708 IEEE JOURNAL OF QUANTUM ELECTRONICS, VOL. 39, NO. 6, JUNE 2003 Chaos Synchronization in Semiconductor Lasers With Optoelectronic Feedback S. Tang and J. M. Liu Abstract—Chaos synchronization is experimentally investigated in semiconductor lasers with delayed optoelectronic feedback. Depending on the coupling strength of the driving signal to the receiver, the lasers fall into different regimes of chaos synchronization or modulation. Synchronization happens when the coupling strength to the receiver matches the feedback strength to the transmitter, where the receiver output reproduces the output of the transmitter regardless of the presence of channel distortion or an encoded message. Modulation dominates when the coupling strength is much less than the feedback strength, where the receiver output follows the driving signal. In between, there is no sharp transition between these two regimes but only a mixture of the two phenomena. Driven oscillation is not observed in this optoelectronic feedback system when the coupling strength is increased to a level higher than the feedback strength. Index Terms—Chaos synchronization, chaotic communication, optoelectronic feedback. I. INTRODUCTION C HAOS synchronization has been intensively investigated in various nonlinear dynamical systems [1]–[5] for its potential applications in chaotic communications [6]–[10]. In a synchronized chaotic communication, the quality of chaos synchronization between a transmitter dynamical system and a receiver dynamical system directly influences the reliability of message recovery. Other phenomena such as modulation and driven oscillation, which have also been observed in the studies of chaos synchronization in coupled nonlinear dynamical systems [11], [12], are very different in their characteristics of reproducing a chaotic waveform from the transmitter even though they resemble certain features of chaos synchronization. For the applications of synchronized chaos to communications, it is of great importance to investigate what is true chaos synchronization and how it can be distinguished from the other phenomena. In true chaos synchronization, the receiver dynamical system is required to be identical to the transmitter dynamical system and the driving signal to the receiver is required to match that to the transmitter. When the two systems are synchronized, the output of the receiver reproduces that of the transmitter in both waveform and magnitude. In modulation, the driving signal to the receiver is small compared with that to the transmitter. The output of the receiver is basically a direct linear response of the receiver dynamical system to the input driving signal. The Manuscript received August 21, 2002; revised October 28, 2002. This work was supported by the U.S. Army Research Office under Contract DAAG55-98-1-0269. The authors are with the Department of Electrical Engineering, University of California, Los Angeles, CA 90095-159410 USA. Digital Object Identifier 10.1109/JQE.2003.810775 output of the receiver does not generally have the same magnitude as the output of the transmitter and the waveform may be distorted by nonlinearity. In driven oscillation, the driving signal to the receiver is high above the level which is required for chaos synchronization. The output of the receiver is a direct, but nonlinear, response of the receiver dynamical system to the input driving signal. If the receiver dynamical system matches the characteristics of the input driving signal, the receiver can reproduce the waveform of the input driving signal even though the receiver is now operated in a highly nonlinear regime. In this paper, we experimentally investigate the synchronization of chaotic pulses in a system that consists of two unidirectionally coupled semiconductor lasers with delayed optoelectronic feedback. Chaos synchronization is observed when the coupling strength from the transmitter to the receiver matches the feedback strength to the transmitter. However, when the coupling strength is lowered to much less than the matched level for chaos synchronization, modulation phenomenon starts to dominate. Driven oscillation is not observed in the optoelectronic feedback system when the coupling strength is increased to a level higher than the feedback strength in the transmitter. These results are observed when the receiver is set in either an open- or closed-loop configuration. However, the open-loop configuration shows better quality of chaos synchronization and modulation [13]. Therefore, in this paper, we focus on the demonstration of the characteristics of chaos synchronization and its difference from modulation and driven oscillation using the open-loop configuration. The general concepts of the differences among chaos synchronization, modulation and driven oscillation are described in Section II. Experimental demonstration