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2018-04-30
Mahdi, Fatna El, Habbani, Ahmed, Mouchfiq, Nada, Essaid, Bilal.  2017.  Study of Security in MANETs and Evaluation of Network Performance Using ETX Metric. Proceedings of the 2017 International Conference on Smart Digital Environment. :220–228.

Today, we witness the emergence of smart environments, where devices are able to connect independently without human- intervention. Mobile ad hoc networks are an example of smart environments that are widely deployed in public spaces. They offer great services and features compared with wired systems. However, these networks are more sensitive to malicious attacks because of the lack of infrastructure and the self-organizing nature of devices. Thus, communication between nodes is much more exposed to various security risks, than other networks. In this paper, we will present a synthetic study on security concept for MANETs, and then we will introduce a contribution based on evaluating link quality, using ETX metric, to enhance network availability.

2018-04-11
Tripathy, B. K., Sudhir, A., Bera, P., Rahman, M. A..  2017.  Formal Modelling and Verification of Requirements of Adaptive Routing Protocol for Mobile Ad-Hoc Network. 2017 IEEE 41st Annual Computer Software and Applications Conference (COMPSAC). 1:548–556.

A group of mobile nodes with limited capabilities sparsed in different clusters forms the backbone of Mobile Ad-Hoc Networks (MANET). In such situations, the requirements (mobility, performance, security, trust and timing constraints) vary with change in context, time, and geographic location of deployment. This leads to various performance and security challenges which necessitates a trade-off between them on the application of routing protocols in a specific context. The focus of our research is towards developing an adaptive and secure routing protocol for Mobile Ad-Hoc Networks, which dynamically configures the routing functions using varying contextual features with secure and real-time processing of traffic. In this paper, we propose a formal framework for modelling and verification of requirement constraints to be used in designing adaptive routing protocols for MANET. We formally represent the network topology, behaviour, and functionalities of the network in SMT-LIB language. In addition, our framework verifies various functional, security, and Quality-of-Service (QoS) constraints. The verification engine is built using the Yices SMT Solver. The efficacy of the proposed requirement models is demonstrated with experimental results.

Mayadunna, H., Silva, S. L. De, Wedage, I., Pabasara, S., Rupasinghe, L., Liyanapathirana, C., Kesavan, K., Nawarathna, C., Sampath, K. K..  2017.  Improving Trusted Routing by Identifying Malicious Nodes in a MANET Using Reinforcement Learning. 2017 Seventeenth International Conference on Advances in ICT for Emerging Regions (ICTer). :1–8.

Mobile ad-hoc networks (MANETs) are decentralized and self-organizing communication systems. They have become pervasive in the current technological framework. MANETs have become a vital solution to the services that need flexible establishments, dynamic and wireless connections such as military operations, healthcare systems, vehicular networks, mobile conferences, etc. Hence it is more important to estimate the trustworthiness of moving devices. In this research, we have proposed a model to improve a trusted routing in mobile ad-hoc networks by identifying malicious nodes. The proposed system uses Reinforcement Learning (RL) agent that learns to detect malicious nodes. The work focuses on a MANET with Ad-hoc On-demand Distance Vector (AODV) Protocol. Most of the systems were developed with the assumption of a small network with limited number of neighbours. But with the introduction of reinforcement learning concepts this work tries to minimize those limitations. The main objective of the research is to introduce a new model which has the capability to detect malicious nodes that decrease the performance of a MANET significantly. The malicious behaviour is simulated with black holes that move randomly across the network. After identifying the technology stack and concepts of RL, system design was designed and the implementation was carried out. Then tests were performed and defects and further improvements were identified. The research deliverables concluded that the proposed model arranges for highly accurate and reliable trust improvement by detecting malicious nodes in a dynamic MANET environment.

2018-02-02
Noguchi, T., Yamamoto, T..  2017.  Black hole attack prevention method using dynamic threshold in mobile ad hoc networks. 2017 Federated Conference on Computer Science and Information Systems (FedCSIS). :797–802.

