bio-inspired rf steganography via linear chirp radar signals · bio-inspired rf steganography via...

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Bio-Inspired RF Steganography via Linear Chirp Radar Signals Zhiping Zhang, Michael Nowak, Michael Wicks, Zhijin Wu, Zhiqiang Wu Wright State University, Air Force Research Laboratory University of Dayton, Brown University

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Page 1: Bio-Inspired RF Steganography via Linear Chirp Radar Signals · Bio-Inspired RF Steganography via Linear Chirp Radar Signals Zhiping Zhang, Michael Nowak, Michael Wicks, Zhijin Wu,

Bio-Inspired RF Steganography via Linear

Chirp Radar Signals

Zhiping Zhang, Michael Nowak, Michael Wicks, Zhijin Wu, Zhiqiang Wu

Wright State University, Air Force Research LaboratoryUniversity of Dayton, Brown University

Page 2: Bio-Inspired RF Steganography via Linear Chirp Radar Signals · Bio-Inspired RF Steganography via Linear Chirp Radar Signals Zhiping Zhang, Michael Nowak, Michael Wicks, Zhijin Wu,

Echo Location in Bats and Radar

Page 3: Bio-Inspired RF Steganography via Linear Chirp Radar Signals · Bio-Inspired RF Steganography via Linear Chirp Radar Signals Zhiping Zhang, Michael Nowak, Michael Wicks, Zhijin Wu,

Finding Dory: Echo Location in Beluga Whale

Page 4: Bio-Inspired RF Steganography via Linear Chirp Radar Signals · Bio-Inspired RF Steganography via Linear Chirp Radar Signals Zhiping Zhang, Michael Nowak, Michael Wicks, Zhijin Wu,

Whale Songs

• Communication: "grunts", "groans", "snorts" and "barks“

• Music: 'for art's sake’ (untestable question)

• Serving multiple purposes simultaneously: echo location/navigation, communication, etc

Page 5: Bio-Inspired RF Steganography via Linear Chirp Radar Signals · Bio-Inspired RF Steganography via Linear Chirp Radar Signals Zhiping Zhang, Michael Nowak, Michael Wicks, Zhijin Wu,

Bird Communication via Chirping Sound

Chickadee

Yellow Warbler

• Proclaim and defend their territories•Attract and impress

potential mates

•A fast-approaching predator is detected.

Page 6: Bio-Inspired RF Steganography via Linear Chirp Radar Signals · Bio-Inspired RF Steganography via Linear Chirp Radar Signals Zhiping Zhang, Michael Nowak, Michael Wicks, Zhijin Wu,

Birds Communication

• Multiple layers

• Across species

• Within the same species

• Only understood by a few individuals

• Secure communication

Page 7: Bio-Inspired RF Steganography via Linear Chirp Radar Signals · Bio-Inspired RF Steganography via Linear Chirp Radar Signals Zhiping Zhang, Michael Nowak, Michael Wicks, Zhijin Wu,

Security and LPD RF Waveform

• Security of information (bits): encryption

• Security of communication itself: low probability of detection

Page 8: Bio-Inspired RF Steganography via Linear Chirp Radar Signals · Bio-Inspired RF Steganography via Linear Chirp Radar Signals Zhiping Zhang, Michael Nowak, Michael Wicks, Zhijin Wu,

Traditional Low Probability of Detection (LPD) Waveform Design

8

• Spread spectrum

• Noise-like waveform

• Both

Page 9: Bio-Inspired RF Steganography via Linear Chirp Radar Signals · Bio-Inspired RF Steganography via Linear Chirp Radar Signals Zhiping Zhang, Michael Nowak, Michael Wicks, Zhijin Wu,

Spread Spectrum

Page 10: Bio-Inspired RF Steganography via Linear Chirp Radar Signals · Bio-Inspired RF Steganography via Linear Chirp Radar Signals Zhiping Zhang, Michael Nowak, Michael Wicks, Zhijin Wu,