of chaos synchronization and modulation are reported in Section III. Section IV concludes this paper. II. GENERAL THEORY A block diagram of two unidirectionally coupled nonlinear dynamical systems is shown in Fig. 1. The transmitter consists of a nonlinear dynamical system with a delayed feedback. The , is driven dynamical output of the transmitter, denoted as by and deterministically dependant on the delayed feedback , where is the feedback delay time. Theresignal fore, the output of the transmitter can be written as , where denotes the nonlinear system funcis the strength tion of the transmitter dynamical system and of the feedback. The receiver consists of a similar nonlinear dynamical system, whose system function is denoted by also for simplicity because the two nonlinear dynamical systems are required to be the same for chaos synchronization. Driven by the 0018-9197/03$17.00 © 2003 IEEE TANG AND LIU: CHAOS SYNCHRONIZATION IN SEMICONDUCTOR LASERS WITH OPTOELECTRONIC FEEDBACK 709 coupled signal from the transmitter, the receiver output can be , where is the transmiswritten as is sion time for the driving signal to reach the receiver and the coupling strength of the driving signal to the receiver. A. Chaos Synchronization When the receiver is an identical dynamical system to the transmitter, which are both described by the function and the coupling strength to the receiver matches the feedback strength , the receiver can synto the transmitter so that chronize with the transmitter as . Indeed, the transmitter and the receiver syn[14]–[16], even though chronize with a time shift . Depending on the receiver is driven by the signal , the receiver can fall into two regimes of the difference retarded or anticipated synchronization [17]–[19], where the receiver output lags behind or leads ahead the transmitter output, respectively. When the two nonlinear dynamical systems are not is not exactly the same as , completely identical, or when synchronization quality deteriorates. The quality of chaos synchronization and its time shift can be quantified by calculating the shifted correlation coefficient Fig. 1. Block diagram of two unidirectionally coupled nonlinear dynamical systems with delayed feedback for chaos synchronization. Here, G denotes the nonlinear system function of the dynamical systems and F denotes the function of distortion. where denotes the time average. In this calculation, the chaotic waveform from the receiver is continously time shifted with respect to the waveform of the transmitter. by a value The correlation coefficient is calculated correspondingly for each time shift . For the coupled systems shown in Fig. 1, the with correlation coefficient should peak at due to chaos synchronization. When there exists parameter drops. mismatch, the value of receiver is required to match the characteristics of the input signal. Different from the case of chaos synchronization, the output of the receiver in driven oscillation directly follows the . Driven oscillation input driving signal as has been observed both experimentally and numerically in optical feedback systems [11], [12]. Therefore, when we examine the shifted correlation coefficient, a correlation peak should also with due to the direct response of appear at the receiver dynamical system to the input driving signal. The indicates the quality of this direct response, value of which is either modulation or driven oscillation depending on the strength of . As discussed above, in the calculation of the shifted correlation coefficient, two correlation peaks should appear. One is , which is associated with chaos synchronization, and the , which is caused by the direct response of the reother is , chaos synceiver dynamical system. When , chronization dominates. Otherwise, when varies direct response dominates. The time shift with the variation in the feedback delay time . In contrast, the does not vary with . time shift B. Modulation and Driven Oscillation C. Synchronization With Channel Distortion Other than chaos synchronization, the output of the receiver is also a direct response of the receiver dynamical system to the input driving signal. Consequently, there is always some correand the signal lation between the output signal that is the input to the receiver dynamical system. When the , the receiver is coupling strength is small such that operated in a linear operating regime and its output is a linear response to the input driving signal. Small-signal modulation, amplification and attenuation all fall within this category. In this regime, the output of the receiver is a linear response to the input . Distortion exists within this catesignal as gory if the linear response is not perfect because of nonlinearity is very strong in the system. When the coupling strength , the response of the receiver dynamical such that system becomes highly