TY - JOUR
T1 - Combining parallel computing and biased randomization for solving the team orienteering problem in real-time
AU - Panadero, Javier
AU - Ammouriova, Majsa
AU - Juan, Angel A.
AU - Agustin, Alba
AU - Nogal, Maria
AU - Serrat, Carles
PY - 2021
Y1 - 2021
N2 - In smart cities, unmanned aerial vehicles and self-driving vehicles are gaining increased concern. These vehicles might utilize ultra-reliable telecommunication systems, Internet-based technologies, and navigation satellite services to locate their customers and other team vehicles to plan their routes. Furthermore, the team of vehicles should serve their customers by specified due date efficiently. Coordination between the vehicles might be needed to be accomplished in real-time in exceptional cases, such as after a traffic accident or extreme weather conditions. This paper presents the planning of vehicle routes as a team orienteering problem. In addition, an ‘agile’ optimization algorithm is presented to plan these routes for drones and other autonomous vehicles. This algorithm combines an extremely fast biased-randomized heuristic and a parallel computing approach.
AB - In smart cities, unmanned aerial vehicles and self-driving vehicles are gaining increased concern. These vehicles might utilize ultra-reliable telecommunication systems, Internet-based technologies, and navigation satellite services to locate their customers and other team vehicles to plan their routes. Furthermore, the team of vehicles should serve their customers by specified due date efficiently. Coordination between the vehicles might be needed to be accomplished in real-time in exceptional cases, such as after a traffic accident or extreme weather conditions. This paper presents the planning of vehicle routes as a team orienteering problem. In addition, an ‘agile’ optimization algorithm is presented to plan these routes for drones and other autonomous vehicles. This algorithm combines an extremely fast biased-randomized heuristic and a parallel computing approach.
KW - Biased randomization
KW - Parallel computing
KW - Real-life optimization
KW - Smart cities
KW - Team orienteering problem
KW - Unmanned aerial vehicles
UR - http://www.scopus.com/inward/record.url?scp=85121418781&partnerID=8YFLogxK
U2 - 10.3390/app112412092
DO - 10.3390/app112412092
M3 - Article
AN - SCOPUS:85121418781
VL - 11
JO - Applied Sciences
JF - Applied Sciences
SN - 2076-3417
IS - 24
M1 - 12092
ER -