This paper proposes a Rao-Blackwellised sequential Monte Carlo (RBSMC) scheme for on-line learning with feedforward neural nets. The proposed algorithm is tested against an example and the performance is compared with...
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ISBN:
(纸本)0780376161
This paper proposes a Rao-Blackwellised sequential Monte Carlo (RBSMC) scheme for on-line learning with feedforward neural nets. The proposed algorithm is tested against an example and the performance is compared with those of the conventional sequential Monte Carlo as well as the extended Kalman filter (EKF). The proposed scheme outperforms those conventional algorithms.
Recent progresses in the field of semiconductor photonic crystals, including three-dimensional and two-dimensional photonic crystals are presented. First, the fabrication of three-dimensional photonic crystals is revi...
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Recent progresses in the field of semiconductor photonic crystals, including three-dimensional and two-dimensional photonic crystals are presented. First, the fabrication of three-dimensional photonic crystals is reviewed and experimental results on the introduction of the light emitter into three-dimensional crystals are reported. Second, two unique devices using two-dimensional photonic crystals, surface-emitting-type single-defect channel-drop filters and photonic crystal lasers are presented.
Lipocalin-type prostaglandin D synthase (L-PGDS) is one of the major proteins in human cerebrospinal fluid (CSF) and binds various small lipophilic substances, such as bilirubin and biliverdin. The L-PGDS concentratio...
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African trypanosomiasis (sleeping sickness in humans or nagana in domestic animals) is caused by infection with African trypanosomes and is characterized by a marked increase in prostaglandin (PG) production. Although...
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Summary form only given. In this paper, we demonstrate the experimental evolution of ultra-broad spectra generated by photonic crystal fibers (PCFs) of different lengths, and theoretically analyze the nonlinear proces...
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Summary form only given. In this paper, we demonstrate the experimental evolution of ultra-broad spectra generated by photonic crystal fibers (PCFs) of different lengths, and theoretically analyze the nonlinear process based on our derived nonlinear propagation equation beyond the slowly-varying-envelope approximation (SVEA). The calculated results of the complicated frequency-dependent phase are significantly useful for extremely flexible and accurate active-chirp compensation by a 4-f pulse shaper with a spatial phase modulator for monocycle-pulse generation.
We investigated extensively the sub-Poissonian-photon-state generation by the microscopic backward-pump (BP) process in a semiconductor heterojunction light-emitting diode (LED) under constant-voltage operation. In pa...
We investigated extensively the sub-Poissonian-photon-state generation by the microscopic backward-pump (BP) process in a semiconductor heterojunction light-emitting diode (LED) under constant-voltage operation. In particular, the BP rate relative to the forward pump rate has been carefully evaluated from the dc characteristics of the LED and shown to depend strongly on the injection current and the device temperature. We then compare the experimental results of the photon-number squeezing performed at various temperatures in the constant-voltage-drive setup with the theoretical prediction estimated numerically using the parameter values determined from the dc measurements. As a consequence, it was proven that the observed squeezing at room temperature is successfully interpreted only in terms of the nonlinear BP model, while that at low temperature (∼100 K) is explained simply by the conventional model based on macroscopic Coulomb-blockade effect for the pump-noise suppression.
Unusual blue shift was observed on quantum-confined 2s exciton in a natural-quantum-well crystal (C6H13NH3)2PbI4 under the longitudinal electric field. This is attributed to the mixing of the 2s state with the triplet...
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We present a theoretical framework for sub-Poissonian-photon-state generation based on a microscopic backward-pump (BP) process in a semiconductor heterojunction light-emitting diode (LED). The model, which takes into...
We present a theoretical framework for sub-Poissonian-photon-state generation based on a microscopic backward-pump (BP) process in a semiconductor heterojunction light-emitting diode (LED). The model, which takes into account the BP and nonradiative recombination processes as well as the dynamical response of the external circuit, is applicable to practical LED’s. It is shown that the nonlinear dependence of the BP rate on the carrier number in the active region brings about the photon-number squeezing below the full-shot-noise level, without recourse to a high-impedance constant-current source. We also point out that the bandwidth of the squeezing by the nonlinear BP process is wider than that limited by the recombination lifetime. In addition, we discuss the origin of the nonlinearity of the BP rate based on a microscopic model for the injected carriers in the active region. The nonlinearity is suggested to be due to the rises of the electron temperature and of energetic position of the quasi-Fermi level, with increasing pump current.
We report 63Cu and 205Tl nuclear magnetic resonance (NMR) measurements on trilayered high-Tc compounds TlBa2Ca2Cu3O10−y (Tl-1223) that were synthesized at a high pressure and exhibits a high value of superconducting (...
We report 63Cu and 205Tl nuclear magnetic resonance (NMR) measurements on trilayered high-Tc compounds TlBa2Ca2Cu3O10−y (Tl-1223) that were synthesized at a high pressure and exhibits a high value of superconducting (SC) transition temperature Tc>130 K. In the SC state, the nuclear spin-lattice relaxation rate 1/T1 reveals a T3 behavior below Tc, followed by a T1T=const behavior at very low temperatures. The results are accounted for by the d-wave pairing model where the presence of the residual density of the states Nres(EF) is incorporated at the Fermi level to be consistent with the experiments. The important finding is that the size [in Nres(EF)] is much smaller for the present compounds of Tl-1223 with Tc>130 K than for the previous Tl-2223. Correspondingly, it is shown that an NMR intensity at a satellite peak in the Tl-NMR spectrum, which originates from a possible substitution of Tl for Ca, is much smaller for the former than for the latter. The synthesis technique at a high pressure is found to be a good way to remove such a crystal imperfection due to Tl/Ca intersubstitution. We have demonstrated from a microscopic point of view that as a result of decreasing the degree of disorder effect, the Tc in Tl-1223 has revealed a value higher than 130 K.
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