Noise-like Waveform Design

• White Gaussian noise waveform

• Chaotic waveform

• Animal sound waveform

Page 11: Bio-Inspired RF Steganography via Linear Chirp Radar Signals · Bio-Inspired RF Steganography via Linear Chirp Radar Signals Zhiping Zhang, Michael Nowak, Michael Wicks, Zhijin Wu,

Problem

• Cyclostationary analysis will reveal digital modulation

Page 12: Bio-Inspired RF Steganography via Linear Chirp Radar Signals · Bio-Inspired RF Steganography via Linear Chirp Radar Signals Zhiping Zhang, Michael Nowak, Michael Wicks, Zhijin Wu,

New LPD Waveform Design

• Do not hide waveform itself

• Hide communication in an existing RF signal

• RF Steganography

Page 13: Bio-Inspired RF Steganography via Linear Chirp Radar Signals · Bio-Inspired RF Steganography via Linear Chirp Radar Signals Zhiping Zhang, Michael Nowak, Michael Wicks, Zhijin Wu,

Joint radar/comm waveform design

Page 14: Bio-Inspired RF Steganography via Linear Chirp Radar Signals · Bio-Inspired RF Steganography via Linear Chirp Radar Signals Zhiping Zhang, Michael Nowak, Michael Wicks, Zhijin Wu,

Linear Frequency Modulation (LFM) Chirp

Page 15: Bio-Inspired RF Steganography via Linear Chirp Radar Signals · Bio-Inspired RF Steganography via Linear Chirp Radar Signals Zhiping Zhang, Michael Nowak, Michael Wicks, Zhijin Wu,

Linear Chirp for Radar and Communication

• Instantaneous frequency

• Waveform of a Chirp Signal

• Up-Chirp (k >0)

• Down-Chirp (k <0)

( )0

f t f kt

( ) 2

0 02x t f t kt

Page 16: Bio-Inspired RF Steganography via Linear Chirp Radar Signals · Bio-Inspired RF Steganography via Linear Chirp Radar Signals Zhiping Zhang, Michael Nowak, Michael Wicks, Zhijin Wu,

Up Chirp and Down Chirp

Page 17: Bio-Inspired RF Steganography via Linear Chirp Radar Signals · Bio-Inspired RF Steganography via Linear Chirp Radar Signals Zhiping Zhang, Michael Nowak, Michael Wicks, Zhijin Wu,

Chirp Modulation

• Long-short Chirp Modulation

1 0 0 0 1 1

• Up-down Chirp Modulation

1 0 0 0 1 1

Page 18: Bio-Inspired RF Steganography via Linear Chirp Radar Signals · Bio-Inspired RF Steganography via Linear Chirp Radar Signals Zhiping Zhang, Michael Nowak, Michael Wicks, Zhijin Wu,

BPSK-Chirp Modulation

Chirp (LFM Signal)

BPSK Signal

BPSK Modulated Chirp

Page 19: Bio-Inspired RF Steganography via Linear Chirp Radar Signals · Bio-Inspired RF Steganography via Linear Chirp Radar Signals Zhiping Zhang, Michael Nowak, Michael Wicks, Zhijin Wu,

Ambiguity Function (AF)

Un-modulated Radar Chirp Signal

LFM AF Plot LFM AF Plot - Top View

Page 20: Bio-Inspired RF Steganography via Linear Chirp Radar Signals · Bio-Inspired RF Steganography via Linear Chirp Radar Signals Zhiping Zhang, Michael Nowak, Michael Wicks, Zhijin Wu,

Ambiguity Function (AF)

BPSK Modulated Radar Signal

LFM AF Plot LFM AF Plot - Top View

Page 21: Bio-Inspired RF Steganography via Linear Chirp Radar Signals · Bio-Inspired RF Steganography via Linear Chirp Radar Signals Zhiping Zhang, Michael Nowak, Michael Wicks, Zhijin Wu,

