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Academic Project Report - M.Sc. IT IMS & CS (Integrated)
Gujarat Uni | Batch 2022-2023
A comprehensi on Security Operations Center (SOC) implementation, Network Security Monitoring, and defensi operations with practical incident response demonstrations.
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This project demonstrates defensi operations from a Security Operations Center perspecti on threat detection, in, and incident response using enterprise-grade NSM tools and frameworks.
* ✅ SOC Implementation: Four-tier operational model (Triage → In → Threat Hunting → Management).
* ✅ Network Security Monitoring: Full deployment of Security Onion with IDS/IPS, SIEM, and packet analysis.
* ✅ Threat Intelligence: Integration of MISP, CVE/CWE databases, YARA rules, and threat feeds.
* ✅ Real Incident Analysis: Complete in of Remcos RAT malware infection.
* ✅ Assessment: Open with CVSS v3.1 risk scoring.
* ✅ Industry Standards: NIST frameworks, MITRE ATT&CK, OWASP best practices.
Core Problem Addressed: Human error accounts for 95% of security breaches (IBM Study). This project demonstrates detection and response capabilities to mitigate threats that bypass traditional security controls.
Focus Areas:
* Security Operations Center workflows (Tier 1-4 operations)
* Network Security Monitoring and packet analysis
* SIEM deployment and log correlation
* Threat intelligence integration and IOC management
* assessment and risk management
* Real-world incident in and response
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This project demonstrates proficiency in:
* Network Security Monitoring: Packet capture analysis, session tracking, traffic correlation.
* SIEM Operations: Log aggregation, query de, alert correlation, dashboard creation.
* Incident Response: Alert triage, in workflows, IOC extraction, timeline reconstruction.
* Threat Intelligence: MISP platform, threat feeds, IOC sharing, reputation checking.
* Management: Open, C, risk assessment.
* Malware Analysis: File hashing, beha analysis, C2 detection.
* IDS/IPS: Snort/Suricata rule de, signature tuning, false positi.
* Defensi operations and SOC workflows
* Network traffic analysis and anomaly detection
* Threat hunting and proacti
* Security information and event management (SIEM)
* assessment and risk management
* Incident response and forensic in
* Security tool deployment and configuration
* Technical documentation and incident reporting
* Risk assessment and impact analysis
* Compliance frameworks (NIST, OWASP, MITRE ATT&CK)
* Threat intelligence research and analysis
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* Offensive Security
* InfoSec Color Wheel and team structure
* CIA Triad framework
* Core Security Problem: Human error analysis (skill-based )
* Management: Lifecycle, CVSS v3.1 scoring, CVE/CWE databases
* Risk Management: NIST SP 800-30 framework, risk assessment procedures
* Threat Management: IOCs, IOAs, threat intelligence lifecycle
* Tools Implemented: OpenVAS, YARA, LOKI, MISP
* SOC Model: Four-tier operations (T1: Triage, T2: In, T3: Hunting, T4: Management)
* Data Types: Full packet capture, session data, transaction logs, alert data, statistical analysis
* Alert Sources: Snort, Suricata, Zeek, OSSEC
* SIEM Platform: ELK Stack (Elasticsearch, Logstash, Kibana)
* Tools & Workflows: Sguil, Wireshark, NetFlow, Cisco Talos Intelligence
* Real-world in of Remcos RAT infection (March 19, 2019)
* Multi-tool correlation analysis
* IOC extraction and documentation
* Remediation recommendations
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| Tool | Category | Purpose |
| --- | --- | --- |
| Security Onion | NSM Platform | Integrated security monitoring suite |
| Snort 2.9 | NIDS | Signature-based intrusion detection |
| Suricata | NIDS | Multi-threaded IDS with GPU support |
| Zeek (Bro) | NSM | Beha analysis and protocol parsing |
| OSSEC/Wazuh | HIDS | Host-based intrusion detection |
| Tool | Category | Purpose |
| --- | --- | --- |
| Elasticsearch | Search Engine | Log indexing and search |
| Logstash | Data Pipeline | Log collection and normalization |
| Kibana | | Dashboards and data exploration |
| Sguil | Alert Console | IDS alert management and correlation |
| Wireshark | Packet Analysis | Deep packet inspection |
| Tool | Category | Purpose |
| --- | --- | --- |
| MISP | TIP | Threat information sharing platform |
| Cisco Talos | Threat Feed | File reputation and IOC |
| | File Analysis | Malware scanning and reputation |
| YARA | Pattern Matching | Malware signature detection |
| LOKI | IOC Scanner | Host-based IOC detection |
| Tool | Category | Purpose |
| --- | --- | --- |
| OpenVAS | Scanner | Network discovery |
| GVM | Management | Greenbone Manager |
| C | Risk Scoring | se rating |
* Workstation 16 Pro: for isolated lab
* TryHackMe: Hands-on cybersecurity training rooms
* Kali Linux 2021: Penetration testing distribution
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Hardware/:
Software Stack:
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Four-Tier Operation Structure:
Data Collection Types:
| Type | Description | Retention |
|------|-------------|-----------|
| Full Packet Capture | Complete network con | 7 days |
| Session Data | Connection metadata (5-tuple) | 30 days |
