Detecting Modbus Protocol Anomalies
When to Use
- When deploying Modbus-specific intrusion detection in an OT environment
- When building baseline models for deterministic Modbus polling patterns
- When investigating suspicious Modbus traffic flagged by OT monitoring tools
- When implementing function code allowlisting on industrial firewalls
- When detecting unauthorized Modbus write commands that could manipulate process setpoints
Do not use for securing Modbus communications end-to-end (Modbus has no native security; see implementing-network-segmentation-for-ot for firewall-based controls), for non-Modbus protocol monitoring (see detecting-anomalies-in-industrial-control-systems for multi-protocol), or for active fuzzing of Modbus implementations (see performing-plc-firmware-security-analysis).
Prerequisites
- Network SPAN/TAP access to monitor Modbus/TCP traffic (port 502)
- Zeek (formerly Bro) with Modbus protocol analyzer or Suricata with OT rulesets
- Python 3.9+ with scapy and pymodbus for custom analysis
- Baseline capture of normal Modbus traffic (minimum 1-2 weeks)
- Documentation of authorized Modbus clients, function codes, and register maps
Workflow
Step 1: Capture and Parse Modbus Traffic
Deploy passive monitoring to capture all Modbus/TCP traffic and parse it into structured records for analysis.
"""Modbus Protocol Anomaly Detection System.
Monitors Modbus/TCP traffic for anomalies including unauthorized
function codes, unusual register access, timing deviations,
and rogue client devices.
"""
import json
import struct
import sys
import time
from collections import defaultdict, deque
from dataclasses import dataclass, field
from datetime import datetime
from statistics import mean, stdev
try:
from scapy.all import sniff, rdpcap, IP, TCP
except ImportError:
print("Install scapy: pip install scapy")
sys.exit(1)
MODBUS_FUNCTION_CODES = {
1: ("Read Coils", "read"),
2: ("Read Discrete Inputs", "read"),
3: ("Read Holding Registers", "read"),
4: ("Read Input Registers", "read"),
5: ("Write Single Coil", "write"),
6: ("Write Single Register", "write"),
7: ("Read Exception Status", "diagnostic"),
8: ("Diagnostics", "diagnostic"),
11: ("Get Comm Event Counter", "diagnostic"),
12: ("Get Comm Event Log", "diagnostic"),
15: ("Write Multiple Coils", "write"),
16: ("Write Multiple Registers", "write"),
17: ("Report Slave ID", "diagnostic"),
22: ("Mask Write Register", "write"),
23: ("Read/Write Multiple Registers", "read_write"),
43: ("Encapsulated Interface Transport", "diagnostic"),
}
@dataclass
class ModbusAnomaly:
timestamp: str
anomaly_type: str
severity: str
src_ip: str
dst_ip: str
unit_id: int
func_code: int
detail: str
mitre_technique: str = ""
@dataclass
class ModbusSession:
"""Tracks state for a Modbus master-slave session."""
src_ip: str
dst_ip: str
func_codes_seen: dict = field(default_factory=lambda: defaultdict(int))
register_ranges: set = field(default_factory=set)
intervals: list = field(default_factory=lambda: deque(maxlen=500))
last_timestamp: float = 0
request_count: int = 0
write_count: int = 0
class ModbusAnomalyDetector:
"""Detects anomalies in Modbus/TCP traffic."""
def __init__(self):
self.sessions = {}
self.baseline_sessions = {}
self.anomalies = []
self.authorized_clients = set()
self.authorized_func_codes = {}
self.packet_count = 0
def set_authorized_clients(self, clients):
"""Set list of authorized Modbus client IPs."""
self.authorized_clients = set(clients)
def set_authorized_func_codes(self, session_key, func_codes):
"""Set allowed function codes for a specific session."""
self.authorized_func_codes[session_key] = set(func_codes)
def load_baseline(self, baseline_file):
"""Load baseline profiles from previous capture analysis."""
with open(baseline_file) as f:
baseline = json.load(f)
for key, data in baseline.get("modbus_baselines", {}).items():
self.baseline_sessions[key] = data
self.authorized_func_codes[key] = set(data.get("allowed_function_codes", []))
print(f"[*] Loaded {len(self.baseline_sessions)} Modbus baselines")
def process_packet(self, pkt):
"""Process a single packet for Modbus anomaly detection."""
