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A Probabilistic Misbehavior Detection Scheme towards 
Efficient Trust Establishment in Delay-tolerant Networks 
ABSTRACT: 
Malicious and selfish behaviors represent a serious threat against routing in 
Delay/Disruption Tolerant Networks (DTNs). Due to the unique network 
characteristics, designing a misbehavior detection scheme in DTN is regarded as a 
great challenge. In this paper, we propose iTrust, a probabilistic misbehavior 
detection scheme, for secure DTN routing towards efficient trust establishment. 
The basic idea of iTrust is introducing a periodically available Trusted Authority 
(TA) to judge the node’s behavior based on the collected routing evidences and 
probabilistically checking. We model iTrust as the Inspection Game and use game 
theoretical analysis to demonstrate that, by setting an appropriate investigation 
probability, TA could ensure the security of DTN routing at a reduced cost. To 
further improve the efficiency of the proposed scheme, we correlate detection 
probability with a node’s reputation, which allows a dynamic detection probability 
determined by the trust of the users. The extensive analysis and simulation results 
show that the proposed scheme substantiates the effectiveness and efficiency of the 
proposed scheme.
EXISTING SYSTEM: 
In DTNs, a node could misbehave by dropping packets intentionally even when it 
has the capability to forward the data (e.g., sufficient buffers and meeting 
opportunities). Routing misbehavior can be caused by selfish (or rational) nodes 
that try to maximize their own benefits by enjoying the services provided by DTN 
while refusing to forward the bundles for others, or malicious nodes that drop 
packets or modifying the packets to launch attacks. 
Recently, there are quite a few proposals for misbehaviors detection in DTNs, most 
of which are based on forwarding history verification (e.g., multi-layered credit, 
three-hop feedback mechanism, or encounter ticket), which are costly in terms of 
transmission overhead and verification cost. The security overhead incurred by 
forwarding history checking is critical for a DTN since expensive security 
operations will be translated into more energy consumptions, which represents a 
fundamental challenge in resource constrained DTN. 
DISADVANTAGES OF EXISTING SYSTEM: 
 Malicious and selfish behaviors represent a serious threat against routing in 
Delay/Disruption Tolerant Networks (DTNs). 
 Due to the unique network characteristics, designing a misbehavior detection 
scheme in DTN is regarded as a great challenge.
 Even though the existing misbehavior detection schemes work well for the 
traditional wireless networks, the unique network characteristics including 
lack of contemporaneous path, high variation in network conditions, 
difficulty to predict mobility patterns, and long feedback delay, have made 
the neighborhood monitoring based misbehavior detection scheme 
unsuitable for DTNs 
PROPOSED SYSTEM: 
 In this paper, we propose iTrust, a probabilistic misbehavior detection 
scheme, for secure DTN routing towards efficient trust establishment. 
 The basic idea of iTrust is introducing a periodically available Trusted 
Authority (TA) to judge the node’s behavior based on the collected routing 
evidences and probabilistically checking. 
ADVANTAGES OF PROPOSED SYSTEM: 
 Reduce the detection overhead effectively. 
 Improved Security. 
 Improved Efficiency. 
 Will reduce transmission overhead incurred by misbehavior detection and 
detect the malicious nodes effectively.
SYSTEM ARCHITECTURE: 
MODULES: 
 System Model 
 Routing Model 
 Threat Model 
 Itrust Scheme
MODULES DESCRIPTION: 
System Model 
In this paper, we adopt the system model where we consider a normal DTN 
consisted of mobile devices owned by individual users. Each node i is assumed to 
have a unique ID Ni and a corresponding public/private key pair. We assume that 
each node must pay a deposit C before it joins the network, and the deposit will be 
paid back after the node leaves if there is no misbehavior activity of the node. We 
assume that a periodically available TA exists so that it could take the 
responsibility of misbehavior detection in DTN. For a specific detection target Ni, 
TA will request Ni’s forwarding history in the global network. Therefore, each 
node will submit its collected Ni’s forwarding history to TA via two possible 
approaches. In some hybrid DTN network environment, the transmission between 
TA and each node could be also performed in a direct transmission manner (e.g., 
WIMAX or cellular networks). We argue that since the misbehavior detection is 
performed periodically, the message transmission could be performed in a batch 
model, which could further reduce the transmission overhead.