Spectrum Correlation Function (SCF)

LFM Radar Signal

Page 22: Bio-Inspired RF Steganography via Linear Chirp Radar Signals · Bio-Inspired RF Steganography via Linear Chirp Radar Signals Zhiping Zhang, Michael Nowak, Michael Wicks, Zhijin Wu,

SCF of BPSK Modulated LFM Chirp

BPSK Modulated Radar Signal

Page 23: Bio-Inspired RF Steganography via Linear Chirp Radar Signals · Bio-Inspired RF Steganography via Linear Chirp Radar Signals Zhiping Zhang, Michael Nowak, Michael Wicks, Zhijin Wu,

High SNR for Comm

Page 24: Bio-Inspired RF Steganography via Linear Chirp Radar Signals · Bio-Inspired RF Steganography via Linear Chirp Radar Signals Zhiping Zhang, Michael Nowak, Michael Wicks, Zhijin Wu,

Reduced Phase Shift Keying

Page 25: Bio-Inspired RF Steganography via Linear Chirp Radar Signals · Bio-Inspired RF Steganography via Linear Chirp Radar Signals Zhiping Zhang, Michael Nowak, Michael Wicks, Zhijin Wu,

Reduced PSK Modulation

Constellation of Reduced phase shift keying modulation

• When ϕ = π/2, RPSK becomes conventional BPSK

min / sin ( ) sin ( )( ) ( ) ( )

2 2

0

2 2 bd A EQ Q Q

N

• BER in AWGN channel

Page 26: Bio-Inspired RF Steganography via Linear Chirp Radar Signals · Bio-Inspired RF Steganography via Linear Chirp Radar Signals Zhiping Zhang, Michael Nowak, Michael Wicks, Zhijin Wu,

Reduced PSK Modulation

Constellation of Reduced phase shift keying modulation

Page 27: Bio-Inspired RF Steganography via Linear Chirp Radar Signals · Bio-Inspired RF Steganography via Linear Chirp Radar Signals Zhiping Zhang, Michael Nowak, Michael Wicks, Zhijin Wu,

Reduced PSK-Chirp Modulation

Chirp (LFM Signal)

BPSK Signal

RPSK Modulated Chirp (ϕ =15o)

Page 28: Bio-Inspired RF Steganography via Linear Chirp Radar Signals · Bio-Inspired RF Steganography via Linear Chirp Radar Signals Zhiping Zhang, Michael Nowak, Michael Wicks, Zhijin Wu,

Ambiguity Function (AF)

RBPSK modulated Radar Signal (ϕ =15o)

LFM AF Plot LFM AF Plot - Top View

Page 29: Bio-Inspired RF Steganography via Linear Chirp Radar Signals · Bio-Inspired RF Steganography via Linear Chirp Radar Signals Zhiping Zhang, Michael Nowak, Michael Wicks, Zhijin Wu,

SCF of RPSK Modulated LFM Chirp

RPSK Modulated Radar Signal

Page 30: Bio-Inspired RF Steganography via Linear Chirp Radar Signals · Bio-Inspired RF Steganography via Linear Chirp Radar Signals Zhiping Zhang, Michael Nowak, Michael Wicks, Zhijin Wu,

Variable Symbol Duration (VSD) RPSK

Fixed symbol duration

Variable symbol duration

Page 31: Bio-Inspired RF Steganography via Linear Chirp Radar Signals · Bio-Inspired RF Steganography via Linear Chirp Radar Signals Zhiping Zhang, Michael Nowak, Michael Wicks, Zhijin Wu,

Variable Symbol Duration (VSD) RPSK

sin [( ) / ]

sin ( )

2

2

2i

L Hb b

i

T T

sin ( ) sin ( ) ... sin ( )2 2 2

1 1 2 2b b bi iT T T

Page 32: Bio-Inspired RF Steganography via Linear Chirp Radar Signals · Bio-Inspired RF Steganography via Linear Chirp Radar Signals Zhiping Zhang, Michael Nowak, Michael Wicks, Zhijin Wu,

