on the fractional order extended kalman filter and its application to chaotic cryptography in noisy...

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On the fractional-order extended Kalman filter and its application to chaotic cryptography in noisy environment By Hoda Sadeghian, Hassan Salarieh, Aria Alasty, Ali Meghdari Presentation by Mostafa Shokrian Zeini

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Page 1: On the fractional order extended kalman filter and its application to chaotic cryptography in noisy environment

On the fractional-order extended Kalman filter and its application to

chaotic cryptography in noisy environment

By Hoda Sadeghian, Hassan Salarieh, Aria Alasty, Ali Meghdari

Presentation by Mostafa Shokrian Zeini

Page 2: On the fractional order extended kalman filter and its application to chaotic cryptography in noisy environment

Chaotic Systems

Chaotic systems characteristics

Very complex and nonlinear

behaviour

Dependence of the trajectories

to the initial conditions

Impossible long-time prediction

Page 3: On the fractional order extended kalman filter and its application to chaotic cryptography in noisy environment

1990, Pecora & Carroll: synchronization of chaotic systems

Chaos synchronization: the slave/response system should track the master/drive system trajectories.

A synchronization system consists of a transmitter module, a channel for communication and a receiver module.

Chaotic Systems

Page 4: On the fractional order extended kalman filter and its application to chaotic cryptography in noisy environment

-Application:

*secure communication

Chaotic Cryptography

Page 5: On the fractional order extended kalman filter and its application to chaotic cryptography in noisy environment

BUT

• Most of the works in chaotic communication have modeled the chaotic systems in deterministic form.

IN THIS

CASE

• in real world applications due to random uncertainties such as stochastic forces on physical systems and noisy measurements caused by environmental uncertainties, a stochastic chaotic behavior is produced instead of a deterministic one.

the deterministic differential equation of a system must be substituted by a stochastic one.

Chaotic Communication

Page 6: On the fractional order extended kalman filter and its application to chaotic cryptography in noisy environment

As to increase the complexity of the transmitter, one may use a fractional-order stochastic chaotic system as transmitter.

A chaotic fractional-order dynamical equation produces a complex behavior which makes the masked signal more encrypted and consequently hard to decipher.

The complexity of fractional-order systems is due to dealing with integration and derivation of non-integer orders.

Fractional-order Stochastic Chaotic Systems

Page 7: On the fractional order extended kalman filter and its application to chaotic cryptography in noisy environment

Kalman Filter for Linear Fractional-order Stochastic Systems

Lemma

Page 8: On the fractional order extended kalman filter and its application to chaotic cryptography in noisy environment

Then the Kalman filter can be obtained via following steps

Kalman Filter for Linear Fractional-order Stochastic Systems

Page 9: On the fractional order extended kalman filter and its application to chaotic cryptography in noisy environment

Kalman Filter for Linear Fractional-order Stochastic Systems:

Design & Calculations

Page 10: On the fractional order extended kalman filter and its application to chaotic cryptography in noisy environment

Kalman Filter for Linear Fractional-order Stochastic Systems:

Design & Calculations

Page 11: On the fractional order extended kalman filter and its application to chaotic cryptography in noisy environment

Extended Kalman Filter for Non-linear Fractional-order Stochastic Systems

Page 12: On the fractional order extended kalman filter and its application to chaotic cryptography in noisy environment

Extended Kalman Filter for Non-linear Fractional-order Stochastic Systems:

Design & Calculations

Page 13: On the fractional order extended kalman filter and its application to chaotic cryptography in noisy environment

Extended Kalman Filter for Non-linear Fractional-order Stochastic Systems:

Design & Calculations

Page 14: On the fractional order extended kalman filter and its application to chaotic cryptography in noisy environment

Except , is not a Wiener process and thus the Kalman filter presented here is dealing with non-Wiener process.

The above theorems can be easily verified in the case of to be exactly equal to the classical Kalman and extended Kalman filter.

FKF Design Remarks

Page 15: On the fractional order extended kalman filter and its application to chaotic cryptography in noisy environment

Cryptography and Synchronization

Page 16: On the fractional order extended kalman filter and its application to chaotic cryptography in noisy environment

Cryptography and Synchronization

Page 17: On the fractional order extended kalman filter and its application to chaotic cryptography in noisy environment

Cryptography and Synchronization

Page 18: On the fractional order extended kalman filter and its application to chaotic cryptography in noisy environment

Using fractional-order Chen system for chaotic fractional-

order cryptography

Page 19: On the fractional order extended kalman filter and its application to chaotic cryptography in noisy environment

Fractional-order

Chen system

the output of

noisy channel

Using fractional-order Chen system for chaotic fractional-

order cryptography

where

Page 20: On the fractional order extended kalman filter and its application to chaotic cryptography in noisy environment

Using fractional-order Chen system for chaotic fractional-

order cryptography

The first synchronized state of the fractional-order stochastic Chen chaotic system and its estimated error

Page 21: On the fractional order extended kalman filter and its application to chaotic cryptography in noisy environment

Using fractional-order Chen system for chaotic fractional-

order cryptography

The second synchronized state of the fractional-order stochastic Chen chaotic system and its estimated error

Page 22: On the fractional order extended kalman filter and its application to chaotic cryptography in noisy environment

Using fractional-order Chen system for chaotic fractional-

order cryptography

The third synchronized state of the fractional-order stochastic Chen chaotic system and its estimated error

Page 23: On the fractional order extended kalman filter and its application to chaotic cryptography in noisy environment

The

embedded

message signal

The output

for encrypti

on

Using fractional-order Chen system for chaotic fractional-

order cryptography

where

Page 24: On the fractional order extended kalman filter and its application to chaotic cryptography in noisy environment

Using fractional-order Chen system for chaotic fractional-

order cryptography

Encryption/Decryption of signal via fractional-order synchronization in the fractional-order stochastic Chen chaotic system and its estimated

error