Routing Model 
We adopt the single-copy routing mechanism such as First Contact routing 
protocol, and we assume the communication range of a mobile node is finite. Thus 
a data sender out of destination node’s communication range can only transmit 
packetized data via a sequence of intermediate nodes in a multi-hop manner. Our 
misbehaving detection scheme can be applied to delegation based routing protocols 
or multi-copy based routing ones, such as MaxProp and ProPHET. We assume that 
the network is loosely synchronized (i.e., any two nodes should be in the same time 
slot at any time). 
Threat Model 
First of all, we assume that each node in the networks is rational and a rational 
node’s goal is to maximize its own profit. In this work, we mainly consider two 
kinds of DTN nodes: selfish nodes and malicious nodes. Due to the selfish nature 
and energy consuming, selfish nodes are not willing to forward bundles for others 
without sufficient reward. As an adversary, the malicious nodes arbitrarily drop 
others’ bundles (blackhole or greyhole attack), which often take place beyond 
others’ observation in a sparse DTN, leading to serious performance degradation.
Note that any of the selfish actions above can be further complicated by the 
collusion of two or more nodes. 
Itrust Scheme 
In this section, we will present a novel basic iTrust scheme for misbehavior 
detection scheme in DTNs. The basic iTrust has two phases, including Routing 
Evidence Generation Phase and Routing Evidence Auditing Phase. In the evidence 
generation phase, the nodes will generate contact and data forwarding evidence for 
each contact or data forwarding. In the subsequent auditing phase, TA will 
distinguish the normal nodes from the misbehaving nodes. 
SYSTEM REQUIREMENTS: 
HARDWARE REQUIREMENTS: 
• System : Pentium IV 2.4 GHz. 
• Hard Disk : 40 GB. 
• Floppy Drive : 1.44 Mb. 
• Monitor : 15 VGA Colour. 
• Mouse : Logitech.
• Ram : 512 Mb. 
SOFTWARE REQUIREMENTS: 
• Operating system : - Windows XP. 
• Coding Language : C#.Net. 
• Data Base : SQL Server 2005 
REFERENCE: 
Haojin Zhu, Member, IEEE, Suguo Du, Zhaoyu Gao, Student Member, IEEE, 
Mianxiong Dong, Member, IEEE, and Zhenfu Cao, Senior Member, IEEE, “A 
Probabilistic Misbehavior Detection Scheme towards Efficient Trust Establishment 
in Delay-tolerant Networks”, IEEE TRANSACTIONS ON PARALLEL AND 
DISTRIBUTED SYSTEMS, 2014.

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  • 1. A Probabilistic Misbehavior Detection Scheme towards Efficient Trust Establishment in Delay-tolerant Networks ABSTRACT: Malicious and selfish behaviors represent a serious threat against routing in Delay/Disruption Tolerant Networks (DTNs). Due to the unique network characteristics, designing a misbehavior detection scheme in DTN is regarded as a great challenge. In this paper, we propose iTrust, a probabilistic misbehavior detection scheme, for secure DTN routing towards efficient trust establishment. The basic idea of iTrust is introducing a periodically available Trusted Authority (TA) to judge the node’s behavior based on the collected routing evidences and probabilistically checking. We model iTrust as the Inspection Game and use game theoretical analysis to demonstrate that, by setting an appropriate investigation probability, TA could ensure the security of DTN routing at a reduced cost. To further improve the efficiency of the proposed scheme, we correlate detection probability with a node’s reputation, which allows a dynamic detection probability determined by the trust of the users. The extensive analysis and simulation results show that the proposed scheme substantiates the effectiveness and efficiency of the proposed scheme.
  • 2. EXISTING SYSTEM: In DTNs, a node could misbehave by dropping packets intentionally even when it has the capability to forward the data (e.g., sufficient buffers and meeting opportunities). Routing misbehavior can be caused by selfish (or rational) nodes that try to maximize their own benefits by enjoying the services provided by DTN while refusing to forward the bundles for others, or malicious nodes that drop packets or modifying the packets to launch attacks. Recently, there are quite a few proposals for misbehaviors detection in DTNs, most of which are based on forwarding history verification (e.g., multi-layered credit, three-hop feedback mechanism, or encounter ticket), which are costly in terms of transmission overhead and verification cost. The security overhead incurred by forwarding history checking is critical for a DTN since expensive security operations will be translated into more energy consumptions, which represents a fundamental challenge in resource constrained DTN. DISADVANTAGES OF EXISTING SYSTEM:  Malicious and selfish behaviors represent a serious threat against routing in Delay/Disruption Tolerant Networks (DTNs).  Due to the unique network characteristics, designing a misbehavior detection scheme in DTN is regarded as a great challenge.