if not pkt.haslayer(TCP) or not pkt.haslayer(IP):
return
if pkt[TCP].dport != 502 and pkt[TCP].sport != 502:
return
payload = bytes(pkt[TCP].payload)
if len(payload) < 8:
return
self.packet_count += 1
timestamp = float(pkt.time)
ts_str = datetime.fromtimestamp(timestamp).isoformat()
try:
trans_id = struct.unpack(">H", payload[0:2])[0]
proto_id = struct.unpack(">H", payload[2:4])[0]
length = struct.unpack(">H", payload[4:6])[0]
unit_id = payload[6]
func_code = payload[7]
except (IndexError, struct.error):
return
if pkt[TCP].dport == 502:
src_ip = pkt[IP].src
dst_ip = pkt[IP].dst
is_request = True
else:
src_ip = pkt[IP].dst
dst_ip = pkt[IP].src
is_request = False
if not is_request:
return
session_key = f"{src_ip}->{dst_ip}"
if session_key not in self.sessions:
self.sessions[session_key] = ModbusSession(src_ip=src_ip, dst_ip=dst_ip)
session = self.sessions[session_key]
session.request_count += 1
session.func_codes_seen[func_code] += 1
if self.authorized_clients and src_ip not in self.authorized_clients:
self.anomalies.append(ModbusAnomaly(
timestamp=ts_str,
anomaly_type="UNAUTHORIZED_CLIENT",
severity="critical",
src_ip=src_ip, dst_ip=dst_ip,
unit_id=unit_id, func_code=func_code,
detail=f"Modbus request from unauthorized client {src_ip}",
mitre_technique="T0886 - Remote Services",
))
allowed_fcs = self.authorized_func_codes.get(session_key)
if allowed_fcs and func_code not in allowed_fcs:
fc_info = MODBUS_FUNCTION_CODES.get(func_code, (f"Unknown FC{func_code}", "unknown"))
severity = "critical" if fc_info[1] == "write" else "high"
self.anomalies.append(ModbusAnomaly(
timestamp=ts_str,
anomaly_type="UNAUTHORIZED_FUNCTION_CODE",
severity=severity,
src_ip=src_ip, dst_ip=dst_ip,
unit_id=unit_id, func_code=func_code,
detail=f"FC {func_code} ({fc_info[0]}) not in allowlist {sorted(allowed_fcs)}",
mitre_technique="T0855 - Unauthorized Command Message",
))
if func_code in (5, 6, 15, 16, 22, 23):
session.write_count += 1
fc_name = MODBUS_FUNCTION_CODES.get(func_code, ("Unknown", ""))[0]
if len(payload) >= 10:
register_addr = struct.unpack(">H", payload[8:10])[0]
session.register_ranges.add((func_code, register_addr))
self.anomalies.append(ModbusAnomaly(
timestamp=ts_str,
anomaly_type="WRITE_OPERATION",
severity="high",
src_ip=src_ip, dst_ip=dst_ip,
unit_id=unit_id, func_code=func_code,
detail=f"Write: {fc_name} to register {register_addr} from {src_ip}",
mitre_technique="T0836 - Modify Parameter",
))
if session.last_timestamp > 0:
interval = (timestamp - session.last_timestamp) * 1000
session.intervals.append(interval)
baseline = self.baseline_sessions.get(session_key)
if baseline and len(session.intervals) > 10:
expected_interval = baseline.get("polling_interval_avg_sec", 0) * 1000
expected_std = baseline.get("polling_interval_stddev", 0) * 1000
if expected_std > 0:
z_score = abs(interval - expected_interval) / expected_std
if z_score > 5.0:
self.anomalies.append(ModbusAnomaly(
timestamp=ts_str,
anomaly_type="TIMING_ANOMALY",
severity="medium",
src_ip=src_ip, dst_ip=dst_ip,
unit_id=unit_id, func_code=func_code,
detail=(
f"Interval {interval:.0f}ms vs baseline "
f"{expected_interval:.0f}ms (z={z_score:.1f})"
),
mitre_technique="T0831 - Manipulation of Control",
))
if proto_id != 0:
self.anomalies.append(ModbusAnomaly(
timestamp=ts_str,
anomaly_type="PROTOCOL_VIOLATION",
severity="high",
src_ip=src_ip, dst_ip=dst_ip,
unit_id=unit_id, func_code=func_code,
detail=f"Non-standard protocol ID {proto_id} (expected 0)",
mitre_technique="T0830 - Man in the Middle",
))
if unit_id == 0 and func_code in (5, 6, 15, 16):
self.anomalies.append(ModbusAnomaly(
timestamp=ts_str,
anomaly_type="BROADCAST_WRITE",
severity="critical",
src_ip=src_ip, dst_ip=dst_ip,
unit_id=unit_id, func_code=func_code,
detail="Broadcast write command (unit ID 0) affects ALL slaves",
mitre_technique="T0855 - Unauthorized Command Message",
))
session.last_timestamp = timestamp
def analyze_pcap(self, pcap_file):
"""Analyze pcap file for Modbus anomalies."""