A mobile ad hoc network (MANET) is a collection of mobile nodes that do not need to rely on a pre-existing network infrastructure or centralized administration. Securing MANETs is a serious concern as current research on MANETs continues to progress. Each node in a MANET acts as a router, forwarding data packets for other nodes and exchanging routing information between nodes. It is this intrinsic nature that introduces the serious security issues to routing protocols. A black hole attack is one of the well-known security threats for MANETs. A black hole is a security attack in which a malicious node absorbs all data packets by sending fake routing information and drops them without forwarding them. In order to defend against a black hole attack, in this paper we propose a new threshold-based black hole attack prevention method. To investigate the performance of the proposed method, we compared it with existing methods. Our simulation results show that the proposed method outperforms existing methods from the standpoints of black hole node detection rate, throughput, and packet delivery rate.

Mohapatra, S., Siddappa, M..  2017.  Enhancing security for load balanced energy enhanced clustered bee ad hoc network using secret public keys. 2017 International Conference on Innovative Mechanisms for Industry Applications (ICIMIA). :343–348.

Mobile ad hoc network (MANET) is one of the most important and unique network in wireless network which has brought maximum mobility and scalability. It is suitable for environments that need on fly setup. A lot of challenges come with implementing these networks. The most sensitive challenge that MANET faces is making the MANET energy efficient at the same time handling the security issues. In this paper we are going to discuss the best routing for maximum energy saving which is Load Balanced Energy Enhanced Clustered Bee Ad Hoc Routing (LBEE) along with secured PKI scheme. LBEE which is inspired from swarm intelligence and follows the bee colony paradigm has been found as the best energy efficient method for the MANETs. In this paper along with energy efficiency care has been taken for security of all the nodes of the network. The best suiting security for the protocol has been chosen as the four key security scheme.

2017-08-02
Jangir, Sunil Kumar, Hemrajani, Naveen.  2016.  Evaluation of Black Hole, Wormhole and Sybil Attacks in Mobile Ad-hoc Networks. Proceedings of the Second International Conference on Information and Communication Technology for Competitive Strategies. :74:1–74:6.

A mobile ad hoc network (MANET) is an infrastructure-less network of various mobile devices and generally known for its self configuring behavior. MANET can communicate over relatively bandwidth constrained wireless links. Due to limited bandwidth battery power and dynamic network, topology routing in MANET is a challenging issue. Collaborative attacks are particularly serious issues in MANET. Attacks are liable to occur if routing algorithms fail to detect prone threats and to find as well as remove malicious nodes. Our objective is to examine and improve the performance of network diminished by variety of attacks. The performance of MANET network is examined under Black hole, Wormhole and Sybil attacks using Performance matrices and then major issues which are related to these attacks are addressed.

Patidar, Divya, Dubey, Jigyasu.  2016.  A Hybrid Approach for Dynamic Intrusion Detection, Enhancement of Performance and Security in MANET. Proceedings of the Second International Conference on Information and Communication Technology for Competitive Strategies. :81:1–81:5.

Mobile ad hoc networking (MANET) has been most popular research area for last decade. In MANET node (mobile node) is communicate with each other over wireless link where all nodes behave like both as host and router. In comparison with wired networks, mobile network is more vulnerable to security threat because of no centralized administration. One of the momentous routing protocols used in MANET is AODV (Ad hoc On demand Distance Vector) protocol. The Ad hoc On demand Distance Vector (AODV) protocol is compromised with its security by a various types of attacks due to malicious nodes present in the network. A hybrid approach is given for intrusion detection by removing malicious nodes during the route discovery process. The proposed approach increases the network performance in terms of PDR, throughput and end to end delay and security also.