nonlinear. Nevertheless, it is still possible that the output of the receiver well reproduces the input driving signal if the dynamics of the receiver matches the characteristics of the input signal. This phenomenon is called driven oscillation, nonlinear amplification, or type II synchronization [11], [12]. In driven oscillation, the nonlinear dynamics of the In reality, there is always channel distortion in transmission. The effect of channel distortion can be denoted by a function , as is shown in Fig. 1. The receiver output is then driven by . the distorted signal such that If the same distortion is applied to the feedback signal in the transmitter, as is shown in Fig. 1, the transmitter and the receiver . Thus, the output of the can still synchronize with receiver still reproduces the output of the transmitter without in distortion as spite of the fact that the receiver is driven by the distorted signal . In modulation, the receiver output follows the distorted input . In driven oscilladriving signal as because tion, the receiver cannot follow well the dynamics of the receiver system does not match the characteristics of the distorted input signal. Therefore, when there is channel distortion, which is the case in our experiment, the and correlation coefficient should be calculated between around for synchronization quality and it should and around the peak be calculated between 710 IEEE JOURNAL OF QUANTUM ELECTRONICS, VOL. 39, NO. 6, JUNE 2003 Fig. 2. Schematic experimental setup for chaos synchronization using semiconductor lasers with delayed optoelectronic feedback. TLD: transmitter laser diode. RLD: receiver laser diode. PDs: photodetectors. As: amplifiers. Atts: attenuators. BSs: beam splitters. for direct response quality. The correct positions for the , and are indicated by measurements of , and correspondingly in Fig. 1. D. Synchronization With Encoded Message Different message-encoding schemes have different effects on the quality of chaos synchronization [20]. To maintain good quality of chaos synchronization, it is important to keep the symmetry between the transmitter and the receiver in the process of message encoding. If the message is fed back to drive the transmitter when it is sent to the receiver, the receiver can still synchronize with the transmitter regardless of the strength of the message. Furthermore, in this situation, the output of the receiver synchronizes with that of the transmitter even though the receiver is driven by the total transmitted signal which is a combination of the output of the transmitter and the message. In the case of modulation, the receiver output follows the total driving signal, which has the message included. In driven oscillation, the receiver output still follows the total driving signal, but with deteriorated quality because the characteristics of the input signal is changed by the message. III. OPTOELECTRONIC FEEDBACK SYSTEM Fig. 2 shows the schematic experimental setup for the investigation of chaos synchronization using two semiconductor lasers with delayed optoelectronic feedback. The two nonlinear dynamical systems under investigation for chaos synchronization are the two semiconductor lasers which are intrinsically nonlinear devices. In this setup, the transmitter laser has an optoelectronic feedback loop. The optical output from the transmitter laser is converted into an electronic signal by a photodetector PD1. After amplification, the electronic signal is fed back to drive the transmitter laser again. Driven by the optoelectronic feedback, the transmitter laser generates chaotic pulses on a subnanosecond time scale. To synchronize the chaotic pulses, an identical receiver laser is unidirectionally coupled to the transmitter laser through an optoelectronic path. Through this path, the optical signal from the transmitter is sent to the receiver and detected by a photodetector PD3. After amplification, this signal is used to drive the receiver laser. The receiver is configured in an open-loop configuration with no optoelectronic feedback. The dynamics of the receiver laser is driven by the coupled signal from the transmitter. Two attenuators are used to adjust the feedback strength to the transmitter and the couto the receiver, respectively. pling strength The lasers are InGaAsP–InP single-mode distributed feedback (DFB) lasers emitting at the same wavelength of 1.299 m. These lasers are carefully chosen from the same batch with the closest characteristics. The threshold of the transmitter laser is 34 mA and that of the receiver laser is 28 mA. The two lasers are biased at carefully chosen levels to compensate for the difference in their thresholds so that their parameters are matched at the operating conditions of the experiment. In the experiment, both lasers are temperature stabilized at 21.00 C. The photodetectors are InGaAs photodetectors