print(f"[*] Analyzing {pcap_file}...")
packets = rdpcap(pcap_file)
for pkt in packets:
self.process_packet(pkt)
print(f"[*] Processed {self.packet_count} Modbus packets")
def generate_report(self):
"""Generate anomaly detection report."""
print(f"\n{'='*70}")
print("MODBUS PROTOCOL ANOMALY DETECTION REPORT")
print(f"{'='*70}")
print(f"Packets analyzed: {self.packet_count}")
print(f"Sessions tracked: {len(self.sessions)}")
print(f"Anomalies detected: {len(self.anomalies)}")
severity_counts = defaultdict(int)
type_counts = defaultdict(int)
for a in self.anomalies:
severity_counts[a.severity] += 1
type_counts[a.anomaly_type] += 1
print(f"\nBy Severity:")
for sev in ["critical", "high", "medium", "low"]:
if severity_counts[sev]:
print(f" {sev.upper()}: {severity_counts[sev]}")
print(f"\nBy Type:")
for atype, count in sorted(type_counts.items(), key=lambda x: -x[1]):
print(f" {atype}: {count}")
print(f"\nTop Anomalies:")
for a in self.anomalies[:15]:
print(f" [{a.severity.upper()}] {a.anomaly_type}: {a.detail}")
if __name__ == "__main__":
detector = ModbusAnomalyDetector()
if len(sys.argv) > 1:
if len(sys.argv) > 2:
detector.load_baseline(sys.argv[2])
detector.analyze_pcap(sys.argv[1])
detector.generate_report()
else:
print("Usage: python modbus_detector.py <pcap_file> [baseline.json]")
Key Concepts
| Term | Definition |
|---|
| Modbus/TCP | Industrial protocol running on TCP port 502, consisting of an MBAP header and PDU with function code and data |
| Function Code | Modbus command identifier (FC1-4: reads, FC5-6/15-16: writes, FC8: diagnostics) determining the operation type |
| MBAP Header | Modbus Application Protocol header containing transaction ID, protocol ID (0x0000), length, and unit ID |
| Unit ID | Modbus address (0-247) identifying the target slave device; unit ID 0 is broadcast to all slaves |
| Register Map | Vendor-specific mapping of Modbus register addresses to process variables (e.g., register 40001 = reactor temperature) |
| Function Code Allowlist | Security policy defining which Modbus function codes are permitted from each source IP to each target device |
Tools & Systems
- Zeek Modbus Analyzer: Network security monitor with built-in Modbus/TCP protocol analysis and logging
- Suricata with ET Open ICS rules: IDS/IPS with Modbus-specific detection rules for command injection and anomalies
- Wireshark Modbus Dissector: Protocol analyzer with full Modbus/TCP and Modbus RTU decoding
- PyModbus: Python Modbus library for building custom monitoring and testing tools
Output Format
Modbus Protocol Anomaly Detection Report
==========================================
Capture Period: YYYY-MM-DD to YYYY-MM-DD
Packets Analyzed: [N]
Sessions: [N]
ANOMALIES: [N]
UNAUTHORIZED_CLIENT: [N]
UNAUTHORIZED_FUNCTION_CODE: [N]
WRITE_OPERATION: [N]
TIMING_ANOMALY: [N]
BROADCAST_WRITE: [N]
