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Packet Routing with Genetically Programmed Mobile Agents [chapter]

Jon Schuringa, Günter Remsak
2000 Telecommunication Network Intelligence  
We use genetic programming to build mobile agents that monitor the network status and set the routing tables in the network nodes in such a way that it maximizes network throughput and minimizes the overall  ...  This paper presents novel mobile agent routing techniques.  ...  Apart from significant improvements in the AntNet algorithm, we use genetic programming techniques to build mobile agents that monitor the network status and set the routing tables in the network nodes  ... 
doi:10.1007/978-0-387-35522-1_22 dblp:conf/smartnet/SchuringaR00 fatcat:k4bfplnfyjbqfjyqbkchdzght4

A grammatical evolution approach to intrusion detection on mobile ad hoc networks

Sevil Şen, John Andrew Clark
2009 Proceedings of the second ACM conference on Wireless network security - WiSec '09  
The performance of these programs is evaluated on different types of networks with different mobility and traffic patterns to show their effects on intrusion detection ability.  ...  In recent years mobile ad hoc networks (MANETs) have become a very popular research topic.  ...  It shows little difference in the numbers of route request packets among the networks with different mobility levels.  ... 
doi:10.1145/1514274.1514289 dblp:conf/wisec/SenC09 fatcat:x5jvlfgy5rcapnqtylwmfinqmi

Evolutionary computation techniques for intrusion detection in mobile ad hoc networks

Sevil Sen, John A. Clark
2011 Computer Networks  
In this paper we explore the use of evolutionary computation techniques, particularly genetic programming and grammatical evolution, to evolve intrusion detection programs for such challenging environments  ...  Conventional networks use dedicated nodes to carry out basic functions like packet forwarding, routing, and network management.  ...  It shows little difference in the numbers of route request packets among the networks with different mobility levels.  ... 
doi:10.1016/j.comnet.2011.07.001 fatcat:prbh2rbrgbcgxgoyhoruzitvjy

Power-Aware Intrusion Detection in Mobile Ad Hoc Networks [chapter]

Sevil Şen, John A. Clark, Juan E. Tapiador
2010 Lecture Notes of the Institute for Computer Sciences, Social Informatics and Telecommunications Engineering  
In this paper we show how Genetic Programming (GP) together with a Multi-Objective Evolutionary Algorithm (MOEA) can be used to synthesise intrusion detection programs that make optimal tradeoffs between  ...  Mobile ad hoc networks (MANETs) are a highly promising new form of networking. However they are more vulnerable to attacks than wired networks.  ...  Mobile agents have been suggested as another way to provide communication between IDS agents [13] .  ... 
doi:10.1007/978-3-642-11723-7_15 fatcat:sz6nn2lxljfjjipykcu5k2bame

Addressing Packet Dropping Misbehavior using Metaheuristic Approach: A Survey [article]

Kishan N.Patel, Rutvij H.Jhaveri
2020 arXiv   pre-print
A lot of research has been carried out for secure routing process with metaheuristic approaches.  ...  A Mobile Ad hoc Network can be said as a collection of mobile nodes, which builds a dynamic topology and a resource constrained network. Due to dynamic nature routing is challenging in MANET.  ...  It is combination of genetic algorithms, evolution strategies, evolutionary programming and genetic programming. IV.  ... 
arXiv:2004.06374v1 fatcat:my7v32h2dra75ffvhgp4zrchae

Evaluation of classification algorithms for intrusion detection in MANETs

Sergio Pastrana, Aikaterini Mitrokotsa, Agustin Orfila, Pedro Peris-Lopez
2012 Knowledge-Based Systems  
Results show that Genetic Programming and Support Vector Machines may help considerably in detecting malicious activities in MANETs.  ...  Mobile Ad-hoc Networks (MANETs) are wireless networks without fixed infrastructure based on the cooperation of independent mobile nodes.  ...  In this work, we extend the comparison with a new classifier, based on Genetic Programming.  ... 
doi:10.1016/j.knosys.2012.06.016 fatcat:agj26eg2szc3xe5ydefnh3qiti

On the Application of Computational Intelligence Methods on Active Networking Technology [chapter]

Mahdi Jalili-Kharaajoo
2004 Lecture Notes in Computer Science  
In traditional packet switched networks, such as the Internet, packets consist of a header and data. The header contains information  ...  For efficiency, roaming agents are small-sized programs that take the form of active packets to travel throughout the infrastructure. • Routing agents, at each network element, are responsible for spawning  ...  As such, an evolutionary program can be viewed as a special case of a genetic algorithm.  ... 
doi:10.1007/978-3-540-24680-0_79 fatcat:lgh75eic25blrly5e2hgwwgw3m

"Swarm Intelligence Based Route Determination in MANET using DSR algorithm

Sumalatha, Shakuntala C H
2015 International Journal of Engineering Research and  
Because MANETS are mobile, they use wireless connection to interact with various networks. Routing is the process of selecting best path in a network.  ...  It relies on source routing rather than relying on routing table which adds to its felicity. For the better performance of the proposed algorithm we employ Ant Optimization & Genetic algorithm.  ...  The DSR algorithm is compared with Genetic Ant Optimization Dynamic Source Routing (GAODSR) for various entities namely Packet Delivery Ratio, Average End to End Delay and Routing Load.  ... 
doi:10.17577/ijertv4is050809 fatcat:bz3pwkhy7zdklmghtig54w67dm

