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Multi-agent modeling <strong>of</strong> economic innovation dynamics <strong>and</strong> its implications 339<br />

Fig. 15 Growth dynamics with incremental abatement regime <strong>and</strong> increasing abatement costs<br />

obvious here is a double regulation dilemma: Implementing innovation <strong>and</strong><br />

generating growth are features <strong>of</strong> a self-organized economic process which cannot<br />

be predicted <strong>and</strong> influenced precisely; but if regulation does not prescribe ambitious<br />

emission reduction targets, innovation will imply growth which could overcompensate<br />

emission reductions associated with the single innovation project.<br />

Whatever the regulatory options are, the multi-agent model indicates that only<br />

imposing emission targets is not sufficient. Rather it is necessary to figure out<br />

abatement paths by taking into account the agents, the context they are operating in,<br />

<strong>and</strong> the time scale for regulations. Furthermore: because there are different paths for<br />

fulfilling (or missing) a target it is necessary to select a path, to update the<br />

achievements, <strong>and</strong>—if necessary—to adapt the path features to the new experience.<br />

In this sense policy should be conceptualized as a part <strong>of</strong> a broader complex adaptive<br />

system.<br />

7 Conclusions<br />

Emissions are coupled to innovation <strong>and</strong> growth in a complicated manner. <strong>The</strong><br />

direction <strong>of</strong> innovation, the velocity <strong>of</strong> diffusion <strong>and</strong> the dependencies between<br />

sectors have been shown as the main sources for this complication. For shedding<br />

light on these relations the economy was conceptualized a ‘complex adaptive<br />

system’ having diffusion, growth <strong>and</strong> emissions as ‘emergent properties’. To<br />

distinguish different but related levels <strong>of</strong> activities <strong>and</strong> especially to include an

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