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991.
Hui Zhang Ming-Li Xiang Chang-Ying Ma Qi Huang Wei Li Yang Xie Yu-Quan Wei Sheng-Yong Yang 《Molecular diversity》2009,13(2):261-268
In this investigation, three-class classification models of aqueous solubility (logS) and lipophilicity (logP) have been developed
by using a support vector machine (SVM) method combined with a genetic algorithm (GA) for feature selection and a conjugate
gradient method (CG) for parameter optimization. A 5-fold cross-validation and an independent test set method were used to
evaluate the SVM classification models. For logS, the overall prediction accuracy is 87.1% for training set and 90.0% for
test set. For logP, the overall prediction accuracy is 81.0% for training set and 82.0% for test set. In general, for both
logS and logP, the prediction accuracies of three-class models are slightly lower by several percent than those of two-class
models. A comparison between the performance of GA–CG–SVM models and that of GA–SVM models shows that the SVM parameter optimization
has a significant impact on the quality of SVM classification model.
Electronic supplementary material The online version of this article (doi:) contains supplementary material, which is available to authorized users.
Hui Zhang and Ming-Li Xiang are contributed equally. 相似文献
992.
993.
Xu-Yang Liu Gao-Feng Wei Chao-Yun Long 《International Journal of Theoretical Physics》2009,48(2):463-470
The approximately analytical bound state solutions of the l-wave Klein-Gordon and k-state Dirac equations with the mixed Eckart potentials are carried out by a proper approximation to the centrifugal term.
The analytical radial wave functions of the l-wave Klein-Gordon and k-state Dirac equations with the mixed Eckart potentials are presented and the corresponding energy equations are derived.
Two special cases for k=1 and for k=1 and β=0 are studied briefly. Finally, we also verify the rationality of this approximation. 相似文献
994.
Commercial WO3 powder was annealed in air at four different temperatures and characterized by XRD and BET. The samples were used for the photooxidation of H2O to O2 under visible light irradiation (λ > 420 nm) in the presence of IO3− and the evolved gases were analyzed by gas chromatography. The results showed that the WO3 photocatalyst of monoclinic phase, which was obtained by annealing at 750 °C for 4 h, displayed the best activity in terms of O2 evolution among all the samples. Moreover, the activity was also found to be slightly affected by the grain size of the WO3 samples. 相似文献
995.
Generally, dipole mode is a doubly degenerate mode. Theoretical calculations have indicated that the single dipole mode of two-dimensional photonic crystal single point defect cavity shows high polarization property. We present a structure with elongated lattice, which only supports a single y-dipole mode. With this structure we can eliminate the degeneracy, control the lasing action of the cavity and demonstrate the high polarization property of the single dipole mode. In our experiment, the polarization extinction ratio of the y-dipole mode is as high as 51:1. 相似文献
996.
Charge transport properties of polyimide films implanted with 80 keV Co ions at two different fluences (series I: 1.25 × 10^17 ions/cm^2, series Ⅱ: 1.75 × 10^17 ions/cm^2) are studied in detail. For series I, the temperature dependence of surface resistivity fits Mott's equation very well. It is on the insulating side of the insulator-metal transition (IMT). However, for series Ⅱ, the temperature dependence of surface resistivity is not in agreement with Mott's equation. It is on the metallic side of lMT. The magnetotransport properties of these two series are also studied. No significant magnetoresistive effect is observed for series I at both 5 K and 300 K. For series Ⅱ, an obvious magnetoresistive effect is observed at 5 K, while there is no magnetoresistive effect at 300 K. Rutherford backscattering spectrometry (RBS) is applied to confirm the actual fluence for these two series. 相似文献
997.
Photoluminescence and X-Ray Photoelectron Spectroscopy of p-Type Phosphorus-Doped ZnO Films Prepared by MOCVD 下载免费PDF全文
Reproducible p-type phosphorus-doped ZnO (p-ZnO:P) films are prepared on semi-insulating InP substrates by metal-organic chemical vapour deposition technology. The electrical properties of these films show a hole concentration of 9.02 × 10^17 cm ^-3, a mobifity of 1.05 cm^2 /Vs, and a resistivity of 6.6 Ω.cm. Obvious acceptorbound-exciton-related emission and P-induced zinc vacancy (Vzn) emission are observed by low-temperature photoluminescence spectra of the films, and the acceptor binding energy is estimated to be about 125meV. The local chemical bonding environments of the phosphorus atoms in the ZnO are also identified by x-ray photoelectron spectra. Our results show direct experimental evidence that Pzn-2Vzn shallow acceptor complex most likely contributes to the p-type conductivity of ZnO:P films. 相似文献
998.
Based on polarization state conversion, a technique for coaxially coherent combination of laser beams is introduced. Laser beams can be coaxially coupled into one beam with high combination efficiency and perfect beam quality. A polarized laser beam combination system based on master oscillator power amplifier (MOPA) configuration is developed and the efficiencies of both unit combination and the whole system are investigated. In the experiment of combining four beams with single longitudinal mode, a combination efficiency of 85.3% is achieved. It can be further enhanced by improving the stability of experimental environment and the quality of optical and mechanical components. 相似文献
999.
In the framework of the topcolor-assisted technicolor (TC2) model, we study the production of the neutral top-pion πt^0 in association with a high-pw jet at the LHC, which proceeds via the partonic processes gg→πt^0g, gq →πt^0q, qq→πt^0g, gb(b)→πt^0b(b), and bb→πt^0g. We find that it is very challenging to detect the neutral top-pion πt^0 via the process pp → πt^0 +jet + X+ tt+jet +X, while the possible signatures of πt^0 might be detected via the process pp→πt^0 +jet + X→(tc+tc)+jet+X at the LHC. 相似文献
1000.