Chaudhary, Rashmi, Ragiri, Prakash Rao.  2016.  Implementation and Analysis of Blackhole Attack in AODV Routing Protocol. Proceedings of the Second International Conference on Information and Communication Technology for Competitive Strategies. :112:1–112:5.

MANET (Mobile ad-hoc network) is a wireless network. Several mobile nodes are present in MANET. It has various applications ranging from military to remote area communication. Several routing protocols are designed for routing of the packets in the network. AODV (ad hoc on demand vector) is one such protocol. Since, nodes are mobile in the network, security is a main concern. Blackhole attack is a network layer attack that tries to hamper the routing process. In this attack the data packets are dropped. The paper focuses on the analysis of AODV routing protocol under blackhole attack. First we have implemented blackhole attack in AODV and then analyzed the impact of blackhole attack on AODV under metrics like throughput, end to end delay and packet delivery fraction.

Mudgal, Richa, Gupta, Rohit.  2016.  An Efficient Approach for Wormhole Detection in MANET. Proceedings of the Second International Conference on Information and Communication Technology for Competitive Strategies. :29:1–29:6.

A MANET is a collection of self-configured node connected with wireless links. Each node of a mobile ad hoc network acts as a router and finds out a suitable route to forward a packet from source to destination. This network is applicable in areas where establishment of infrastructure is not possible, such as in the military environment. Along with the military environment MANET is also used in civilian environment such as sports stadiums, meeting room. The routing functionality of each node is cause of many security threats on routing. In this paper addressed the problem of identifying and isolating wormhole attack that refuse to forward packets in wireless mobile ad hoc network. The impact of this attack has been shown to be detrimental to network performance, lowering the packet delivery ratio and dramatically increasing the end-to-end delay. Proposed work suggested the efficient and secure routing in MANET. Using this approach of buffer length and RTT calculation, routing overhead minimizes. This research is based on detection and prevention of wormhole attacks in AODV. The proposed protocol is simulated using NS-2 and its performance is compared with the standard AODV protocol. The statistical analysis shows that modified AODV protocol detects wormhole attack efficiently and provides secure and optimum path for routing.

Amir, Mohammad, Nagar, Dhanroop Mal, Baghela, Vinay.  2016.  Secure DSR Routing Protocol Based on Homomorphic Digital Signature. Proceedings of the International Conference on Advances in Information Communication Technology & Computing. :84:1–84:5.

Mobile Ad-Hoc Network is a wireless networking exemplar of mobile hosts which are connected by wireless links without usual routing infrastructure and link fixed routers. Dynamic Source Routing (DSR) is one of the extensively used routing protocol for packet transfer from source to destination. It relies on maintaining most recent information, for which, each adhoc node maintains hop count and sequence number field. They are vulnerable to security attacks due to their mutable nature. Analogously, routing updates are transmitted in clear text, which again poses a security hazard. In this paper, we will propose an improved version of DSR routing protocol using Homomorphic Encryption Scheme which prevents pollution attack and accomplishes in maintaining Integrity Security Standard by following minimum hop count path. HDSR routing scheme is evaluated by simulation and results show that improved throughput and ETE delay can be obtained.

Santhi, G..  2016.  An Efficient Intrusion Detection System Based on Adaptive Acknowledgement with Digital Signature Scheme in MANETs. Proceedings of the International Conference on Informatics and Analytics. :103:1–103:5.

Mobile Ad hoc NETworks (MANETs) is a collection of mobile nodes and they can communicate with each other over the wireless medium without any fixed infrastructure. In MANETs any node can join and leave the network at any time and this makes MANETs vulnerable to a malicious attackers. Hence, it is necessary to develop an efficient intrusion-detection system to safeguard the MANET from attacks. In this paper, an Enhanced Adaptive Acknowledgement with Digital Signature Algorithm namely (EAACK-DSA) has been proposed which can detect and isolate the malicious nodes. This algorithm is based on the acknowledgement packet and hence all acknowledgement packets are digitally signed before transmission. The proposed algorithm can be integrated with any source routing protocol and EAACK-DSA gives a better malicious-behavior-detection than the conventional approaches.

