12 × 12 matrix
| Cost | Applicability | Capacity | Time | Reach | Item condition | Policies | Infrastructure | Public acceptance | Safety | Privacy | Environment | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Cost | 169 | 142 | 85 | 154 | 50 | 12 | 16 | 42 | 11 | 23 | 7 | 27 |
| Applicability | (+) Operating drones in tandem with trucks can lower LMD cost (−) Drone-truck setups require substantial upfront investments | 197 | 103 | 173 | 61 | 14 | 9 | 42 | 4 | 19 | 3 | 25 |
| Capacity | (+) Joint routing-charging strategies can lower cost and boost range capacity (−) Drones' limited payload/battery capacity entails costs of building extra hubs | (+) Drone-truck setups improve capacity by utilizing both means (−) Drones' limited capacity remains a barrier even when combined with trucks | 136 | 106 | 50 | 17 | 16 | 33 | 12 | 28 | 8 | 22 |
| Time | (+) Drones' timely/speedy deliveries reduce cost of delayed/failed deliveries (−) Realizing short delivery times incurs costs of dedicated drones and extra depots | (+) Drone-truck setups reduce delivery time by utilizing speed/access features of each mode (−) Optimizing time saving requires complex drone-truck setups | (+) Drones' flying capacity enables faster deliveries due to skipping barriers (−) Tradeoffs exist between travel range and time (due to wait times for charging/replacing batteries) | 213 | 76 | 31 | 12 | 40 | 11 | 27 | 6 | 28 |
| Reach | (+) Drones' ability to reach hard-to-access zones lowers driver- and land vehicles cost (−) Human intervention for reaching no-fly-zones can become costly | (+) Drone-truck setups can maximize reach potentials (−) Reach potentials of drone-truck setups can get obstructed by poor road networks | (+) Drones' flying capacity enables reaching hard-to-access zones (−) Drones' limited payload/battery capacity restricts their reach potentials | (+) Drones skip physical barriers to reach receivers faster (−) Possible delays in reaching receivers in urban areas due to limited landing space | 100 | 19 | 13 | 38 | 11 | 22 | 8 | 17 |
| Item condition | (+) Drones' preservation of items can lower wastage levels and cost (−) Damaging items by drones' aerial maneuvers raises insurance cost | (+) Drone-truck setups can increase item preservation through optimized speed (−) Drone-truck setups can increase susceptibility to damage due to reliance on multiple modes | (+) Light protection materials (e.g. foams) exist to accommodate drone’s limited payload capacity (−) Drone's limited payload/battery capacity restricts preservations to small and lightweight items | (+) Drones' fast deliveries preserve items from perishability (−) Haste may increase risks of drones crashing and damaging items | (+) Drones can deliver well-preserved items to hard-to-access zones (−) Reaching receivers in urban areas is accompanied with higher accident/damage risks | 38 | 4 | 9 | 6 | 8 | 4 | 7 |
| Policies | (+) Policies can standardize drone operations and lower tailoring cost (−) Regulatory compliance (e.g. licenses, airspace charges) can get costly | (+) Policies can facilitate drone-truck setups through streamlining operational, safety and risk issues (−) Drone-truck setups lack policies to guide route planning and inventory allocation | (+) Policies may endorse constructing charging hubs along delivery routes (−) Deficient regulatory support of UAV frequency extensions to boost drone range | (+) Policies can sponsor dedicated aerial highways to speed up drone deliveries (−) Some policies restrict drone flights to certain time frames | (+) Policies can support data coverage to expand drones' reach potentials (−) Restricting drone flights to certain zones (e.g. VLOS) can limit their reach potentials | (+) Policies can support creating clear preservation criteria for each type of item (−) Payload restrictions limit item preservation potentials to small/lightweight items | 39 | 25 | 17 | 22 | 18 | 9 |
