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Targets IMage Energy Regional (TIMER) Model, Technical ...

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page 88 of 188 RIVM report 461502024<br />

In terms of prices, the trends in coal prices are reproduced fairly well in both regions ()LJXUH<br />

). This suggests that the larger part of the demand-supply-trade dynamics is performing<br />

rather well and that the failure to reproduce surface mining output also has to do with our<br />

modelling of the investment decision.<br />

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• We have introduced a distinction between surface and underground coal based on the<br />

relevance for emissions and the different dynamics for production costs. As it turns out, this<br />

formulation in combination with the coal trade module easily gives instabilities, for<br />

instance in a situation that the assumedly hard coal (underground) or brown coal (surface)<br />

gets depleted and a region has to switch from one coal production method to the other.<br />

Possible improvements are the dynamic transition from underground to surface coal<br />

mineable resources as a function of geological characteristics (thickness and depth of<br />

layers) and technology (digging machinery).<br />

• In <strong>TIMER</strong>, coal is currently mainly used to produce solid fuels. However, coal can also be<br />

used to produce synfuels or other alternatives, possible in combination with clean coal<br />

technologies. Currently, we model ‘synfuels’ by a time-dependent exogenous scenario file –<br />

but it might be considered to more explicitly model these options. For instance, it can be<br />

desirable to construct a long-term supply cost curve on more parameters than estimated<br />

production costs only: distance to user or trade centres, special products or techniques as<br />

with coking coal or coal-bed methane etc.<br />

• The modelling of traditional biofuels – and in particular the substitution with commercial<br />

biofuels – can be improved. Obviously, this is driven as much by the local resource<br />

situation – simulated to some extent in the IMAGE Terrestrial Environment System (TES)<br />

model – as by rational-choice market dynamics. The processes of urbanisation, of opening<br />

up of higher-income strata for commercial fuels such as kerosene and the informal<br />

exchange processes among the low-income segments in low-consumption regions should<br />

be better understood.

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