with a 6-GHz bandwidth. The amplifiers are Avantek SSF86 amplifiers with a 3-dB passband of 0.4–3 GHz. The chaotic waveforms are measured with a Tektronix TDS 694 C digitizing real-time oscilloscope with a 3-GHz bandwidth and a 1 10 samples/s sampling rate. In the experiment, the transmitter laser is biased close to its mA and the feedback strength is adthreshold at . The feedback current is proportional justed to be to the feedback strength and the fluctuation of the photon density of the transmitter laser such that , where is the photon density at the free-running conns, dition. When the feedback delay time is tuned to the transmitter laser enters a chaotic pulsing state. Meanwhile, the receiver laser is biased at 34.0 mA, where it is found to have the best parameter match with the transmitter laser. The transmission time from the output of the transmitter to the input of ns. To investigate the the receiver is measured to be different phenomena of chaos synchronization, modulation, and to the receiver is addriven oscillation, the coupling strength justed with respect to the feedback strength to the transmitter. The chaotic waveforms are measured for the output of the trans- TANG AND LIU: CHAOS SYNCHRONIZATION IN SEMICONDUCTOR LASERS WITH OPTOELECTRONIC FEEDBACK Fig. 3. Shifted correlation coefficient between the outputs of the transmitter and the receiver, under the condition: (a) : ; (b) ; and (c) : . The correlation peak t is associated with chaos synchronization. The correlation peak t is caused by the direct response of the receiver. = 25 (1 ) = 0 25 (1 ) = mitter at point , the output of the receiver at point , and the distorted driving signal to the receiver at point , respectively, as is shown in Fig. 2, corresponding in Fig. 1. The waveform to the three positions , , and is a distorted version of the transmitter output due to the distortion from the optoelectronic channel path. The same distortion is applied to the feedback signal to the transmitter through the optoelectronic feedback loop. Fig. 3 shows the shifted correlation coefficient between the outputs of the transmitter and the receiver at three different cou, , and 2.5 , respectively. Two pling strengths with correlation peaks are observed. One is ns and the other is with ns. is calculated between and , while Note that is calculated between and , when is continously shifted with respect to and , as is discussed above when the system has channel distortion. Whether the system is dominated by chaos synchronization or the direct response of the receiver depends on which correlation , peak is higher than the other. In Fig. 3(a), with , which means that the receiver we find that correlates better with the driving signal than with the transmitter output. Under this condition, the receiver is in the modulation , we can see that regime. In Fig. 3(b), with is increased while is decreased. Therefore, the relation , which indicates that the receiver becomes output now correlates much better with the transmitter output than with the driving signal. Consequently, the receiver is synchronized with the transmitter in this situation. Since the time 711 Fig. 4. Comparison of the chaotic waveforms and the correlation plots under : as in Fig. 3(a). (a) Chaotic waveforms from the the condition outputs of the transmitter (upper trace) and the receiver (lower trace). (b) Chaotic waveforms of the driving signal (upper trace) and the output of the receiver (lower trace). (c) Correlation plot between the two traces in (a). (d) Correlation plot between the two traces in (b). The receiver waveform is shifted by t T in Fig. 4(b) and (d). T in Figs. 4(a) and (c) and it is shifted by t = 0 25 0 1 = 1 = shift is ns, the output of the receiver actually leads the output of the transmitter by 3.0 ns and the receiver is anticipatedly synchronized with the transmitter. In Fig. 3(c), , we observe that the correlation peak with drops as the synchronization quality deteriorates. Meanwhile, is found to drop also. Therefore, the the correlation peak phenomenon of driven oscillation is not observed in this optois increased to 2.5 . One electronic feedback system when possible reason for the absence of such phenomenon in our experiment is the fact that we are not able to increase the coupling strength to an even higher level as is done in an optical feedback system [11] because both the amplifiers and the lasers saturate when the driving signal gets sufficiently high. Besides the correlation coefficient, comparison between the chaotic waveforms and the correlation plots are also investigated and demonstrated in Figs. 4–6 for the conditions corresponding to Fig. 3(a)–(c), respectively. Fig. 4(a) and (b) shows the comparison of the waveforms between the transmitter output and the receiver output and between the driving signal and the receiver output , respectively, under the