| Infrastructure | (+) Drone-truck delivery infrastructures are more feasible than truck/drone only ones (−) Drone deliveries require ample investments in tangible/intangible infrastructural assets | (+) Flexibility in selecting suitable drone-truck setups based on existent infrastructure (−) Deficient inclusive infrastructures to support drone-truck delivery setups | (+) Infrastructural assets (e.g. hubs, networks) can offset drones' limited payload/battery capacity (−) Lacking infrastructures to support battery charging/maintenance along routes | (+) Certain infrastructural assets (e.g. aerial highways, data networks) enable timely deliveries (−) Inadequate infrastructures (e.g. landing spots, hubs, data networks) delay deliveries | (+) Certain infrastructural assets (e.g. data networks) can maximize drone reach potentials (−) Weak signals in complex environments with high interferences limits reach potentials | (+) Data and communication networks enable live monitoring of item's conditions (−) Communication interferences increase risk of drones crashing and damaging items | (+) Regulators can host air-traffic management systems (e.g. UTM) to provide inclusive infrastructures (−) Most cities' infrastructures are not ready for drone deliveries | 84 | 13 | 31 | 16 | 16 |
| Public acceptance | (+) Public acceptance enables widespread adoption (scale economies) (−) People are not willing to pay extra for drone deliveries | (+) Public acceptance can expedite adopting drone-truck setups in/around cities (−) Public’s preference of drones surrounding city centers limits drone-truck applicability | (+) Public acceptance can prompt installing charging hubs to revive capacity (−) Public skepticism can limit the spread of charging hubs along routes | (+) Public acceptance can expand flight domains to shorten travel time (−) Public disapproval of flights in certain zones can prolong deliveries | (+) Public acceptance can expand flight domains and reach potentials (−) Public disapproval of flights in certain zones restricts reaching these zones | (+) Public acceptance can expand flight domains, shorten time and preserve items from perishability (−) Public skepticism of drones' utility can demotivate preservation innovations | (+) Public opinions can guide policies on prioritized drone issues (−) Antigovernment movements can hinder/slow down drones' adoption | (+) Public acceptance can expedite rollout of infrastructural assets (−) Public disapproval can obstruct installing/operating supportive infrastructures | 38 | 22 | 19 | 12 |
| Safety | (+) Drones' potential to save lives lowers cost of health emergency services (−) Risks of drones' accidents entails new insurance costs | (+) Distributing loads between drones and trucks lowers traffic congestions and accidents (−) Drone-truck setups are prone to both road and flight accidents | (+) Charging drones lowers chance of accidents due to battery outage (−) Drone's battery outage/detachment can lead to crashes | (+) Drones' fast deliveries of critical items create health benefits to receivers (−) Haste may increase risks of drones crashing and pausing safety risks | (+) Drones can deliver life-saving items to hard-to-access patients/affected persons (−) Reaching receivers in urban areas accompanies high accident risks | (+) Drones' ability to preserve/monitor medical items can save lives (−) Drone crashes can damage delivered items | (+) Drones' ability to preserve/monitor medical items can save lives (−) Drone accidents can damage delivered items | (+) Pre-flight conflict detection and resolution systems enable collision-free flights (−) Most cities do not have adequate infrastructures to warrant safe flights | (+) Drone's potential to bring health benefits can expedite public acceptance (−) The public voiced serious concerns about drone's safety risks | 62 | 22 | 13 |
| Privacy | (+) Drones can substitute costly invasive alternatives (e.g. helicopters, patrols) for rescue missions (−) Guarding against privacy violations incurs extra costs (e.g. licensing, insurance, lobbying) | (+) Drone-truck setups can replace invasive methods (e.g. dogs, break-ins) in last legs of rescue missions (−) Drone-truck setups demand adhering to privacy rules for both roads and airspace | (+) Extending drone's flight range enables capturing more data to support crime detection (−) Extending drone's flight range can increase risks of privacy violations | (+) Drones' fast deliveries lower the duration of data exposure through cameras/sensors (−) Evading flights over restrained zones (e.g. private spaces) can prolong deliveries | (+) Supplying drones with cameras expands reach and crime prevention potentials (−) Using cameras/sensors to reach receivers in crowded regions amplifies privacy concerns | (+) Drone can protect items from theft and loss to unauthorized parties (−) Monitoring preserved items can require GPS tracking, creating privacy concerns | (+) Policies can protect privacy violations by drone deliveries (−) Drone deliveries expose loopholes in privacy laws (e.g. filming interiors) | (+) Infrastructures can institute privacy protection mechanisms for all parties (−) Drone infrastructures require massive amount of data with privacy protection needs | (+) The potential to use flight data for a good cause (e.g. fighting crime) may expedite public acceptance (−) The public voiced serious privacy concerns with drone deliveries | (+) Privacy protection for drone use goes in line with safety protection (−) Privacy invasion of collected data can lead to safety risks | 29 | 7 |
