Assumptions
1. Introduction
TIMES-Be is a techno-economic energy model of the complete Belgian energy system developed under the TIMES framework. As defined on its website (1), TIMES is a modelling framework used to model energy systems, varying the spatial and temporal resolution (e.g., regions, countries, hours, seasons, years), which allows for the development of both top-down and bottom-up models. TIMES is developed as part of the IEA-ETSAP’s methodology for energy scenarios to conduct in-depth energy and environmental analyses.
The modelling framework uses what is called commodities to represent the flow of energy carriers and materials between processes. These processes can represent energy transformation processes (including electricity production, coke ovens, transmission and distribution equipment, biofuels production, etc.) or final energy-consuming processes (including vehicles, industrial processes, light bulbs, refrigerators, boilers, air-cooling, etc.). The processes, commodities, and commodity flows are used to build the mathematical representation of the energy system, the Linear Program (LP). The model considers all processes and commodities to deliver the demand services which are needed by society, and performs a cost optimisation over the full-time horizon, typically from today up to 2050.
2. Changes and improvements
Since 2022, TIMES-Be has undergone substantial updates, ranging from revised investment costs in the power sector to structural changes in the energy system topology. Key enhancements include:
Steel Sector
Added Steelanol production pathway and announced future Direct Reduced Iron (DRI) capacity.
Differentiated primary vs. secondary steel by splitting the rolling mill and post-processing stages.
Transport
International navigation & aviation are now modelled with greater technological detail, distinguishing intra-EU from extra-EU routes.
Emissions from international aviation and navigation remain excluded from total Belgian CO₂ accounting, but with reduction targets in line with EU guidelines.
The road transport sector is expanded with Vehicle-to-Grid/Home (V2G) as a new technology option.
Refineries, Supply & Fuels
Introduced syngas production from fossil, biogenic, and ambient CO₂.
Added market hydrogen and co-electrolysis pathways for methanol, synthetic fuels, and feedstock production.
Updated electrolyser investment costs to align with recent, more conservative data.
Refining hydrogen demand is now explicitly modelled; source selection is endogenous, allowing SMR-H₂ to be replaced by low-carbon market H₂.
Carbon Capture Utilisation and Storage (CCUS)
Sector-specific CO₂ capture investment costs and energy intensity are influenced by CO₂ concentration and volumes (2).
Added cryogenic carbon capture to the CCUS technology portfolio.
Infrastructure
High-voltage grid, interconnections, and H₂/CO₂ pipelines are now modelled by capacity deployment (costs, losses, and energy use) instead of tariffs.
Power Sector
Comprehensive update of investment costs for all generation technologies.
Reserve capacity and spinning reserve in the power sector in relation to the installed capacity of variable renewable power plants.
Policy targets
REDIII targets included per sector and in all scenarios.
Emissions targets for the Commercial and Residential sectors in line with official projections for Belgium (3).
3. Assumptions
The process/technology assumptions shaping the scenarios (ROTORS, REACTORS, and IMPORTS) combine detailed quantitative techno-economic parameters such as investment costs, resource potential, and efficiency trends. On the other hand, qualitative factors, including the expected year of commercial availability, technology maturity, and anticipated policy support, are also fundamental to describing a future energy system.
In recent years, Belgium’s energy landscape has evolved through the expansion of renewable energy, the political decision to extend by 10 years the lifetime of the Doel 4 and Tihange 3 nuclear reactors, and renewed discussions on deploying additional nuclear capacity, with plans focusing on small modular reactors. At the same time, European energy policy has been marked by accelerated efforts to reduce dependence on Russian fossil fuels and to expand the supply of low-carbon hydrogen, synthetic fuels, and other clean molecules. These developments directly influence scenario design, particularly where assumptions must account for the interaction between domestic generation, electricity trade, and the import of synthetic fuels and clean molecules.
Because Belgium cannot meet its energy needs with domestic resources alone, imports remain a central element in the definition of future energy scenarios. Therefore, assumptions are fundamental to correctly represent the reliance on imported electricity, hydrogen, and synthetic fuels in competition with local production.
