Procured at scale, the costs per unit would be expected to substantially reduce.

bOne can be bought for about £33/€40, e.g. Emlite ECA2 MID Single Phase 20-100A Direct Connected Meter—Meter Market.

DOI: https://doi.org/10.5334/bc.673 | Journal eISSN: 2632-6655
Language: English
Submitted on: Jul 16, 2025
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Accepted on: Jan 4, 2026
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Published on: Jan 27, 2026
Published by: Ubiquity Press
In partnership with: Paradigm Publishing Services
Publication frequency: 1 issue per year

© 2026 Jenny Crawley, Leon Domoney, Adam O’Donovan, Jez Wingfield, Cristian Dinu, Oliver Kinnane, Paul O’Sullivan, published by Ubiquity Press
This work is licensed under the Creative Commons Attribution 4.0 License.