A Memetic Algorithm for the location-based continuously operating reference stations placement problem in Network Real-Time Kinematic


Autoria(s): Tang, Maolin
Data(s)

03/11/2015

Resumo

Network Real-Time Kinematic (NRTK) is a technology that can provide centimeter-level accuracy positioning services in real time, and it is enabled by a network of Continuously Operating Reference Stations (CORS). The location-oriented CORS placement problem is an important problem in the design of a NRTK as it will directly affect not only the installation and operational cost of the NRTK, but also the quality of positioning services provided by the NRTK. This paper presents a Memetic Algorithm (MA) for the location-oriented CORS placement problem, which hybridizes the powerful explorative search capacity of a genetic algorithm and the efficient and effective exploitative search capacity of a local optimization. Experimental results have shown that the MA has better performance than existing approaches. In this paper we also conduct an empirical study about the scalability of the MA, effectiveness of the hybridization technique and selection of crossover operator in the MA.

Formato

application/pdf

Identificador

http://eprints.qut.edu.au/78381/

Publicador

IEEE

Relação

http://eprints.qut.edu.au/78381/1/CYB-E-2014-050446-R2.pdf

DOI:10.1109/TCYB.2014.2367499

Tang, Maolin (2015) A Memetic Algorithm for the location-based continuously operating reference stations placement problem in Network Real-Time Kinematic. IEEE Transactions on Cybernetics, 45(10), pp. 2214-2223.

Direitos

Copyright 2014 IEEE

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Fonte

School of Electrical Engineering & Computer Science; Science & Engineering Faculty

Palavras-Chave #080108 Neural Evolutionary and Fuzzy Computation #080399 Computer Software not elsewhere classified #Memetic algorithm #heuristic algorithm #CORS placement #NRTK #combinatorial optimization
Tipo

Journal Article