2017-06-05
Sterbenz, James P.G..  2016.  Drones in the Smart City and IoT: Protocols, Resilience, Benefits, and Risks. Proceedings of the 2Nd Workshop on Micro Aerial Vehicle Networks, Systems, and Applications for Civilian Use. :3–3.

Drones have quickly become ubiquitous for both recreational and serious use. As is frequently the case with new technology in general, their rapid adoption already far exceeds our legal, policy, and social ability to cope with such issues as privacy and interference with well-established commercial and military air space. While the FAA has issued rulings, they will almost certainly be challenged in court as disputes arise, for example, when property owners shoot drones down. It is clear that drones will provide a critical role in smart cities and be connected to, if not directly a part of the IoT (Internet of Things). Drones will provide an essential role in providing network relay connectivity and situational awareness, particularly in disaster assessment and recovery scenarios. As is typical for new network technologies, the deployment of the drone hardware far exceeds our research in protocols – extending our previous understanding of MANETs (mobile ad hoc networks) and DTNs (disruption tolerant networks) – and more importantly, management, control, resilience, security, and privacy concerns. This keynote address will discuss these challenges and consider future research directions.

Xu, Guangwu, Yan, Zheng.  2016.  A Survey on Trust Evaluation in Mobile Ad Hoc Networks. Proceedings of the 9th EAI International Conference on Mobile Multimedia Communications. :140–148.

Mobile Ad Hoc Network (MANET) is a multi-hop temporary and autonomic network comprised of a set of mobile nodes. MANETs have the features of non-center, dynamically changing topology, multi-hop routing, mobile nodes, limited resources and so on, which make it face more threats. Trust evaluation is used to support nodes to cooperate in a secure and trustworthy way through evaluating the trust of participating nodes in MANETs. However, many trust evaluation models proposed for MANETs still have many problems and shortcomings. In this paper, we review the existing researches, then analyze and compare the proposed trust evaluation models by presenting and applying uniform criteria in order to point out a number of open issues and challenges and suggest future research trends.

Singh, Neha, Singh, Saurabh, Kumar, Naveen, Kumar, Rakesh.  2016.  Key Management Techniques for Securing MANET. Proceedings of the ACM Symposium on Women in Research 2016. :77–80.

A Mobile Ad hoc Network (MANET) is a spontaneous network consisting of wireless nodes which are mobile and self-configuring in nature. Devices in MANET can move freely in any direction independently and change its link frequently to other devices. MANET does not have centralized infrastructure and its characteristics makes this network vulnerable to various kinds of attacks. Data transfer is a major problem due to its nature of unreliable wireless medium. Commonly used technique for secure transmission in wireless network is cryptography. Use of cryptography key is often involved in most of cryptographic techniques. Key management is main component in security issues of MANET and various schemes have been proposed for it. In this paper, a study on various kinds of key management techniques in MANET is presented.

2017-05-18
Schweitzer, Nadav, Stulman, Ariel, Shabtai, Asaf.  2016.  Neighbor Contamination to Achieve Complete Bottleneck Control. Proceedings of the 19th ACM International Conference on Modeling, Analysis and Simulation of Wireless and Mobile Systems. :247–253.

Black-holes, gray-holes and, wormholes, are devastating to the correct operation of any network. These attacks (among others) are based on the premise that packets will travel through compromised nodes, and methods exist to coax routing into these traps. Detection of these attacks are mainly centered around finding the subversion in action. In networks, bottleneck nodes -- those that sit on many potential routes between sender and receiver -- are an optimal location for compromise. Finding naturally occurring path bottlenecks, however, does not entitle network subversion, and as such are more difficult to detect. The dynamic nature of mobile ad-hoc networks (manets) causes ubiquitous routing algorithms to be even more susceptible to this class of attacks. Finding perceived bottlenecks in an olsr based manet, is able to capture between 50%-75% of data. In this paper we propose a method of subtly expanding perceived bottlenecks into complete bottlenecks, raising capture rate up to 99%; albeit, at high cost. We further tune the method to reduce cost, and measure the corresponding capture rate.

