Multiple One-Dimensional Search (MODS) algorithm for fast optimization of laser–matter interaction by phase-only fs-laser pulse shaping

Abstract In this work, we have developed and implemented a powerful search strategy for optimization of nonlinear optical effects by means of femtosecond pulse shaping, based on topological concepts derived from quantum control theory. Our algorithm [Multiple One-Dimensional Search (MODS)] is based on deterministic optimization of a single solution rather than pseudo-random optimization of entire populations as done by commonly used evolutionary algorithms. We have tested MODS against a genetic algorithm in a nontrivial problem consisting in optimizing the Kerr gating signal (self-interaction) of a shaped laser pulse in a detuned Michelson interferometer configuration. The obtained results show that our search method (MODS) strongly outperforms the genetic algorithm in terms of both convergence speed and quality of the solution. These findings demonstrate the applicability of concepts of quantum control theory to nonlinear laser–matter interaction problems, even in the presence of significant experimental noise.

[1]  U. Keller,et al.  Adaptive pulse compression by two-photon absorption in semiconductors. , 2002, Optics letters.

[2]  Rick Trebino,et al.  Measuring ultrashort laser pulses in the time-frequency domain using frequency-resolved optical gating , 1997 .

[3]  R. Vivie-Riedle,et al.  Teaching optimal control theory to distill robust pulses even under experimental constraints , 2002 .

[4]  H Rabitz,et al.  Optimal control of molecular motion: design, implementation, and inversion. , 2000, Accounts of chemical research.

[5]  Razvan Stoian,et al.  Temporal Pulse Tailoring in Ultrafast Laser Manufacturing Technologies , 2010 .

[6]  T. Feurer,et al.  Space-time coupling in femtosecond pulse shaping and its effects on coherent control. , 2009, The Journal of chemical physics.

[7]  A. Assion,et al.  Compact, robust, and flexible setup for femtosecond pulse shaping , 2003 .

[8]  R. de Vivie-Riedle,et al.  Modified ant-colony-optimization algorithm as an alternative to genetic algorithms , 2009 .

[9]  T. Baumert,et al.  Femtosecond strong-field quantum control with sinusoidally phase-modulated pulses , 2006 .

[10]  T. Baumert,et al.  Femtosecond pulse shaping by an evolutionary algorithm with feedback , 1997 .

[11]  D. Zeidler,et al.  Evolutionary algorithms and their application to optimal control studies , 2001 .

[12]  David H. Wolpert,et al.  No free lunch theorems for optimization , 1997, IEEE Trans. Evol. Comput..

[13]  Gerber,et al.  Control of chemical reactions by feedback-optimized phase-shaped femtosecond laser pulses , 1998, Science.

[14]  H. Rabitz,et al.  Why do effective quantum controls appear easy to find , 2006 .

[15]  Herschel A Rabitz,et al.  Quantum Optimally Controlled Transition Landscapes , 2004, Science.

[16]  R. de Vivie-Riedle,et al.  Quantum computation with vibrationally excited molecules. , 2002, Physical review letters.

[17]  A. Weiner Femtosecond pulse shaping using spatial light modulators , 2000 .

[18]  Gaetano Assanto,et al.  Efficient high-harmonic generation in engineered quasi-phase matching gratings. , 2008, Optics express.

[19]  David H. Reitze,et al.  Pulse shaping with the Gerchberg–Saxton algorithm , 2002 .

[20]  Antoine Monmayrant,et al.  PhD TUTORIAL: A newcomer's guide to ultrashort pulse shaping and characterization , 2010 .

[21]  Thomas Bäck,et al.  Evolutionary algorithms in theory and practice - evolution strategies, evolutionary programming, genetic algorithms , 1996 .

[22]  J. Siegel,et al.  Ad-hoc design of temporally shaped fs laser pulses based on plasma dynamics for deep ablation in fused silica , 2013 .

[23]  D. Hanna,et al.  High fidelity femtosecond pulses from an ultrafast fiber laser system via adaptive amplitude and phase pre-shaping , 2008 .

[24]  Herschel Rabitz,et al.  Gradient algorithm applied to laboratory quantum control , 2009 .

[25]  Daan P. Sprünken,et al.  Robust orthogonal parameterization of evolution strategy for adaptive laser pulse shaping. , 2009, Optics express.

[26]  B. Rethfeld,et al.  Material processing of dielectrics with temporally asymmetric shaped femtosecond laser pulses on the nanometer scale , 2008 .

[27]  T. Baumert,et al.  Adaptive control of molecular alignment , 2006 .

[28]  E. Papastathopoulos,et al.  Optimal control of femtosecond multiphoton double ionization of atomic calcium , 2005 .

[29]  Marcus Motzkus,et al.  Quantum control of energy flow in light harvesting , 2002, Nature.