3.1. Narrative and future landscape (qualitative)
Several factors influence the possible PATHS to reach carbon neutrality by 2050, that go beyond the cost and energy intensity of the technologies and assets to be deployed. In this regard, European and Belgian policies and regulations play an important role in steering the energy transition towards specific objectives such as emissions reduction, a targeted technology mix, and the increase of clean energy use.
In addition, external factors such as constraints in international supply chains, the availability of skilled local labour, and the level of public acceptance are factors that can hinder or promote the speed of technology adoption and the selection of low-carbon alternatives. Below, these assumptions are organised by category.
Demographics
Belgian population will increase by 2050, reaching 12.6 million (4). This is reflected in all the demand projections of the residential sector, except for space heating (see next bullet).
Nevertheless, the average house size and occupancy are expected to decrease, while the number of households is expected to increase to 5.7 million (5). These two aspects are reflected in the heating demand projections of the residential sector, which are increasing more for small- to medium-sized dwellings (apartments, terraced buildings) than for detached or semi-detached houses.
Geopolitics and Economics
Global trade is expected to be similar to today, which relies on integrated value chains and stable markets.
Thus, industrial activity is expected to keep, or to recover, its activity levels as of 2019, i.e., before the impact of the COVID-19 pandemic and the Russian-Ukrainian conflict.
In contrast, the energy demand of the services sector will keep increasing. In particular, new data centres will require large amounts of electricity (an increase of up to 10 TWh/y consumption in 2050 is assumed, following ELIA Scenarios 2050 (6))
Nuclear technologies
Extension of the lifetime of the Doel 4 and Tihange 3 for 10 years (until 2035) was approved by the European Commission at the beginning of 2025 (7). The possibility of a 20-year extension until 2045 has been raised in political communications.
Tihange 2 & Doel 3: decommissioning is ongoing.
Extension of other reactors (Tihange 1 and Doel 1/2) is no longer possible or very challenging due to a set of safety, regulatory, economic and technical constraints. Although there is an ongoing discussion about the possibility to extend Tihange 1 (11), this is uncertain and was assumed not to be an option in the current PATHS version.
The newly formed government intends to allow new nuclear capacity to be built in Belgium and revive the sector (8).
Low-carbon molecules
Policies incentivising the use of green molecules and renewable fuels such as REDIII are a major instrument to promote their adoption by demand sectors. In some cases, specific industrial sites are excluded from the directive, as is the case with Kairos@C (12).
Ammonia arises as one of the preferred options to trade green molecules worldwide, given that it does not require a sustainable carbon source, as is the case for methane and methanol. For instance, Yara decided to focus on the use of imported ammonia, replacing its existing production site in Tertre (13).
In the cases where new nuclear power plants are allowed, they may be coupled with electrolysers for hydrogen production if this proves to be economically competitive. However, considerations related to safety protocols and public acceptance remain critical and should be further assessed.
Carbon capture, utilisation, and storage
Carbon storage occurs outside Belgium, as there are no suitable geological sites in the country (14,15). Therefore, CCS relies on the development of carbon storage projects in Europe, which could lead to a certain level of competition among hard-to-abate sectors in Europe.
Nevertheless, given the climate importance of CCS and the number of future projects, the carbon storage price could be expected not to follow the same trajectories as the ETS CO2 price.
Public perception
Public acceptance strongly influences the adoption rates of Smart Charging and Vehicle-to-Grid (V2G) technologies. To reflect this, a maximum adoption share has been set, consistent with the survey conducted by TML (2023) on market potential in Belgium (16). This maximum share is assumed for the year 2050, while for the period 2030–2035, the values from the ELIA Adequacy and Flexibility Study 2025 (17) have been applied.
3.2. Techno-economic (quantitative)
Several assumptions limit the speed of deployment for certain technologies or strategies aimed at reducing energy consumption and CO2 emissions.
The annual maximum renovation rate in the residential sector is set to 4% (it could be lower if there is an alternative sustainable heating source that would suffice with lower/slower renovation).
Renewable energy technologies, annual growth from 2030 on is capped for: solar PV (4,000 MW/yr), wind onshore (900 MW/yr), Belgian wind offshore (discrete increase in line with potential) and far offshore (700 MW/yr).