2017-03-13
Teke, R. J., Chaudhari, M. S., Prasad, R..  2016.  Impact of security enhancement over Autonomous Mobile Mesh Network (AMMNET). 2015 IEEE International Conference on Computational Intelligence and Computing Research (ICCIC). :1–6.

The Mobile Ad-hoc Networks (MANET) are suffering from network partitioning when there is group mobility and thus cannot efficiently provide connectivity to all nodes in the network. Autonomous Mobile Mesh Network (AMMNET) is a new class of MANET which will overcome the weakness of MANET, especially from network partitioning. However, AMMNET is vulnerable to routing attacks such as Blackhole attack in which malicious node can make itself as intragroup, intergroup or intergroup bridge router and disrupt the network. In AMMNET, To maintain connectivity, network survivability is an important aspect of reliable communication. Maintaning security is a challenge in the self organising nature of the topology. To address this weakness proposed approach measured the performance of the impact of security enhancement on AMMNET with the basis of bait detection scheme. Modified bait approach that will prevent blackhole node entering into the network and helps to maintain the reliability of the network. The proposed scheme uses the idea of Wumpus World concept from Artificial Intelligence. Modified bait scheme will prevent the blackhole attack and secures network.

2017-03-07
Rmayti, M., Begriche, Y., Khatoun, R., Khoukhi, L., Gaiti, D..  2015.  Flooding attacks detection in MANETs. 2015 International Conference on Cyber Security of Smart Cities, Industrial Control System and Communications (SSIC). :1–6.

Flooding attacks are well-known security threats that can lead to a denial of service (DoS) in computer networks. These attacks consist of an excessive traffic generation, by which an attacker aim to disrupt or interrupt some services in the network. The impact of flooding attacks is not just about some nodes, it can be also the whole network. Many routing protocols are vulnerable to these attacks, especially those using reactive mechanism of route discovery, like AODV. In this paper, we propose a statistical approach to defense against RREQ flooding attacks in MANETs. Our detection mechanism can be applied on AODV-based ad hoc networks. Simulation results prove that these attacks can be detected with a low rate of false alerts.

2015-12-07
Wei Liu, Ming Yu.  2014.  AASR: Authenticated Anonymous Secure Routing for MANETs in Adversarial Environments. Vehicular Technology, IEEE Transactions on. 63:4585-4593.

Anonymous communications are important for many of the applications of mobile ad hoc networks (MANETs) deployed in adversary environments. A major requirement on the network is the ability to provide unidentifiability and unlinkability for mobile nodes and their traffic. Although a number of anonymous secure routing protocols have been proposed, the requirement is not fully satisfied. The existing protocols are vulnerable to the attacks of fake routing packets or denial-of-service broadcasting, even the node identities are protected by pseudonyms. In this paper, we propose a new routing protocol, i.e., authenticated anonymous secure routing (AASR), to satisfy the requirement and defend against the attacks. More specifically, the route request packets are authenticated by a group signature, to defend against potential active attacks without unveiling the node identities. The key-encrypted onion routing with a route secret verification message is designed to prevent intermediate nodes from inferring a real destination. Simulation results have demonstrated the effectiveness of the proposed AASR protocol with improved performance as compared with the existing protocols.

2015-05-06
Desai, N.N., Diwanji, H., Shah, J.S..  2014.  A temporal packet marking detection scheme against MIRA attack in MANET. Engineering and Computational Sciences (RAECS), 2014 Recent Advances in. :1-5.