  • 3.  Even though the existing misbehavior detection schemes work well for the traditional wireless networks, the unique network characteristics including lack of contemporaneous path, high variation in network conditions, difficulty to predict mobility patterns, and long feedback delay, have made the neighborhood monitoring based misbehavior detection scheme unsuitable for DTNs PROPOSED SYSTEM:  In this paper, we propose iTrust, a probabilistic misbehavior detection scheme, for secure DTN routing towards efficient trust establishment.  The basic idea of iTrust is introducing a periodically available Trusted Authority (TA) to judge the node’s behavior based on the collected routing evidences and probabilistically checking. ADVANTAGES OF PROPOSED SYSTEM:  Reduce the detection overhead effectively.  Improved Security.  Improved Efficiency.  Will reduce transmission overhead incurred by misbehavior detection and detect the malicious nodes effectively.
  • 4. SYSTEM ARCHITECTURE: MODULES:  System Model  Routing Model  Threat Model  Itrust Scheme
  • 5. MODULES DESCRIPTION: System Model In this paper, we adopt the system model where we consider a normal DTN consisted of mobile devices owned by individual users. Each node i is assumed to have a unique ID Ni and a corresponding public/private key pair. We assume that each node must pay a deposit C before it joins the network, and the deposit will be paid back after the node leaves if there is no misbehavior activity of the node. We assume that a periodically available TA exists so that it could take the responsibility of misbehavior detection in DTN. For a specific detection target Ni, TA will request Ni’s forwarding history in the global network. Therefore, each node will submit its collected Ni’s forwarding history to TA via two possible approaches. In some hybrid DTN network environment, the transmission between TA and each node could be also performed in a direct transmission manner (e.g., WIMAX or cellular networks). We argue that since the misbehavior detection is performed periodically, the message transmission could be performed in a batch model, which could further reduce the transmission overhead.
  • 6. Routing Model We adopt the single-copy routing mechanism such as First Contact routing protocol, and we assume the communication range of a mobile node is finite. Thus a data sender out of destination node’s communication range can only transmit packetized data via a sequence of intermediate nodes in a multi-hop manner. Our misbehaving detection scheme can be applied to delegation based routing protocols or multi-copy based routing ones, such as MaxProp and ProPHET. We assume that the network is loosely synchronized (i.e., any two nodes should be in the same time slot at any time). Threat Model First of all, we assume that each node in the networks is rational and a rational node’s goal is to maximize its own profit. In this work, we mainly consider two kinds of DTN nodes: selfish nodes and malicious nodes. Due to the selfish nature and energy consuming, selfish nodes are not willing to forward bundles for others without sufficient reward. As an adversary, the malicious nodes arbitrarily drop others’ bundles (blackhole or greyhole attack), which often take place beyond others’ observation in a sparse DTN, leading to serious performance degradation.
  • 7. Note that any of the selfish actions above can be further complicated by the collusion of two or more nodes. Itrust Scheme In this section, we will present a novel basic iTrust scheme for misbehavior detection scheme in DTNs. The basic iTrust has two phases, including Routing Evidence Generation Phase and Routing Evidence Auditing Phase. In the evidence generation phase, the nodes will generate contact and data forwarding evidence for each contact or data forwarding. In the subsequent auditing phase, TA will distinguish the normal nodes from the misbehaving nodes. SYSTEM REQUIREMENTS: HARDWARE REQUIREMENTS: • System : Pentium IV 2.4 GHz. • Hard Disk : 40 GB. • Floppy Drive : 1.44 Mb. • Monitor : 15 VGA Colour. • Mouse : Logitech.
  • 8. • Ram : 512 Mb. SOFTWARE REQUIREMENTS: • Operating system : - Windows XP. • Coding Language : C#.Net. • Data Base : SQL Server 2005 REFERENCE: Haojin Zhu, Member, IEEE, Suguo Du, Zhaoyu Gao, Student Member, IEEE, Mianxiong Dong, Member, IEEE, and Zhenfu Cao, Senior Member, IEEE, “A Probabilistic Misbehavior Detection Scheme towards Efficient Trust Establishment in Delay-tolerant Networks”, IEEE TRANSACTIONS ON PARALLEL AND DISTRIBUTED SYSTEMS, 2014.