The following tables present the main techno-economic assumptions. All values are expressed in 2024 euros. Capital expenditure (CAPEX) includes both the overnight investment cost and the financing costs incurred during the commissioning phase. In the model, these costs are annualised using a 3% discount rate applied over the technical lifetime of the asset. In addition, variable costs associated with fuel consumption and emissions are endogenously calculated and are therefore not included in the input assumptions.
Table 1: Energy prices and emissions
| Class | Component | Unit | Price [€2024/Unit] | Ref. | |||
|---|---|---|---|---|---|---|---|
| 2025 | 2030 | 2040 | 2050 | ||||
| Fossil | Coal | MWh | 12.48 | 12.83 | 11.99 | 10.31 | 18 |
| Natural gas | 25.92 | 24.07 | 24.14 | 24.76 | 19 | ||
| Crude oil | 53.42 | 39.30 | 37.51 | 35.72 | 18 | ||
| Diesel | MWh | 53.45 | 50.95 | 48.67 | 46.35 | 20 | |
| Ethane | 46.05 | 43.76 | 43.76 | 43.76 | |||
| Gasoline | 54.99 | 48.14 | 45.95 | 43.76 | |||
| HFO | 56.09 | 41.26 | 39.39 | 37.51 | |||
| Kerosene | 67.01 | 65.20 | 62.25 | 59.30 | |||
| LPG | 82.64 | 54.97 | 52.47 | 49.97 | |||
| Naphtha | 43.08 | 42.47 | 40.50 | 38.58 | |||
| Oil non-energy use | 54.49 | 40.08 | 38.26 | 36.44 | |||
| Oil other | 54.49 | 40.08 | 38.26 | 36.44 | |||
| Molecules | Green ammonia | MWh | 295 | 215 | 180 | 137 | 21 |
| Green hydrogen | 251 | 191 | 178 | 135 | |||
| e-methane | 372 | 293 | 229 | 170 | |||
| e-methanol | 368 | 297 | 228 | 170 | |||
| Green liquid hydrogen | 506 | 356 | 273 | 204 | |||
Molecules (Very Low Price) | Green ammonia | MWh | 295 | 158 | 120 | 82.34 | 21 |
| Green hydrogen | 252 | 140 | 111 | 81.36 | |||
| e-methane | 372 | 215 | 159 | 102 | |||
| e-methanol | 368 | 218 | 160 | 102 | |||
| Green liquid hydrogen | 506 | 261 | 192 | 122 | |||
| Nuclear | Nuclear fuel | MWh | 2.13 | 2.10 | 2.10 | 2.10 | 22 |
| Biofuels | Bio diesel | MWh | 93.90 | 128 | 126 | 124 | 23 |
| Bio diesel HVO | 106 | 146 | 143 | 141 | |||
| Bio ethanol | 134 | 180 | 178 | 176 | |||
| Biomass imports | MWh | 87.38 | 77.89 | 72.19 | 66.48 | 24 | |
| Biomass local | 26.86 | 26.86 | 26.86 | 26.86 | 25 | ||
| Renewable gasoline | 134 | 180 | 178 | 176 | 23 | ||
| Biogas local | 66.98 | 66.98 | 66.98 | 66.98 | 26 | ||
| e-Fuels | e-diesel | MWh | 1,160 | 853 | 546 | 239 | 27 |
| e-gasoline | 1,557 | 1,102 | 648 | 193 | |||
| e-kerosene | 1,512 | 1,071 | 629 | 188 | |||
| e-naphtha | 1,300 | 942 | 5832 | 225 | |||
| Other | Non-renewable waste | MWh | 6.38 | 6.38 | 6.38 | 6.38 | 28 |
| Renewable waste | 33.49 | 33.49 | 33.49 | 33.49 | 29 | ||
| Emissions | CO2 | ton | 62 | 186 | 298 | 484 | 30 |
Table 2.1: General parameters for electricity generation technologies
| Class | Type | Technology | Efficiency [%] | Availability Factor | Lifetime [years] | Ref. |
|---|---|---|---|---|---|---|