Mobile Ad-hoc Network is highly susceptible towards the security attacks due to its dynamic topology, resource constraint, energy constraint operations, limited physical security and lack of infrastructure. Misleading routing attack (MIRA) in MANET intend to delay packet to its fullest in order to generate time outs at the source as packets will not reach in time. Its main objective is to generate delay and increase network overhead. It is a variation to the sinkhole attack. In this paper, we have proposed a detection scheme to detect the malicious nodes at route discovery as well as at packet transmissions. The simulation results of MIRA attack indicate that though delay is increased by 91.30% but throughput is not affected which indicates that misleading routing attack is difficult to detect. The proposed detection scheme when applied to misleading routing attack suggests a significant decrease in delay.

Sumit, S., Mitra, D., Gupta, D..  2014.  Proposed Intrusion Detection on ZRP based MANET by effective k-means clustering method of data mining. Optimization, Reliabilty, and Information Technology (ICROIT), 2014 International Conference on. :156-160.

Mobile Ad-Hoc Networks (MANET) consist of peer-to-peer infrastructure less communicating nodes that are highly dynamic. As a result, routing data becomes more challenging. Ultimately routing protocols for such networks face the challenges of random topology change, nature of the link (symmetric or asymmetric) and power requirement during data transmission. Under such circumstances both, proactive as well as reactive routing are usually inefficient. We consider, zone routing protocol (ZRP) that adds the qualities of the proactive (IARP) and reactive (IERP) protocols. In ZRP, an updated topological map of zone centered on each node, is maintained. Immediate routes are available inside each zone. In order to communicate outside a zone, a route discovery mechanism is employed. The local routing information of the zones helps in this route discovery procedure. In MANET security is always an issue. It is possible that a node can turn malicious and hamper the normal flow of packets in the MANET. In order to overcome such issue we have used a clustering technique to separate the nodes having intrusive behavior from normal behavior. We call this technique as effective k-means clustering which has been motivated from k-means. We propose to implement Intrusion Detection System on each node of the MANET which is using ZRP for packet flow. Then we will use effective k-means to separate the malicious nodes from the network. Thus, our Ad-Hoc network will be free from any malicious activity and normal flow of packets will be possible.

Talawar, S.H., Maity, S., Hansdah, R.C..  2014.  Secure Routing with an Integrated Localized Key Management Protocol in MANETs. Advanced Information Networking and Applications (AINA), 2014 IEEE 28th International Conference on. :605-612.

A routing protocol in a mobile ad hoc network (MANET) should be secure against both the outside attackers which do not hold valid security credentials and the inside attackers which are the compromised nodes in the network. The outside attackers can be prevented with the help of an efficient key management protocol and cryptography. However, to prevent inside attackers, it should be accompanied with an intrusion detection system (IDS). In this paper, we propose a novel secure routing with an integrated localized key management (SR-LKM) protocol, which is aimed to prevent both inside and outside attackers. The localized key management mechanism is not dependent on any routing protocol. Thus, unlike many other existing schemes, the protocol does not suffer from the key management - secure routing interdependency problem. The key management mechanism is lightweight as it optimizes the use of public key cryptography with the help of a novel neighbor based handshaking and Least Common Multiple (LCM) based broadcast key distribution mechanism. The protocol is storage scalable and its efficiency is confirmed by the results obtained from simulation experiments.

Khatri, P..  2014.  Using identity and trust with key management for achieving security in Ad hoc Networks. Advance Computing Conference (IACC), 2014 IEEE International. :271-275.

Communication in Mobile Ad hoc network is done over a shared wireless channel with no Central Authority (CA) to monitor. Responsibility of maintaining the integrity and secrecy of data, nodes in the network are held responsible. To attain the goal of trusted communication in MANET (Mobile Ad hoc Network) lot of approaches using key management has been implemented. This work proposes a composite identity and trust based model (CIDT) which depends on public key, physical identity, and trust of a node which helps in secure data transfer over wireless channels. CIDT is a modified DSR routing protocol for achieving security. Trust Factor of a node along with its key pair and identity is used to authenticate a node in the network. Experience based trust factor (TF) of a node is used to decide the authenticity of a node. A valid certificate is generated for authentic node to carry out the communication in the network. Proposed method works well for self certification scheme of a node in the network.

