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8. decembra 2024

Man-in-the-Middle útoky v operáciách bezpilotných lietadiel: Zabezpečenie veliteľského reťazca

Man-in-the-Middle útoky v operáciách bezpilotných lietadiel: Zabezpečenie veliteľského reťazca

Introduction

Man-in-the-Middle (MITM) attacks in drone operations represent a significant security threat where malicious actors intercept and potentially alter communications between the drone and its controller. This vulnerability poses substantial risks to operational integrity and data security in drone systems, making robust protection mechanisms essential for safe operations.

Technical Impact

The implications of MITM attacks extend deeply into drone operations, compromising control integrity and threatening operational security while creating opportunities for data theft or manipulation. These attacks exploit vulnerabilities in the communication infrastructure, potentially leading to unauthorized control takeover and serious operational compromises. The ability to intercept and modify command signals presents a particularly concerning threat to drone operations, potentially resulting in loss of control or misuse of the aerial system.

import hmac

import hashlib

import time

from dataclasses import dataclass

from typing import Optional, Dict

from enum import Enum

import logging

# Configure logging

logging.basicConfig(level=logging.INFO)

logger = logging.getLogger(__name__)

class CommandType(Enum):

NAVIGATION = “navigation”

TELEMETRY = “telemetry”

CONTROL = “control”

MISSION = “mission”

@dataclass

class DroneCommand:

“””Represents a command sent to/from drone”””

command_type: CommandType

timestamp: float

payload: Dict

signature: Optional[str] = None

sequence_number: Optional[int] = None

class SecurityLevel(Enum):

LOW = 1

MEDIUM = 2

HIGH = 3

CRITICAL = 4

class MITMProtection:

def __init__(self, secret_key: bytes, security_level: SecurityLevel = SecurityLevel.HIGH):

self.secret_key = secret_key

self.security_level = security_level

self.last_sequence_number = 0

self.command_history = []

def sign_command(self, command: DroneCommand) -> str:

“””Generate cryptographic signature for command”””

       message = f”{command.command_type.value}:{command.timestamp}:{str(command.payload)}”

return hmac.new(self.secret_key, message.encode(), hashlib.sha256).hexdigest()

def verify_command(self, command: DroneCommand) -> bool:

“””Verify command authenticity and detect potential MITM attacks”””

if not command.signature:

logger.warning(“Command received without signature”)

vrátiť False

# Verify signature

expected_signature = self.sign_command(command)

if not hmac.compare_digest(command.signature, expected_signature):

logger.warning(“Invalid command signature detected – possible MITM attack”)

vrátiť False

# Check timestamp freshness

if time.time() – command.timestamp > 5.0: # 5-second threshold

logger.warning(“Command timestamp too old – possible replay attack”)

vrátiť False

# Verify sequence number

if command.sequence_number is not None:

           if command.sequence_number <= self.last_sequence_number:

logger.warning(“Invalid sequence number – possible replay attack”)

vrátiť False

self.last_sequence_number = command.sequence_number

vrátiť True

def encrypt_command(self, command: DroneCommand) -> bytes:

“””Encrypt command for transmission (simplified example)”””

# In a real implementation, use strong encryption (e.g., AES-GCM)

# This is a placeholder for demonstration

command.signature = self.sign_command(command)

return str(command).encode()

def detect_anomalies(self, command: DroneCommand) -> bool:

“””Detect suspicious command patterns”””

if len(self.command_history) > 100:

self.command_history.pop(0)

self.command_history.append(command)

# Check for rapid command sequences

if len(self.command_history) >= 3:

recent_commands = self.command_history[-3:]

time_diffs = [c2.timestamp – c1.timestamp

for c1, c2 in zip(recent_commands[:-1], recent_commands[1:])]

           if any(diff < 0.1 for diff in time_diffs):  # Commands too close together

logger.warning(“Suspicious rapid command sequence detected”)

vrátiť True

vrátiť False

def demonstrate_mitm_protection():

“””Demonstrate MITM protection system”””

# Initialize protection system

secret_key = b”your-secret-key-here”

protection = MITMProtection(secret_key)

# Simulate legitimate command

legitimate_command = DroneCommand(

command_type=CommandType.NAVIGATION,

timestamp=time.time(),

       payload={“action”: “move”, “direction”: “forward”, “speed”: 5.0},

sequence_number=1

   )

# Sign and verify legitimate command

legitimate_command.signature = protection.sign_command(legitimate_command)

is_valid = protection.verify_command(legitimate_command)

   print(f”\nLegitimate command verification: {is_valid}”)

# Simulate MITM attack (modified command)

attack_command = DroneCommand(

command_type=CommandType.NAVIGATION,

timestamp=time.time(),

       payload={“action”: “move”, “direction”: “up”, “speed”: 20.0},

sequence_number=1,

signature=”fake-signature”

   )

# Attempt to verify attacked command

is_valid = protection.verify_command(attack_command)

   print(f”Attack command verification: {is_valid}”)

# Demonstrate anomaly detection

for _ in range(4):

rapid_command = DroneCommand(

command_type=CommandType.CONTROL,

timestamp=time.time(),

           payload={“action”: “rotate”, “angle”: 45},

sequence_number=_ + 2

       )

is_anomalous = protection.detect_anomalies(rapid_command)

if is_anomalous:

print(“Anomalous command pattern detected!”)

if __name__ == "__main__":

demonstrate_mitm_protection()

Vulnerability Assessment

Communication security in drone operations faces several critical vulnerabilities that must be addressed. Unsecured communication channels provide easy entry points for attackers, while weak encryption protocols fail to adequately protect transmitted data. The absence of robust authentication mechanisms further compounds these security challenges, creating multiple vectors for potential MITM attacks. These vulnerabilities can be exploited to intercept sensitive operational data, inject false commands, and compromise privacy.

Drone MITM Protection System

Protection Strategies Implementing robust protection against MITM attacks requires a multi-layered security approach. End-to-end encryption ensures that communications remain confidential and tamper-proof throughout transmission. Strong authentication protocols verify the identity of both the drone and controller, while digital signatures provide non-repudiation for commands. The implementation of Frequency Hopping Spread Spectrum (FHSS) adds an additional layer of security by making communications more difficult to intercept.

Operational Benefits

The implementation of comprehensive MITM prevention measures yields significant operational advantages. Enhanced operational security ensures the integrity of drone operations, while maintained data integrity protects sensitive information from compromise. These measures increase trust in drone systems and ensure compliance with increasingly stringent data protection regulations.

Implementation Challenges

Organizations face several challenges when implementing MITM protection measures. Balancing robust security with acceptable latency requires careful system design and optimization. Key management in dynamic operational environments presents ongoing challenges, while detecting sophisticated MITM attempts requires advanced monitoring capabilities. Ensuring backward compatibility with existing systems adds another layer of complexity to the implementation process.

Future Considerations

Moving forward, organizations must take proactive steps to protect against MITM attacks. This includes conducting thorough audits of drone communication security, implementing robust encryption and authentication mechanisms, and performing regular penetration testing to identify and address vulnerabilities. Continuous monitoring and updating of security measures ensure ongoing protection against evolving threats.

Technická podpora

For detailed implementation guidance and technical documentation, contact our security systems team at [email protected]. Our experts can assist in developing customized MITM protection solutions that meet your specific operational requirements.

Výsledok vykonania:

Legitimate command verification: True

Attack command verification: False

Anomalous command pattern detected!