scholarly journals QMR:Q-learning based Multi-objective optimization Routing protocol for Flying Ad Hoc Networks

2020 ◽  
Vol 150 ◽  
pp. 304-316 ◽  
Author(s):  
Jianmin Liu ◽  
Qi Wang ◽  
ChenTao He ◽  
Katia Jaffrès-Runser ◽  
Yida Xu ◽  
...  
Keyword(s):  
Ad Hoc Networks ◽  
Routing Protocol ◽  
Ad Hoc ◽  
Multi Objective Optimization ◽  
Multi Objective ◽  
Hoc Networks

scholarly journals QoS Routing in Ad-Hoc Networks Using GA and Multi-Objective Optimization

2011 ◽  
Vol 7 (3) ◽  
pp. 169-188 ◽  
Author(s):  
Admir Barolli ◽  
Evjola Spaho ◽  
Leonard Barolli ◽  
Fatos Xhafa ◽  
Makoto Takizawa
Keyword(s):  
Ad Hoc Networks ◽  
Ad Hoc ◽  
Heuristic Algorithms ◽  
Routing Algorithm ◽  
Genetic Load ◽  
Search Space ◽  
Qos Routing ◽  
Multi Objective Optimization ◽  
Multi Objective ◽  
Hoc Networks

Much work has been done on routing in Ad-hoc networks, but the proposed routing solutions only deal with the best effort data traffic. Connections with Quality of Service (QoS) requirements, such as voice channels with delay and bandwidth constraints, are not supported. The QoS routing has been receiving increasingly intensive attention, but searching for the shortest path with many metrics is an NP-complete problem. For this reason, approximated solutions and heuristic algorithms should be developed for multi-path constraints QoS routing. Also, the routing methods should be adaptive, flexible, and intelligent. In this paper, we use Genetic Algorithms (GAs) and multi-objective optimization for QoS routing in Ad-hoc Networks. In order to reduce the search space of GA, we implemented a search space reduction algorithm, which reduces the search space for GAMAN (GA-based routing algorithm for Mobile Ad-hoc Networks) to find a new route. We evaluate the performance of GAMAN by computer simulations and show that GAMAN has better behaviour than GLBR (Genetic Load Balancing Routing).

scholarly journals Erratum to “QoS Routing in Ad-Hoc Networks Using GA and Multi-Objective Optimization”

2011 ◽  
Vol 7 (4) ◽  
pp. 361-361
Author(s):  
Admir Barolli ◽  
Evjola Spaho ◽  
Leonard Barolli ◽  
Fatos Xhafa ◽  
Makoto Takizawa
Keyword(s):  
Ad Hoc Networks ◽  
Ad Hoc ◽  
Qos Routing ◽  
Multi Objective Optimization ◽  
Multi Objective ◽  
Hoc Networks
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