| Fossil | CHP | CHP gas | 43% | 0.90 | 20 | 31 |
| CHP oil | 40% | 0.90 | 20 | |||
| CHP refinery gas | 42% | 0.90 | 20 | |||
| Recovered gas | BFG turbine | 40% | 0.90 | 40 | ||
| Coal | Coal power plant | 40% | 0.90 | 40 | ||
| Gas | CCGT | 63% | 0.90 | 30 | ||
| OCGT | 42% | 0.90 | 20 | |||
| Allam CCGT | 52% | 0.90 | 20 | 32 | ||
| Methanol | Allam CCGT - methanol | 54% | 0.90 | 20 | ||
| CCGT - methanol | 60% | 0.90 | 20 | 33 | ||
| Waste | Incinerators | Incinerator | 20% | 0.90 | 20 | 31 |
| Molecules | Ammonia | Ammonia CCGT | 60% | 0.90 | 20 | 32 |
| Hydrogen | Fuel cell | 49% | 0.90 | 20 | ||
| Hydrogen CCGT | 63% | 0.90 | 20 | 34 | ||
| Nuclear | EPR | Nuclear GEN III+ | 33% | 0.80 | 60 | 35, 36 |
| Existing | Extension D4&T3 for 10 years | 33% | 0.80 | 10 | 31 | |
| SMR | Nuclear SMR | 33% | 0.80 | 60 | 35, 36 | |
| Renewable | Bio | Biomass power plant | 35% | 0.90 | 40 | 31 |
| CHP bio | 40% | 0.90 | 20 | |||
| Solar PV | Solar PV industry/commercial | - | 0.10 | 25 | ||
| Solar PV residential | - | 0.12 | 25 | |||
| Wind offshore | Wind far offshore | - | 0.62 | 30 | ||
| Wind offshore | Wind offshore | - | 0.43 | 30 | ||
| Wind onshore | Wind onshore | - | 0.25 | 30 | ||
| Geothermal | Geothermal | 14% | 0.90 | 20 | 31 |
Table 2.2: Cost parameters for electricity generating technologies
| Class | Type | Technology | CAPEX [€2024/kWe] | FIXOM [€2024/KWe] | VAROM [€2024/MWh] | Ref. | |||||
|---|---|---|---|---|---|---|---|---|---|---|---|
| 2025 | 2030 | 2040 | 2050 | 2025 | 2030 | 2050 | 2025-2050 | ||||
| Fossil | CHP | CHP gas | 1,504 | 76 | - | 31 | |||||
| CHP oil | 1,613 | 48 | - | ||||||||
| CHP refinery gas | 1,240 | 42 | - | ||||||||
| Recovered gas | BFG turbine | 1,737 | 37 | 0 | |||||||
| Coal | Coal power plant | 2,729 | 37 | 0 | |||||||
| Gas | CCGT | 1,061 | 25 | 0 | |||||||
| OCGT | 705 | 24 | 0 | 31 | |||||||
| Allam CCGT | 2,598 | 2,341 | 1,829 | 1,316 | 29 | 27 | 25 | 3 | 32 | ||
| Methanol | Allam CCGT - methanol | 1,508 | 60 | - | |||||||
| CCGT - methanol | 1,197 | 25 | - | 33 | |||||||
| Waste | Incinerators | Incinerator | 1,551 | 244 | - | 31 | |||||
| Molecules | Ammonia | Ammonia CCGT | 834 | 19 | - | 32 | |||||
| Hydrogen | Fuel cell | 661 | 20 | - | – | ||||||
| Hydrogen CCGT | 1,061 | 24 | - | 34 | |||||||
| Nuclear | EPR | Nuclear GEN III+ | 11,464 | 103 | 9 | 35, 36 | |||||
| Existing | Extension D4&T3 for 10 years | 1,240 | 53 | 0 | 31 | ||||||
| SMR | Nuclear SMR | 10,788 | 103 | 9 | 35, 36 | ||||||
| Renewable | Bio | Biomass power plant | 2,481 | 99 | 0 | 31 | |||||
| CHP bio | 1,582 | 124 | - | ||||||||
| Solar PV | Solar PV industry/commercial | 1,383 | 814 | 693 | 573 | 18 | 15 | 13 | 4 | ||
| Solar PV residential | 2,084 | 1,129 | 935 | 741 | 24 | 20 | 17 | 4 | |||
| Wind Offshore | Wind far offshore | 2,727 | 2,625 | 2,419 | 2,214 | 82 | 76 | 51 | 4 | ||
