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Heat pump integration for domestic hot water: Data gaps, modelling limits, and implications for long-term planning Cover

Heat pump integration for domestic hot water: Data gaps, modelling limits, and implications for long-term planning

Open Access
|Aug 2026

Figures & Tables

Figure 1

Final energy consumption shares in Portugal (DGEG 2024): (a) sectoral distribution; (b) energy carrier breakdown within the residential sector.

Figure 2

Breakdown of household energy consumption (DGEG 2021): (a) by end use; (b) end-use distribution by energy carrier.

Figure 3

Portugal DHW Reference Energy System.

Figure 4

Observed (2017–2023) and extrapolated (2024–2050) long-term DHW energy demand trajectory.

Figure 5

Representative daily demand profiles: (a) daily electricity consumption of appliances and electrical systems in the Portuguese residential sector (DGGE 2004); (b) average daily fraction of DHW consumption in Southern European climates (Fuentes et al. 2018).

Figure 6

Specified demand profile for each seasonal day-/nighttime slice.

Table 1

Estimated seasonal heat pump performance parameters for DHW production by model time slice.

TIME SLICEREFERENCE CASEUPPER TEMP BOUNDLOWER TEMP BOUND
T (°C)COPIART (°C)COPIART (°C)COPIAR
Winter day153.130.32193.570.2862.390.42
Winter night92.610.38132.940.3422.140.47
Intermediate day213.790.26284.480.22132.940.34
Intermediate night132.940.34173.380.3072.460.41
Summer day284.480.22386.260.16213.790.26
Summer night183.470.29234.170.24153.130.32
Figure 7

Household electricity prices in 2025 across EU countries (Eurostat 2026).

Table 2

Data gaps and modelling assumptions used to represent DHW heat pumps within the OSeMOSYS framework.

PARAMETERDATA GAPAVAILABLE DATAASSUMPTION USED IN THE MODELOSEMOSYS IMPLEMENTATION
Annual DHW energy demandNo metered household-level DHW consumption data with long-term observationsAggregated residential thermal energy consumption reported in national energy balancesDHW demand estimated using literature-based shares of residential heat demandEnd-use disaggregation of national statistics and extrapolation to represent long-term demand evolution
Temporal DHW demand profileLack of harmonised national datasets describing hourly DHW consumption patternsLimited behavioural studies on typical residential hot water useStylised daily demand profile with morning and evening peaksSeasonal time-slice demand structure consistent with OSeMOSYS temporal resolution
Temperature-dependent COPLimited long-term monitored performance data for DHW heat pumps under Portuguese climatic conditionsFragmented performance indicators reported in international studiesSeasonal COP values estimated from literature ranges and adjusted to Portuguese climate conditionsCOP approximated for each seasonal time slice to represent temperature-dependent performance
Input activity ratiosNo directly reported electricity-to-heat conversion ratios for DHW heat pumpsCOP values reported in technical literatureElectricity input ratios derived from assumed seasonal COP valuesConversion of COP values into OSeMOSYS input and output activity ratios
Capital costLack of national datasets including equipment and installation costsEuropean technology cost databases and limited market observations€1,600–2,500/kW based on European installation cost rangesLiterature benchmarks calibrated using Portuguese market price ranges
Fixed operation and maintenance (O&M) costNo dedicated national statistics on maintenance expenditureEuropean cost estimates from heat pump studies€100–200/kW/year used as representative maintenance costLiterature-based cost parameter used to represent annual O&M expenditure
Variable cost (electricity)Detailed household tariff structures not consistently reported in modelling datasetsAverage residential electricity prices from national statistics€0.22/kWh representing average Portuguese household electricity tariffElectricity price applied as input energy cost in the model
Useful lifetimeLack of empirical survival curves for residential DHW heat pumpsLifetime estimates reported in international technology databases15–20 years assumed based on typical residential heat pump lifetimesStandard lifetime parameter applied in technology representation
Table 3

Cost parameter assumptions used in Scenarios 1 and 2.

PARAMETERSCENARIO 1SCENARIO 2
Capital cost (€/kW)1,6002,500
Fixed O&M cost (€/kW.yr)100200
Electricity price (€/kWh)0.220.22
Figure 8

Annual DHW energy production by technology under the BAU scenario.

Figure 9

Comparative heat pump capacity and cost outcomes under Scenarios 1 and 2.

Figure 10

Annual grid electricity consumption under Scenarios 3, 4 and 5.

Language: English
Page range: 33 - 33
Submitted on: Mar 25, 2026
Accepted on: May 25, 2026
Published on: Aug 3, 2026
Published by: European Council for an Energy Efficient Economy (eceee)
In partnership with: Paradigm Publishing Services

© 2026 Hermano Bernardo, Mahamat Habib Bechir, published by European Council for an Energy Efficient Economy (eceee)
This work is licensed under the Creative Commons Attribution 4.0 License.