as in Fig. 3(a). The corresponding condition of correlation plots are shown in Fig. 4(c) and (d). To better show the correlation between these waveforms, the receiver waveform ns in Fig. 4(a) and is time shifted by ns in Fig. 4(b) and (c) and it is shifted by (d). As can be seen, under this condition, the receiver output correlates better with the driving signal with than with the transmitter output with . In this 712 IEEE JOURNAL OF QUANTUM ELECTRONICS, VOL. 39, NO. 6, JUNE 2003 Fig. 5. Comparison of the chaotic waveforms and the correlation plots under the condition = as in Fig. 3(b). Each plot corresponds to the same plot in Fig. 4(a)–(d). Fig. 6. Comparison of the chaotic waveforms and the correlation plots under the condition = 2:5 as in Fig. 3(c). Each plot corresponds to the same plot in Figs. 4(a)–(d). case, the system is dominated by the modulation phenomenon. In this experiment, the output of the receiver is observed to be smaller than that of the transmitter because the receiver is under small-signal modulation. In Fig. 4, the output of the receiver is and , respecrescaled to be comparable with tively. Because of the nonlinearity in the system, the best correfor the modulation phenomenon. lation is only Fig. 5 shows similar comparison between the waveforms and as the correlation plots but under the condition of in Fig. 3(b). As can be seen, the receiver waveform now correlates much better with the transmitter output, with a correlation , than with the driving signal, with coefficient . Thus, it is demonstrated that the receiver is synchronized with the transmitter in this situation. The effect of channel distortion is clearly observed if we compare the waveand . This distortion is caused mainly by forms the amplifier after PD3 in the optoelectronic channel path. Nevertheless, we still observe good quality of chaos synchronization between the outputs of the transmitter and the receiver. The in Fig. 5 is quality of chaos synchronization with even better than the quality of modulation with in Fig. 4. This is because the quality of chaos synchronization is not affected by the distortion in the driving signal to the receiver when the same distortion is applied to the feedback signal to the transmitter through the amplifier after PD1 in the optoelectronic feedback loop. Fig. 6 shows similar comparison between the waveforms and as the correlation plots but under the condition of in Fig. 3(c). As can be seen, the correlation coefficient between and and that between and both and , redrop significantly to is due to spectively. The drop of the correlation peak the mismatch in the strengths of the driving signals to the transmitter and the receiver, respectively. Meanwhile, the low value indicates that the phenomenon of driven oscillation of is not established. In order to study the transition between the two regimes of is modulation and synchronization, the coupling strength gradually varied with respect to the feedback strength . Fig. 7 between shows how the correlation coefficients, both the transmitter output and the receiver output, indicated by the between the driving signal and the receiver circles and . The correoutput, indicated by the squares, vary with reaches its maximum when the coulation coefficient for pling strength matches the feedback strength at , which agrees with the requirement for chaos synchronization that the receiver and the transmitter be driven by is tuned away from , the synchrothe same force. When nization quality deteriorates. In contrast, the correlation coeffiincreases monotonically as the coupling strength cient is decreased, which agrees with the expectation that linearity of modulation is improved as the strength of the input signal is , the receiver output starts to correduced. When relates better with the driving signal than with the transmitter output. Therefore, the system makes a transition from synchrois decreased from to nization to modulation when . Note that the modulation quality at is still worse than the synchronization quality at . The . Further demodulation quality peaks at around does not improve the modulation quality because creasing the effect of noise starts to deteriorate the modulation quality when the input signal gets sufficiently small. Perfect linearity of modulation is not possible because of the inherent nonlinear dynamical nature of this laser system. Driven oscillation, which TANG AND LIU: CHAOS SYNCHRONIZATION IN SEMICONDUCTOR LASERS WITH OPTOELECTRONIC FEEDBACK Correlation coefficients (1t ) associated with chaos synchronization (1t ) caused by modulation, respectively, versus = . 