| Wind offshore | 3,289 | 2,625 | 2,419 | 2,214 | 97 | 64 | 51 | 4 | |||
| Wind Onshore | Wind onshore | 1,388 | 1,255 | 1,176 | 1,097 | 40 | 36 | 31 | 4 | ||
| Geothermal | Geothermal | 1,524 | 30 | 0 | 31 | ||||||
Table 3: Cost parameters for infrastructure
| Type | Technology | Unit | CAPEX [€2024/Unit] | FIXOM [€2024/Unit] | LIFE [years] | Ref. | |||
|---|---|---|---|---|---|---|---|---|---|
| 2025 | 2030 | 2040 | 2050 | 2025-2050 | |||||
| CO2 | pipelines - 600 km | tCO2/year | 46 | 2 | 60 | 42, 43 | |||
| Energy | island | kWe | 1,652 | 41 | 40 | 6 | |||
| HVDC | 350 km | 1,655 | 33 | 40 | – | ||||
| Power | Grid distribution | 5,359 | 536 | 50 | 44 | ||||
| inter-connector | 207 | 19 | 50 | 46 | |||||
| transmission | 979 | 99 | 50 | 47, 48, 49, 50 | |||||
| EV | chargers - unflex | 208 | - | 15 | 51 | ||||
| chargers - flex | 236 | - | 15 | 51, 52 | |||||
| chargers - bidirectional (V2H/G) | 315 | - | 15 | 52 | |||||
| Hydrogen | pipeline 650 km | kWH2 | 86 | 77 | 67 | 58 | 2 | 50 | 45 |
Table 4: Cost parameters for hydrogen production technologies
| Technology | CAPEX [€2024/kW] | FIXOM [€2024/kW] | VAROM [€2024/MWh] | LIFE [years] | Ref. | ||||
|---|---|---|---|---|---|---|---|---|---|
| 2025 | 2030 | 2040 | 2050 | 2025-2050 | 2025 | 2025 | 2050 | ||
| ATR with CCS large size | 1,693 | 85 | – | 25 | 25 | 53 | |||
| biomass gasification large size | 1,619 | 81 | 2.05 | 20 | 20 | 54 | |||
| biomass gasification medium size | 1,596 | 80 | 2.02 | 20 | 20 | ||||
| electrolyser alkaline large size | 1,732 | 1,558 | 1,072 | 891 | 16 | 2.18 | 20 | 30 | 21 |
| electrolyser PEM large size | 2,226 | 2,004 | 1,305 | 1,023 | 16 | 2.45 | 15 | 25 | |
| electrolyser SOE large size | 5,358 | 3,437 | 2,526 | 1,816 | 69 | 2.18 | 20 | 30 | |
| solar photo-catalytic | 1,600 | 1,500 | 1,300 | 1,100 | 40 | – | 20 | 20 | |
| solar thermo-catalytic | 8,935 | 2,200 | 2,000 | 1,800 | 50 | – | 20 | 20 | |
| natural gas pyrolysis plasma | 4,818 | 2,849 | 1,864 | 880 | 63 | – | 20 | 20 | 55 |
| natural gas pyrolysis catalyst | 1,144 | 853 | 707 | 561 | 21 | – | 20 | 20 | |
| offshore electrolyser alkaline | 3,598 | 3,206 | 2,421 | 1,637 | 26 | 1.28 | 20 | 20 | 21 |
| SMR large size | 618 | 618 | 618 | 618 | 30 | 0.22 | 20 | 20 | 56 |
| SMR medium size | 1,956 | 1,956 | 1,956 | 1,956 | 30 | 0.22 | 20 | 20 | |
| SMR with CCS large size | 977 | 965 | 940 | 915 | 62 | – | 20 | 20 | |
Table 5: Cost parameters for renovation technologies
Renovation /Building type | CAPEX [€2024/m²] | LIFE [years] | Ref. | |||
|---|---|---|---|---|---|---|
| 2 Facades | 3 Facades | 4 Facades | Apartments | |||
| Roof (deep) | 66.52 | 77.33 | 86.35 | 51.38 | 50 | 57 |
| External Wall | 81.32 | 85.53 | 92.07 | 74.62 | 50 | |
| Windows | 34.21 | 39.39 | 39.31 | 38.20 | 50 | |
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