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               224                                                                      Coherent Control of Chemical Reactions
































                      FIGURE 19 Illustration of pulse shaping using a liquid crystal spatial modulator. [Uberna, R., Amitay, Z., Loomis,
                      R. A., and Leone, S. R. (1999). Disc. Faraday Society 113, 385. Reproduced by permission of the Royal Society of
                      Chemistry.]

               phases and/or amplitudes of the light in each frequency in-  ample, only the initial and final states of the control system
               terval. To control both amplitudes and phases, two modu-  are specified; the multidimensional potential energy sur-
               lators are used back-to-back. The two types of devices that  faces and the reaction coordinates connecting the initial
               have been used for this purpose are a liquid crystal spatial  and final states cannot be determined either theoretically
               light modulator and an acousto-optic modulator. The mod-  or experimentally. In addition, there exist experimentally
               ified pulse is finally recompressed by lens L 2 and grating  unavoidable uncertainties associated with the controlling
               G 2 .                                             fields. The optimal control methods described in previous
                 The phase and amplitude spectrum of the laser pulse are  sections are not well suited for such systems. In such cases,
               tailored to create a wave packet with selected properties.  a genetic algorithm (GA), which is a global optimization
               The various eigenstates that comprise the wave packet are  method, may be employed.
               populated by different frequency components of the laser  A GA has three fundamental operations: reproduction,
               pulse, each with its specified amplitude and phase. For  crossover, and mutation. By means of these three oper-
                                                         1
               example, rovibrational wave packets of Li 2 in the E   +  ations, an ensemble of individuals (i.e., a population) is
                                                           g
               state were created, consisting of vibrational levels v = 12–  adapted to fit its environment. In the first operation, groups
               16 and rotational levels  J = 17, 19. The phases and am-  of individuals that have a higher probability of reproduc-
               plitudes of the pump pulse shown in Fig. 20 were gener-  ing as a consequence of their better adaptation to their
               ated with a 128-pixel liquid crystal SLM. The pulse was  environment pass their genetic information onto succeed-
               tailored to optimize the ionization signal at a delay time  ing generations. In the crossover operation, splicing of the
               of 7 ps. The phases used to maximize or minimize the  parents’ genes transfers a mixture of their genetic material
               ionization signal are shown by solid and dashed lines, re-  to their offspring. Genetic diversity of the offspring cannot
               spectively, and the intensities at the eigenfrequencies of  be created by crossover. By mutation, however, the genetic
               the wave packet are indicated by circles.         material is altered to avoid premature convergence to an
                                                                 undesirable trait.
                                                                   The GA procedure has an interactive feedback (closed)
               C. Genetic Algorithms
                                                                 loop structure without any intervention by the experimen-
               There are many cases in which the molecular Hamil-  talist. An initial guess of multiple sets of control fields is
               tonian and the interactions with the photon fields are  evaluated for its success in achieving the target. The most
               not completely known. For many isolated polyatomic  successful members of this population are transformed by
               molecules or for molecules in condensed phases, for ex-  the three GA operators, and their offspring are evaluated.
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