| Transaction Logs | HTTP, DNS, SSL, SMB protocols | 90 days |
| Alert Data | IDS/IPS signature matches | 1 year |
| Statistical Data | Beha analytics | Real-time |
Alert Sources:
* Snort: 50,000+ community rules (GPL, ET, VRT)
* Zeek: Beha detection and protocol analysis
* Suricata: Multi-threaded signature matching
* OSSEC: Host-based file integrity and log monitoring
Elasticsearch:
* Log indexing and search engine
* RESTful API for queries
* Distributed NoSQL architecture
Logstash:
* Data ingestion and normalization
* Multi-source log collection
* Field parsing and enrichment
Kibana:
* Real-time dashboards
* Custom
* Sa and filters
Sguil:
* Alert correlation console
* Event categorization
* Pivot to packet captures
Snort Rule Example:
Detection Capabilities:
* Signature-based detection (Snort, Suricata)
* Beha analysis (Zeek)
* Protocol anomalies
* File extraction and analysis
* C2 communication detection
MISP Platform:
* Event tracking and IOC management
* Taxonomies: MITRE ATT&CK, TLP, PAP
* API integration with SIEM
* Automated IOC sharing
Threat Feeds:
* Cisco Talos Intelligence
* Emerging Threats ruleset
* CVE/CWE databases
* file reputation
* AbuseIPDB IP reputation
Open:
* Network service discovery
* detection and C
* Authenticated scans
* Compliance auditing
CVSS v3.1 Scoring:
Custom Malware Detection:
Integration:
* LOKI IOC scanner for host scanning
* rule feed for latest signatures
* Custom rules for organization-specific threats
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Incident Timeline - March 19, 2019
In Tools:
| Tool | Purpose | Findings |
|------|---------|----------|
| Sguil | Alert correlation | 12 related alerts, CNT=8 |
| Wireshark | Packet analysis | Extracted test1.exe and F4.exe |
| Kibana | Log | HTTP requests, DNS queries |
| Cisco Talos | File reputation | Confirmed malware hashes |
| Zeek | Transaction logs | File details, HTTP metadata |
IOCs Extracted:
Remediation Actions:
1. ✅ Isolated infected host (10.0.90.215) from network
2. ✅ Blocked C2 IPs at firewall
3. ✅ Deployed Snort rule for Remcos detection
4. ✅ Updated malware signatures in AV
5. ✅ Shared IOCs via MISP
6. ✅ Conducted full network sweep for lateral mo
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This project follows the NIST CSF fi structure:
Techniques Observed in Case Study:
| Tactic | Technique | ID |
|--------|-----------|-----|
| Initial Access | Drive-by Compromise | T1189 |
| Execution | User Execution | T1204 |
| Persistence | Registry Run Keys | T1547 |
| Defense E | Obfuscated Files | T1027 |
| Credential Access | Input Capture (Keylogging) | T1056 |
| Discovery | System Information Discovery | T1082 |
| Lateral Mo | Exploitation of Remote Services | T1210 |
| Collection | Automated Collection | T1119 |
| Command and Control | Standard Non-Application Port | T1571 |
| Exfiltration | Exfiltration Over C2 Channel | T1041 |
* Authorized Testing: All demonstrations in controlled lab (TryHackMe, Security Onion)
* No Harm: Purpose-built en only
* Responsible Disclosure: Focus on defense and remediation
* Educational Purpose: Academic research and learning
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This is an academic research project completed for the M.Sc. IT IMS & CS program at Gujarat Uni. The study demonstrates defensi operations through controlled lab en.
Academic Details:
* Institution: Gujarat Uni
* Program: M.Sc. IT IMS & CS (Integrated) - Semester 7
* Mentor: Prof. Nirali Chavda
* Submission: December 31, 2022
✅ Authorized Testing: All demonstrations conducted in isolated lab en
✅ No Unauthorized Access: Testing performed on TryHackMe rooms and personal VMs
✅ Educational Purpose: Focus on defensi and incident response
✅ Responsible Research: No exploitation of production systems
* Lab en may not reflect enterprise-scale SOC operations
* Limited threat hunting dataset (based on publicly a samples)
* Tool reflect 2022 deployment (may ha)
* Case study uses documented malware from TryHackMe exercises
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Derick Dmello
M.Sc. IT IMS & CS (Integrated)
Gujarat Uni
Connect:
* GitHub: -io
* LinkedIn: dmelloderick
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A comprehensi project demonstrating Security Operations Center implementation, Network Security Monitoring, and defensi operations with real-world incident response.
This academic project report is submitted for educational purposes as part of the M.Sc. IT IMS & CS program at Gujarat Uni.
Copyright © 2026 Derick Dmello. All rights reserved.
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Keywords: Cybersecurity SOC Security-Operations Network-Security-Monitoring Incident-Response SIEM ELK-Stack Threat-Intelligence IDS-IPS Malware-Analysis Security-Onion Snort Zeek MISP YARA OpenVAS CVSS NIST MITRE-ATTACK
开发语言:未知
Star 数:1
该项目属于防护思路方向的开源资源,代码结构清晰,适合安全研究人员学习参考。项目围绕This academic project explores defensive cybersecurity operations through practical implementation of Security Operations Center (SOC) workflows and Network Security Monitoring (NSM)展开,提供了可运行的实现,对理解相关安全机制、工具原理与攻防技术具有较高的研究价值。
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| 资源标题 | Operations-in-Cyber-Defense-I - This academic project explores defensive cybersecu |
| 所属分类 | 防护思路 |
| 发布作者 | admin |
| 发布时间 | 2026-10-06 00:27:20 |
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