713 (1 ) (1t ), Fig. 7. and Fig. 8. Synchronization quality t and modulation quality respectively, versus parameter mismatch I =I . should take place at if it exists, is not observed in this optoelectronic feedback system due to the reason discussed above. When the transmitter laser is operated at a different value is basically not of the feedback strength , the curve . Meanwhile, changed under the same relative value of can shift to the left or the right depending on the curve is increased or decreased. Nevwhether the absolute value of ertheless, the existence of two regimes of synchronization and modulation and the characteristic of the transition between the two regimes does not change with . The effect of parameter mismatch in chaos synchronization of the receiver laser. is studied by changing the bias current The optimum bias current of the receiver laser is found to be mA where synchronization shows the best quality. mA Therefore, the bias current of the receiver at mA matches the bias current of the transmitter at after the difference in the thresholds of these two lasers are taken into account. In Fig. 8, the circles show the correlation coefficient between the synchronized outputs of the transmitter and the reis varied with respect to the matching point of ceiver when under the condition . When the bias current of the receiver laser matches that of the transmitter laser at , the synchronization quality is the best. When the bias current is tuned away from this matching point, the synchronization quality starts to drop precipitately. In the modulation regime, parameter mismatch does not have such an effect because the correlation between the driving signal and the receiver output does not require the parameters of the receiver to match those of the transmitter for linear modulation. The modulation quality actually increases monotonically as the bias current of the reincreases, as is shown in Fig. 8 by the squares under ceiver . The melioration of the modulathe condition is caused by the fact that tion quality with the increase in the system is operated in a small-signal modulation regime with is increased. Due to the decreased modulation index when inherent nonlinear dynamical nature of this laser system, the Fig. 9. Time shift t associated with chaos synchronization and the time shift t associated with modulation, respectively, versus T , under the variation of the feedback delay time while T is fixed at 17.2 ns. 1 1 0 quality of modulation at is still worse than that of . the chaos synchronization at As we have observed in Fig. 3, the correlation peak associated with chaos synchronization appears at ns and the correlation peak associated with ns. direct response of the receiver appears at and vary with the feedback In order to investigate how delay time , the length of the feedback loop in the transmitter is , 1.5 and 0.0 ns, respectively, adjusted such that while is fixed at 17.2 ns. Fig. 9 shows the result of the time and , respectively, versus . It is clear that shifts varies accordingly with the variation in . All the data points of fall within one straight line with a slop of 1.0, which further . In contrast, is not a function confirms that of and it remains a constant at 17.2 ns when is changed is only related to . Therefore, it is proven that because 714 IEEE JOURNAL OF QUANTUM ELECTRONICS, VOL. 39, NO. 6, JUNE 2003 TABLE I REGIMES IN THE OPTOELECTRONIC FEEDBACK SYSTEM Fig. 10. Quality of chaos synchronization under different strengths of message encoding with additive chaos modulation. Circles: Correlation coefficient between the outputs of the transmitter and the receiver. Squares: Correlation coefficient between the total transmitted signal and the output of the receiver. chaos synchronization has a time shift of , which is tightly related to the dynamical parameter of the feedback delay time in the transmitter, while modulation as the direct response of the receiver is only related to . Another characteristic of chaos synchronization is that the synchronization quality remains the same when there is an encoded message, if the message-encoding process does not break the symmetry between the transmitter and the receiver. In Fig. 10, the circles represent the correlation coefficient between the outputs of the transmitter and the receiver when a message is encoded through additive chaos modulation [20]. The message signal has the same wavelength as that of the chaotic transmitter. The message is added to the chaotic carrier waveform at the position of the beam splitter BS2. Because the encoded message is also fed back to drive the transmitter laser while it is sent to the receiver, the symmetry between the transmitter and the receiver is maintained. As a consequence, chaos synchronization is maintained. It can be clearly seen in Fig. 10 that the synchronization quality between the outputs of the transmitter and the receiver remains unchanged when the amplitude of the message is increased. The correlation between the total transmitted signal, which is the combined signal of the transmitter output and the message and the receiver output, is also