Sumit, S., Mitra, D., Gupta, D..  2014.  Proposed Intrusion Detection on ZRP based MANET by effective k-means clustering method of data mining. Optimization, Reliabilty, and Information Technology (ICROIT), 2014 International Conference on. :156-160.

Mobile Ad-Hoc Networks (MANET) consist of peer-to-peer infrastructure less communicating nodes that are highly dynamic. As a result, routing data becomes more challenging. Ultimately routing protocols for such networks face the challenges of random topology change, nature of the link (symmetric or asymmetric) and power requirement during data transmission. Under such circumstances both, proactive as well as reactive routing are usually inefficient. We consider, zone routing protocol (ZRP) that adds the qualities of the proactive (IARP) and reactive (IERP) protocols. In ZRP, an updated topological map of zone centered on each node, is maintained. Immediate routes are available inside each zone. In order to communicate outside a zone, a route discovery mechanism is employed. The local routing information of the zones helps in this route discovery procedure. In MANET security is always an issue. It is possible that a node can turn malicious and hamper the normal flow of packets in the MANET. In order to overcome such issue we have used a clustering technique to separate the nodes having intrusive behavior from normal behavior. We call this technique as effective k-means clustering which has been motivated from k-means. We propose to implement Intrusion Detection System on each node of the MANET which is using ZRP for packet flow. Then we will use effective k-means to separate the malicious nodes from the network. Thus, our Ad-Hoc network will be free from any malicious activity and normal flow of packets will be possible.

Saini, V.K., Kumar, V..  2014.  AHP, fuzzy sets and TOPSIS based reliable route selection for MANET. Computing for Sustainable Global Development (INDIACom), 2014 International Conference on. :24-29.

Route selection is a very sensitive activity for mobile ad-hoc network (MANET) and ranking of multiple routes from source node to destination node can result in effective route selection and can provide many other benefits for better performance and security of MANET. This paper proposes an evaluation model based on analytical hierarchy process (AHP), fuzzy sets and technique for order performance by similarity to ideal solution (TOPSIS) to provide a useful solution for ranking of routes. The proposed model utilizes AHP to acquire criteria weights, fuzzy sets to describe vagueness with linguistic values and triangular fuzzy numbers, and TOPSIS to obtain the final ranking of routes. Final ranking of routes facilitates selection of best and most reliable route and provide alternative options for making a robust Mobile Ad-hoc network.

Chaudhary, A., Kumar, A., Tiwari, V.N..  2014.  A reliable solution against Packet dropping attack due to malicious nodes using fuzzy Logic in MANETs. Optimization, Reliabilty, and Information Technology (ICROIT), 2014 International Conference on. :178-181.

The recent trend of mobile ad hoc network increases the ability and impregnability of communication between the mobile nodes. Mobile ad Hoc networks are completely free from pre-existing infrastructure or authentication point so that all the present mobile nodes which are want to communicate with each other immediately form the topology and initiates the request for data packets to send or receive. For the security perspective, communication between mobile nodes via wireless links make these networks more susceptible to internal or external attacks because any one can join and move the network at any time. In general, Packet dropping attack through the malicious node (s) is one of the possible attack in the mobile ad hoc network. This paper emphasized to develop an intrusion detection system using fuzzy Logic to detect the packet dropping attack from the mobile ad hoc networks and also remove the malicious nodes in order to save the resources of mobile nodes. For the implementation point of view Qualnet simulator 6.1 and Mamdani fuzzy inference system are used to analyze the results. Simulation results show that our system is more capable to detect the dropping attacks with high positive rate and low false positive.