How to Implement Network Multi Attacks Detection in OMNeT++
To implement the multi-attack detection in OMNeT++ includes generating a network simulation that can identify and respond to various kinds of attacks happening concurrently or in sequence. The aim is to improve a detection system that can find and separate among these attacks and take suitable action. It involves several attacks like Distributed Denial of Service (DDoS), Man-in-the-Middle (MitM), malware propagation, and more.
Steps to Implement Network Multi-Attack Detection in OMNeT++
- Define the Network Environment:
- Set up a network with numerous nodes, like routers, workstations, servers, and a Multi-Attack Detection System (MADS) that observes the network for several kinds of attacks.
simple WorkstationModule
{
parameters:
@display(“i=block/pc”);
gates:
inout ethg;
}
simple ServerModule
{
parameters:
@display(“i=block/server”);
gates:
inout ethg;
}
simple RouterModule
{
parameters:
@display(“i=block/router”);
gates:
inout ethg;
}
simple MultiAttackDetectionModule
{
parameters:
@display(“i=block/shield”);
gates:
inout monitorGate;
}
network MultiAttackDetectionNetwork
{
submodules:
workstation: WorkstationModule;
server: ServerModule;
router: RouterModule;
mads: MultiAttackDetectionModule;
connections:
workstation.ethg <–> router.ethg[0];
server.ethg <–> router.ethg[1];
router.ethg[2] –> mads.monitorGate; // Mirror traffic to the MADS
}
- Simulate Multiple Types of Attacks:
- Mimic several kinds of attacks, like DDoS, MitM, and malware propagation. Each attack can be denoted by particular traffic patterns or packet characteristics.
class WorkstationModule : public cSimpleModule {
protected:
virtual void initialize() override {
// Start generating traffic
scheduleAt(simTime() + par(“startTime”), new cMessage(“generateTraffic”));
}
virtual void handleMessage(cMessage *msg) override {
if (strcmp(msg->getName(), “generateTraffic”) == 0) {
generateTraffic();
scheduleAt(simTime() + par(“interval”), msg);
} else {
cPacket *pkt = check_and_cast<cPacket*>(msg);
processPacket(pkt);
delete pkt;
}
}
void generateTraffic() {
// Normal traffic simulation
cPacket *normalPkt = new cPacket(“normalTraffic”);
send(normalPkt, “ethg$o”);
// Simulate DDoS attack
if (uniform(0, 1) < par(“ddosProbability”)) {
cPacket *ddosPkt = new cPacket(“DDoSTraffic”);
ddosPkt->addPar(“isDDoS”) = true;
send(ddosPkt, “ethg$o”);
EV << “Simulating DDoS attack” << endl;
}
// Simulate MitM attack
if (uniform(0, 1) < par(“mitmProbability”)) {
cPacket *mitmPkt = new cPacket(“MitMTraffic”);
mitmPkt->addPar(“isMitM”) = true;
send(mitmPkt, “ethg$o”);
EV << “Simulating MitM attack” << endl;
}
// Simulate malware propagation
if (uniform(0, 1) < par(“malwareProbability”)) {
cPacket *malwarePkt = new cPacket(“MalwareTraffic”);
malwarePkt->addPar(“isMalware”) = true;
send(malwarePkt, “ethg$o”);
EV << “Simulating malware propagation” << endl;
}
}
void processPacket(cPacket *pkt) {
EV << “Packet received: ” << pkt->getName() << endl;
}
};
- Implement Multi-Attack Detection Logic:
- Improve the Multi-Attack Detection Module (MADS) that can identify various kinds of attacks based on traffic analysis, pattern recognition, or signature matching.
class MultiAttackDetectionModule : public cSimpleModule {
private:
int ddosDetections = 0;
int mitmDetections = 0;
int malwareDetections = 0;
protected:
virtual void handleMessage(cMessage *msg) override {
cPacket *pkt = check_and_cast<cPacket*>(msg);
if (detectDDoS(pkt)) {
ddosDetections++;
EV << “DDoS attack detected: ” << pkt->getName() << endl;
} else if (detectMitM(pkt)) {
mitmDetections++;
EV << “MitM attack detected: ” << pkt->getName() << endl;
} else if (detectMalware(pkt)) {
malwareDetections++;
EV << “Malware detected: ” << pkt->getName() << endl;
} else {
// Normal packet processing
}
delete pkt;
}
bool detectDDoS(cPacket *pkt) {
return pkt->par(“isDDoS”).boolValue();
}
bool detectMitM(cPacket *pkt) {
return pkt->par(“isMitM”).boolValue();
}
bool detectMalware(cPacket *pkt) {
return pkt->par(“isMalware”).boolValue();
}
virtual void finish() override {
recordScalar(“DDoS Detections”, ddosDetections);
recordScalar(“MitM Detections”, mitmDetections);
recordScalar(“Malware Detections”, malwareDetections);
EV << “Total DDoS detections: ” << ddosDetections << endl;
EV << “Total MitM detections: ” << mitmDetections << endl;
EV << “Total Malware detections: ” << malwareDetections << endl;
}
};
- Implement Response Mechanisms:
- Once an attack is discovered, the MADS can trigger response mechanisms like alerting administrators, or isolating compromised nodes, blocking traffic.
class ResponseModule : public cSimpleModule {
protected:
virtual void handleMessage(cMessage *msg) override {
cPacket *pkt = check_and_cast<cPacket*>(msg);
if (pkt->par(“isDDoS”).boolValue() || pkt->par(“isMitM”).boolValue() || pkt->par(“isMalware”).boolValue()) {
// Respond to the detected attack
EV << “Blocking malicious packet: ” << pkt->getName() << endl;
delete pkt;
} else {
send(pkt, “ethg$o”);
}
}
};
- Simulate and Evaluate Multi-Attack Detection:
- Run the simulation with many situations to estimate how well the MADS detects numerous types of attacks, both separately and concurrently. Examine metrics like detection accuracy, false positives, and response times.
virtual void finish() override {
// Collect and record metrics about the multi-attack detection system’s performance
}
Example Scenario: Simultaneous DDoS and Malware Detection
In this setup, the MADS observes network traffic for numerous attack categories, containing DDoS and malware propagation. When an attack is detected, the MADS reacts by blocking the malicious traffic and informing the network administrator. The simulation can be used to learn how efficiently the MADS manages simultaneous attacks and how it impacts network performance.
In this paper, we are given effective informations and steps to execute the network Multi Attacks Detection using OMNeT++. More details will be provided as per your needs. To implement Network Multi Attacks Detection on the Omnet++ tool, we will offer comprehensive support. For the finest implementation advice suited to your needs, trust the omnet-manual.com team.