SCF of VSD-RPSK modulated Radar Signal

Page 33: Bio-Inspired RF Steganography via Linear Chirp Radar Signals · Bio-Inspired RF Steganography via Linear Chirp Radar Signals Zhiping Zhang, Michael Nowak, Michael Wicks, Zhijin Wu,

SCF Comparison between VSD-RPSK and Un-modulated Chirp Signal

Un-modulated Chirp

VSD-RPSK

Page 34: Bio-Inspired RF Steganography via Linear Chirp Radar Signals · Bio-Inspired RF Steganography via Linear Chirp Radar Signals Zhiping Zhang, Michael Nowak, Michael Wicks, Zhijin Wu,

Cognitive Radio (CR)

Page 35: Bio-Inspired RF Steganography via Linear Chirp Radar Signals · Bio-Inspired RF Steganography via Linear Chirp Radar Signals Zhiping Zhang, Michael Nowak, Michael Wicks, Zhijin Wu,

Cognitive Network (CN)

• Pioneering work of Ryan Thomas

• Network of CR vs CN

• Cognition

From XGtechnology

Page 36: Bio-Inspired RF Steganography via Linear Chirp Radar Signals · Bio-Inspired RF Steganography via Linear Chirp Radar Signals Zhiping Zhang, Michael Nowak, Michael Wicks, Zhijin Wu,

Cognitive Cycle

Page 37: Bio-Inspired RF Steganography via Linear Chirp Radar Signals · Bio-Inspired RF Steganography via Linear Chirp Radar Signals Zhiping Zhang, Michael Nowak, Michael Wicks, Zhijin Wu,

Cognitive RF

• Combining communication/radar/navigation/EW

Page 38: Bio-Inspired RF Steganography via Linear Chirp Radar Signals · Bio-Inspired RF Steganography via Linear Chirp Radar Signals Zhiping Zhang, Michael Nowak, Michael Wicks, Zhijin Wu,

Sponsors

Page 39: Bio-Inspired RF Steganography via Linear Chirp Radar Signals · Bio-Inspired RF Steganography via Linear Chirp Radar Signals Zhiping Zhang, Michael Nowak, Michael Wicks, Zhijin Wu,

Summary

• RF steganography: concealing communication information in a linear chirp radar signal.

• Reduced phase shift keying (RPSK) modulation

• Variable symbol duration: removing cyclostationary features

• Joint radar/comm/navigation

Page 40: Bio-Inspired RF Steganography via Linear Chirp Radar Signals · Bio-Inspired RF Steganography via Linear Chirp Radar Signals Zhiping Zhang, Michael Nowak, Michael Wicks, Zhijin Wu,

Published Paper[1] Z. Zhang, M. Nowak, M. Wicks and Z. Wu, “Bio-inspired RF

Steganography via Linear Chirp Radar Signals,” IEEE Communications Magzine, pp. 2-6, June 2016.

[2] M. Nowak, Z. Zhang, M. Wicks and Z. Wu, “Co-Designed Radar-Communication Using Linear Frequency Modulation Waveform,” accepted for publication in IEEE Aerospace and Electronic Systems Magazine.

[3] M. Nowak, Z. Zhang, L. LoMonte, M. Wicks and Z. Wu, “Mixed-Modulated Linear Frequency Modulated Radar-Communications,” accepted for publication in IET Radar, Sonar & Navigation.

[4] J. Ellinger, Z. Zhang, M. Wicks and Z. Wu, “Multi-Carrier Radar Waveforms for Communications and Detection,” accepted for publication in IET Radar, Sonar & Navigation.

[5] M. Nowak, Z. Zhang, M. Wicks and Z. Wu, “Co-Designed Radar-Communication Using Linear Frequency Modulation Waveform,” accepted for Milcom 2016.