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Applied Energy
journal homepage: www.elsevier.com/locate/apenergy
The role of modal shift in decarbonising the Scandinavian transport sector:
Applying substitution elasticities in TIMES-Nordic
Raffaele Salvucci
a,
⁎
, Maurizio Gargiulo
b
, Kenneth Karlsson
a
a
Technical University of Denmark, Department of Management Engineering, Produktionstorvet, Building 424, 2800 Kgs. Lyngby, Denmark
b
E4SMA S.r.l., Via Livorno 60, 10144 Turin, Italy
HIGHLIGHTS
•
Model passenger and freight elastic modal shift in TIMES energy system models.
•
Substitution elasticities characterize modal substitution across distance classes.
•
Long-term own-price transport elasticities are adopted from the literature.
•
Modal shift is cost-effective for decarbonising the Scandinavian transport sector.
•
Modal competition requires a well-balanced technology description among modes.
ARTICLEINFO
Keywords:
Energy system models
Low-carbon transition
Scenario analysis
Sustainable mobility
Transport elasticities
ABSTRACT
IntheNordics,transportationaccountsforalmost40%ofenergy-related CO
2
emissions,ahighersharethanmost
European countries. The International Energy Agency identifies modal shift as pivotal for a sustainable transition
of the transport sector. This study analyses the role of modal shift in the decarbonisation of the Scandinavian
energy system with TIMES-Nordic, the TIMES (The Integrated MARKAL-EFOM System) model depicting the
nationalenergysystemsofDenmark,NorwayandSweden.Forthefirsttime,passengerandfreightmodalshiftis
modelled through substitution elasticities for a real case study. Transport elasticities from the literature are
discussed in light of the modelling environment, and long-term direct elasticities are identified as suitable for the
purpose. The results obtained with TIMES-Nordic and its version equipped with modal shift are compared under
an increasing CO
2
tax. For passenger, car is mainly substituted by rail and non-motorised modes, while for
freight, rail replaces truck and ship. Modal shift results in a cost-effective mitigation measure, responsible for 26
PJ of lower fuel consumption in 2050, and 2.2% lower cumulative CO
2
emissions from transport. A sensitivity
analysis on the investment costs for electric cars reveals the ineffectiveness of the CO
2
tax in stimulating car
substitution in a future where electric cars are more competitive and the power sector almost decarbonised.
Estimates of modal shift potentials from alternative methodologies are comparable to the results obtained,
highlighting the methodology solidity. Lastly, a well-balanced technology characterization among modes is
identified as crucial when enabling modal shift.
1. Introduction
The transport sector is responsible for approximately 28% of total
final energy use and for 23% of global energy-related CO
2
emissions
[1]. In the baseline scenario of the Energy Technology Perspectives
(ETP), the International Energy Agency (IEA) estimated that by 2050
global transport energy demand will increase by 75%, with a con-
comitant doubling of associated CO
2
emissions [2]. Low-carbon trans-
port technologies are already available in the market, but the high costs
hampering their widespread adoption calls for policy support [3].
Countries have announced policy ambitions and commitments in their
Nationally Determined Contributions under the Paris Agreement, but
these mitigation measures are far from sufficient to limit the average
increase in temperature to “well below 2 degrees” above pre-industrial
levels, as assessed by [4] and reflected in the New Policy Scenario
outlined by the IEA [5]. In the Nordics, transportation accounts for
almost 40% of energy-related CO
2
emissions [6], representing a higher
share than most other European countries. However, so far the Nordics
https://doi.org/10.1016/j.apenergy.2019.113593
Received 11 February 2019; Received in revised form 19 May 2019; Accepted 19 July 2019
⁎
Corresponding author.
E-mail address: rafs@dtu.dk (R. Salvucci).
Applied Energy 253 (2019) 113593
0306-2619/ © 2019 Elsevier Ltd. All rights reserved.
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