Performance Evaluation of Ant Colony Optimization Based Routing Algorithms for Mobile Ad Hoc Networks

Khushneet Kaur Batth, Rajeshwar Singh
2017 International Journal of Advancements in Technology  
Mobile Ad Hoc Network is a collection of autonomous mobile nodes that communicate with each other over wireless links without any fixed infrastructure.  ...  In this paper, we take up three ACO based algorithms and simulate the proposed algorithms using NS-2 and compare the performance matrices as Packet Delivery Fraction (PDF), throughput and routing overhead  ...  Also, we are thankful to CMU Monarch Project Group for providing Wireless and Mobility Extensions to NS-2 Simulator.  ... 
doi:10.4172/0976-4860.1000181 fatcat:6g7zww7qdrh3vcgivpoabfuy5q

Intrusion Detection System and Neutrosophic Theory for MANETs: A Comparative Study

Haitham ElWahsh, Mona Gamal, A. A. Salama, I.M. El-Henawy
2018 Figshare  
Mobile Ad hoc Network (MANET) is a system of wireless mobile nodes that dynamically self-organized in arbitraryand temporary network topologies without communication infrastructure.  ...  Md Nasir Sulaiman, in 2015 [24] proposed a new classifier to enhance the abnormal attacks detection rate based on support vector machine (SVM) and genetic programming (GP).  ...  In our simulation situation, on every occasion a malicious black hole node receives a Route Request packet it sends a Route Reply packet to the destination on faith if it extremely contains a path towards  ... 
doi:10.6084/m9.figshare.7442162 fatcat:q72rprkyf5b5laqyawfeox3l6a

A cell biology inspired model for managing packet broadcasts in mobile ad-hoc networks

Sulochana J. Sooriyaarachchi, Chandana D. Gamage
2015 2015 17th International Conference on Advanced Communication Technology (ICACT)  
The networking paradigm that best matches this scenario is the mobile ad-hoc network (MANET).  ...  The existing packet transmission protocols for MANETs are inefficient for dense MANETs due to packet broadcast storms for stateless protocols and non-availability of anchor nodes for stateful protocols  ...  This genetic program up or down-regulates growth promoting genes according to a negative feedback loop.  ... 
doi:10.1109/icact.2015.7224889 fatcat:aykj7fl5v5awpepvonbstk7u2y

Fuzzy Based Reliable Load Balanced Routing Approach for Ad hoc Sensor Networks

J. V. Anchitaalagammai, Rajesh Verma, M. Kavitha, A. R. Revathi, S. R. Preethi, Kiranmai Bellam
2022 Computer systems science and engineering  
Due to the mobility of nodes, maximum energy is spent on transmission of packets. Mostly energy is wasted on packet dropping and false route discovery.  ...  A multicast routing is established Based on path reliability and fault tolerant calculation is done and integrated with multicast routing. The routes can withstand the malicious issues.  ...  In previous work of this protocol, genetic algorithm was implemented to address routing with the help of network redundancies.  ... 
doi:10.32604/csse.2022.021049 fatcat:kklpsxim4rbgbptgzihe266p3i

A Survey on the Application of Evolutionary Algorithms for Mobile Multihop Ad Hoc Network Optimization Problems

D. G. Reina, P. Ruiz, R. Ciobanu, S. L. Toral, B. Dorronsoro, C. Dobre
2016 International Journal of Distributed Sensor Networks  
In this survey paper, we focus on the application of evolutionary algorithms to solve optimization problems related to a type of complex network like mobile multihop ad hoc networks.  ...  In this survey, we review the main work presented for each type of mobile multihop ad hoc network and we also present some innovative ideas and open challenges to guide further research in this topic.  ...  Genetic programming is also a field that can be further investigated in mobile multihop ad hoc networks. Genetic programming does the same as genetic algorithms but using computer programs.  ... 
doi:10.1155/2016/2082496 fatcat:lebbxfpkprgufj3zpxybcvu5ki

Fitness Function Based Particle Swarm Optimization Algorithm for Mobile Adhoc Networks

Rohan Gupta, Gurpreet Singh, Amanpreet Kaur, Aashdeep Singh
2018 International Journal of Engineering & Technology  
Mobile adhoc network is a network which carries out discussion between nodes in the absence of infrastructure.  ...  The effect of changing the number of nodes, communication range and transmission range is investigated on various qualities of service metrics namely packet delivery ratio, throughput and average delay  ...  PSO Algorithm uses managed nodes referred to as agents for getting advancement in connectivity of mobile adhoc network thereby enhancing the execution of mobile adhoc network (Dengiz, Konak & Smith, 2011  ... 
doi:10.14419/ijet.v7i3.1.16791 fatcat:ors6e27uhredhkh7fxajqsrrgm

Mobile Ad Hoc Networks And It'S Routing Protocols

Rakesh Kumar, Piush Verma, Yaduvir Singh
2013 Zenodo  
This paper begins with an overview of mobile ad hoc networks. Then it proceeds with the overview of routing protocols used in the MANETS, their properties and simulation methods.  ...  A mobile ad hoc network (MANET) is a self configuring network, without any centralized control. The topology of this network is not always defined.  ...  The optimized route is selected with the use of analytical hierarchy process and genetic algorithm.  ... 
doi:10.5281/zenodo.1088787 fatcat:w3mndf47ube37ho3ybupmhinzu
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