| Environment | (+) Drones can substitute traditional vehicles with higher emissions and operational cost (−) Tradeoffs exist between drones' reduced CO2 emissions and costs (e.g. equipment) | (+) Drone-truck setups can significantly lower LMD's energy consumption (−) Emission savings via drone-truck setups heavily relies on the power source for both modes | (+) Drones' flying capacity lowers traffic jams and their subsequent emissions (−) Charging drones along delivery routes requires numerous hubs alongside building/operating energy needs | (+) Drones can skip and reduce traffic jams, reducing both delivery time and emissions (−) Achieving faster deliveries requires operating new delivery centers with energy needs | (+) Drones' environmental performance excels when delivering to rural areas (−) Reaching receivers in urban areas accompanies higher environmental risks | (+) Drones' protection of items lowers wastage levels (−) Drone crashes can both damage carried items and emit harmful debris | (+) Policies can put pressure on lowering drones' emissions (especially in production) (−) Stricter flight policies in urban areas significantly increase drones' emissions | (+) Drones can become a better eco-solution in urban areas through greener infrastructures (e.g. hubs powered by clean energy) (−) Instructing/running full drone infrastructures consumes vast energy | (+) Drones' potential to lower traffic congestions and emissions expedites public acceptance (−) The public voiced concerns about drones' noise pollution | (+) Drone deliveries can lower harmful pollution from traffic congestions (−) Drone accidents can emit harmful debris and pose safety risks to people and wildlife | (+) Drones can benefit both environmental and privacy causes (−) Operating drones in urban areas suffers from amplified privacy and environmental concerns | 51 |
| Cost | Applicability | Capacity | Time | Reach | Item condition | Policies | Infrastructure | Public acceptance | Safety | Privacy | Environment | |
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Cost | 142 | 85 | 154 | 50 | 12 | 16 | 42 | 11 | 23 | 7 | 27 | |
| Applicability | (+) Operating drones in tandem with trucks can lower LMD cost | 103 | 173 | 61 | 14 | 9 | 42 | 4 | 19 | 3 | 25 | |
| Capacity | (+) Joint routing-charging strategies can lower cost and boost range capacity | (+) Drone-truck setups improve capacity by utilizing both means | 106 | 50 | 17 | 16 | 33 | 12 | 28 | 8 | 22 | |
| Time | ( | (+) Drone-truck setups reduce delivery time by utilizing speed/access features of each mode | (+) Drones' flying capacity enables faster deliveries due to skipping barriers | 76 | 31 | 12 | 40 | 11 | 27 | 6 | 28 | |
| Reach | (+) Drones' ability to reach hard-to-access zones lowers driver- and land vehicles cost | (+) Drone-truck setups can maximize reach potentials | (+) Drones' flying capacity enables reaching hard-to-access zones | (+) Drones skip physical barriers to reach receivers faster | 19 | 13 | 38 | 11 | 22 | 8 | 17 | |
| Item condition | (+) Drones' preservation of items can lower wastage levels and cost | (+) Drone-truck setups can increase item preservation through optimized speed | (+) Light protection materials (e.g. foams) exist to accommodate drone’s limited payload capacity | (+) Drones' fast deliveries preserve items from perishability | (+) Drones can deliver well-preserved items to hard-to-access zones | 4 | 9 | 6 | 8 | 4 | 7 | |
| Policies | (+) Policies can standardize drone operations and lower tailoring cost | (+) Policies can facilitate drone-truck setups through streamlining operational, safety and risk issues | (+) Policies may endorse constructing charging hubs along delivery routes | (+) Policies can sponsor dedicated aerial highways to speed up drone deliveries | (+) Policies can support data coverage to expand drones' reach potentials | (+) Policies can support creating clear preservation criteria for each type of item | 25 | 17 | 22 | 18 | 9 | |
