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Transportation Research Part D
journal homepage: www.elsevier.com/locate/trd
The impact of airspace regulations on unmanned aerial vehicles in
last-mile operation
Mo Elsayed
⁎
, Moataz Mohamed
Department of Civil Engineering, Faculty of Engineering, McMaster University, Hamilton, Ontario, Canada
ARTICLE INFO
Keywords:
Unmanned Aerial Vehicles (UAV)
UAV policy
GHG emissions
Autonomous drones
Last-Mile delivery
ABSTRACT
Utilizing autonomous unmanned aerial vehicles (drones) in the last-mile delivery of parcels is
regarded as the ultimate disruptive technology that might significantly reduce the GHG emissions
in the freight sector. This study estimates the CO
2
e emissions for UAVs under different policies
compared to diesel and electric ground delivery modes. First, the international UAV flight reg-
ulations are synthesized and classified into three groups representing varying degrees of policy
strictness. Second, utilizing real-word delivery demand data, full-day parcel-delivery operations
of a three-digit postal code area in both urban and rural contexts are simulated for UAVs and
ground delivery modes. The results show that in general, UAVs produce significantly lower
emissions compared to ground delivery per parcel-km and up to 35% compared to electric ve-
hicles. However, UAV emissions are highly dependent on the fuel mix used in electricity gen-
eration. In urban contexts, UAV policy strictness can increase GHG emissions by up to 400%.
1. Introduction and background
Battery-operated Unmanned Aerial Vehicles (UAVs) represent an affordable and sustainable aerial transportation system that is
expected to significantly minimize the carbon footprint in cargo transport and parcel delivery (Mahony & Kumar, 2012; Colomina
and Molina, 2014). In particular, UAVs are ideal for last-mile operation, which is expected to reduce delivery costs, emissions, and
delivery time compared to light trucks and other traditional delivery methods. However, the viability of UAV operation hinges on the
development of regulatory frameworks and civil flight policies. Our study aims at investigating the interlinked airspace regulations
and its effect on environmental impact and the viability of UAV last-mile operations, which currently represents an understudied
area. Furthermore, the study quantifies the GHG emissions, across different policies, resulting from daily last-mile operation through
a developed simulation-based framework that could be readily applied to any UAV type and built context.
Courier express parcel (CEP) delivery is expected to follow the e-commerce progression with a projected market share of 75%. The
rapid growth rates (5.0%) between 2013 and 2017 motivated companies like Amazon, Google, and DHL to develop and test UAVs for
parcel delivery (Heutger and Kückelhaus, 2014; Nieva and Rosenblatt, 2014). Teal Group forecasted that UAV spending would
surpass the triple over the next decade, with cumulative worldwide expenditures exceeding $88.3 billion (Teal Group, 2019).
However, companies anticipate a reduction in transportation costs, especially in urban operation, where they utilize fleets of
small and low-altitude UAVs in densely populated cities. In such a context, autonomous UAVs fly through public spaces to deliver
goods (Foina et al., 2015; D’Andrea, 2014). In this respect, UAV accidents such as severe lacerations, eye loss, and soft tissue injuries
or property-damage represent a major roadblock. This is in addition to the expected liability hazards such as automobile accidents
https://doi.org/10.1016/j.trd.2020.102480
⁎
Corresponding author.
E-mail address: archmsayed@gmail.com (M. Elsayed).
Transportation Research Part D 87 (2020) 102480
1361-9209/ © 2020 Elsevier Ltd. All rights reserved.
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