shown in Fig. 10 by the squares. It is seen that the value of this correlation decreases monotonically when the amplitude of the message is increased. These two correlations shown in Fig. 10 clearly demonstrate that the receiver is synchronized to the transmitter output but not to the total transmitted signal. Therefore, chaos synchronization is further proven by the fact that the output of the receiver synchronizes with the output of the transmitter even when the receiver is driven by a total transmitted signal that is encoded with an arbitrary message. With this additive chaos modulation, the beating noise from the interference of the message signal and the transmitter output needs to be considered. However, in this optoelectronic feedback system, the effect of the beating noise is found to be small, which is due to the fact that the power of the beating noise is distributed over a broad spectrum when both the intensity and the phase of the transmitter output fluctuate chaotically. In the case of modulation with an encoded message, the receiver output follows the total driving signal which is also the total transmitted signal including both the transmitter output and the message. The receiver cannot recover the transmitter output alone since it is mixed with the message. Because there is channel distortion in the experiment, the receiver output actually follows the total driving signal that is already distorted. Detailed discussions on the different effects of message encoding in chaos synchronization and modulation under different encoding schemes deserve further investigation and will be reported in a separate paper. The experimental results are summarized in Table I for the different regimes in this optoelectronic feedback system. Compared with the general theory in Section II, the experimental results match well with the theory. A global picture of the two regimes of synchronization and modulation are observed in the experiment with this optoelectronic feedback system and the characteristics of each regime match well with the theory. The regime of driven oscillation is not observed in this optoelectronic feedback system. IV. CONCLUSIONS Chaos synchronization is experimentally investigated using two semiconductor lasers with delayed optoelectronic feedback. and are observed between Two correlation peaks the outputs of the transmitter and the receiver when the chaotic waveform of the receiver is continously shifted with respect to the chaotic waveform of the transmitter. The correlation peak characterizes chaos synchronization between the transis asmitter and the receiver and the correlation peak sociated with the direct modulation response of the receiver to the driving signal. The time shifts are found to be and , respectively. The system is in chaos synchronizawhen the coupling strength to the tion with receiver matches the feedback strength to the transmitter. The system is dominated by modulation with when the coupling strength to the receiver is sufficiently less than the feedback strength to the transmitter. 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Hwang, and J. M. Liu, “Message encoding and decoding through chaos modulation in chaotic optical communications,” IEEE Trans. Circuits Syst. I, vol. 49, pp. 163–169, Feb. 2002. S. Tang received the B.S. and M.S. degrees in electronics from Peking University, Beijing, China, in 1992 and 1997, respectively. She is currently working toward the Ph.D. degree in electrical engineering at University of California, Los Angeles. Her current research interests include optical communication systems, semiconductor lasers, and nonlinear optics. J. M. Liu received the B.S. degree in electro-physics from National Chiao Tung University, Taiwan, R.O.C., in 1975 and the M.S. and Ph.D. degrees in applied physics from Harvard University, Cambridge, MA, in 1979 and 1982, respectively. He also became a licensed professional electrical engineer in 1977. He was an Assistant Professor with the Department of Electrical and Computer Engineering, State University of New York at Buffalo, from 1982 to 1983, and a Senior Member of Technical Staff with GTE Laboratories, Inc., from 1983 to 1986. He is currently a Professor with the Electrical Engineering Department, University of California, Los Angeles. His research interests include the development and application of picosecond and femtosecond wavelength-tunable infrared laser pulses, nonlinear and dynamic processes in semiconductor materials and lasers, wave propagation in optical structures, and chaotic synchronization in optical systems. Dr. Liu is a Fellow of the Optical Society of America, a Senior Member of the IEE Laser and Electro-Optics Society, and a Member of American Physical Society, Phi Tau Scholastic Honor Society, and Sigma Xi. He is also a founding member of the Photonics Society of Chinese-Americans.