| Infrastructure | (+) Drone-truck delivery infrastructures are more feasible than truck/drone only ones | (+) Flexibility in selecting suitable drone-truck setups based on existent infrastructure | (+) Infrastructural assets (e.g. hubs, networks) can offset drones' limited payload/battery capacity | (+) Certain infrastructural assets (e.g. aerial highways, data networks) enable timely deliveries | (+) Certain infrastructural assets (e.g. data networks) can maximize drone reach potentials | (+) Data and communication networks enable live monitoring of item's conditions | (+) Regulators can host air-traffic management systems (e.g. UTM) to provide inclusive infrastructures | 13 | 31 | 16 | 16 | |
| Public acceptance | (+) Public acceptance enables widespread adoption (scale economies) | (+) Public acceptance can expedite adopting drone-truck setups in/around cities | (+) Public acceptance can prompt installing charging hubs to revive capacity | (+) Public acceptance can expand flight domains to shorten travel time | (+) Public acceptance can expand flight domains and reach potentials | (+) Public acceptance can expand flight domains, shorten time and preserve items from perishability | (+) Public opinions can guide policies on prioritized drone issues | (+) Public acceptance can expedite rollout of infrastructural assets | 22 | 19 | 12 | |
| Safety | (+) Drones' potential to save lives lowers cost of health emergency services | (+) Distributing loads between drones and trucks lowers traffic congestions and accidents | (+) Charging drones lowers chance of accidents due to battery outage | (+) Drones' fast deliveries of critical items create health benefits to receivers | (+) Drones can deliver life-saving items to hard-to-access patients/affected persons | (+) Drones' ability to preserve/monitor medical items can save lives | (+) Drones' ability to preserve/monitor medical items can save lives | (+) Pre-flight conflict detection and resolution systems enable collision-free flights | (+) Drone's potential to bring health benefits can expedite public acceptance | 22 | 13 | |
| Privacy | (+) Drones can substitute costly invasive alternatives (e.g. helicopters, patrols) for rescue missions | (+) Drone-truck setups can replace invasive methods (e.g. dogs, break-ins) in last legs of rescue missions | (+) Extending drone's flight range enables capturing more data to support crime detection | (+) Drones' fast deliveries lower the duration of data exposure through cameras/sensors | (+) Supplying drones with cameras expands reach and crime prevention potentials | (+) Drone can protect items from theft and loss to unauthorized parties | (+) Policies can protect privacy violations by drone deliveries | (+) Infrastructures can institute privacy protection mechanisms for all parties | (+) The potential to use flight data for a good cause (e.g. fighting crime) may expedite public acceptance | (+) Privacy protection for drone use goes in line with safety protection | 7 | |
| Environment | (+) Drones can substitute traditional vehicles with higher emissions and operational cost | (+) Drone-truck setups can significantly lower LMD's energy consumption | (+) Drones' flying capacity lowers traffic jams and their subsequent emissions | (+) Drones can skip and reduce traffic jams, reducing both delivery time and emissions | (+) Drones' environmental performance excels when delivering to rural areas | (+) Drones' protection of items lowers wastage levels | (+) Policies can put pressure on lowering drones' emissions (especially in production) | (+) Drones can become a better eco-solution in urban areas through greener infrastructures (e.g. hubs powered by clean energy) | (+) Drones' potential to lower traffic congestions and emissions expedites public acceptance | (+) Drone deliveries can lower harmful pollution from traffic congestions | (+) Drones can benefit both environmental and privacy causes |
Note(s): Diagonal values: number of articles emphasizing the factor; above diagonal values: interconnections; below diagonal values: relationships (+) positive (−) negative
Source(s): Created by authors
Sharing content requires targeting cookies to be enabled. Please update your cookie preferences to use this feature.