The Mongolian Plateau (MP) has important influences on regional and global climate change. The spatiotemporal variations in the cloud cover and cloud optical thickness of total, high, middle, and low ...clouds over the MP during the daytime from 2006 to 2015 are analyzed using MODIS level 2 atmospheric data. Results show that the annual average total cloud cover over the MP decreases from the forest area in the northeast to the desert area in the southwest. The total cloud cover over the MP is obviously higher in summer than in other seasons, in which high clouds have a largest proportion, with the substantial total cloud cover changes. The spatial distributions of the high, middle, and low cloud covers over the MP are highly variable. The cooling effect of the cloud net radiative forcing is greater during the daytime in summer than in other seasons, which is likely associated with thick cloud optical thickness or large cloud cover in summer. Combined with the analyses of relationships among cloud cover, cloud optical thickness, cloud radiative forcing, and air temperature, the results show that significantly negative correlations exist between cloud optical thickness and cloud radiative forcing, and between total cloud cover and air temperature in the MP. The decrease in air temperature in summer over the MP during daytime confirm that the increase in the daytime total cloud cover strengthen the cooling effects of clouds and decrease the air temperature, especially in the high-value area with cloud cover distribution over the northeast MP.
XML document classification based on ELM Zhao, Xiang-guo; Wang, Guoren; Bi, Xin ...
Neurocomputing (Amsterdam),
09/2011, Letnik:
74, Številka:
16
Journal Article
Recenzirano
In this paper, we describe an XML document classification framework based on extreme learning machine (ELM). On the basis of Structured Link Vector Model (SLVM), an optimized Reduced Structured ...Vector Space Model (RS-VSM) is proposed to incorporate structural information into feature vectors more efficiently and optimize the computation of document similarity. We apply ELM in the XML document classification to achieve good performance at extremely high speed compared with conventional learning machines (e.g., support vector machine). A voting-ELM algorithm is then proposed to improve the accuracy of ELM classifier. Revoting of Equal Votes (REV) method and Revoting of Confusing Classes (RCC) method are also proposed to postprocess the voting result of v-ELM and further improve the performance. The experiments conducted on real world classification problems demonstrate that the voting-ELM classifiers presented in this paper can achieve better performance than ELM algorithms with respect to precision, recall and F-measure.
This paper introduces a new approach called double asynchronous orthogonal sample design (DAOSD) to probe intermolecular interactions. A specifically designed concentration series is selected ...according to the mathematical analysis to generate useful 2D correlated spectra. As a result, the interfering portions are completely removed and a pair of complementary sub-2D asynchronous spectra can be obtained. A computer simulation is applied on a model system with two solutes to study the spectral behavior of cross peaks in 2D asynchronous spectra generated by using the DAOSD approach. Variations on different spectral parameters, such as peak position, bandwidth, and absorptivity, caused by intermolecular interactions can be estimated by the characteristic spectral patterns of cross peaks in the pair of complementary sub-2D asynchronous spectra. Intermolecular interactions between benzene and iodine in CCl4 solutions were investigated using the DAOSD approach to prove the applicability of the DAOSD method in real chemical system.
Summary
The functional characterization of mammalian proteins containing a methyl‐CpG‐binding domain (MBD) has revealed that MBD proteins can decipher the epigenetic information encoded by DNA ...methylation, and integrate DNA methylation, modification of chromatin structure and repression of gene expression. The Arabidopsis genome has 13 putative genes encoding MBD proteins, and no specific biological function has been defined for any AtMBD genes. In this study, we identified three T‐DNA insertion mutant alleles at the AtMBD9 locus, and found that all of them exhibited obvious developmental abnormalities. First, the atmbd9 mutants flowered significantly earlier than wild‐type plants. The expression of FLOWERING LOCUS C (FLC), a major repressor of Arabidopsis flowering, was markedly attenuated by the AtMBD9 mutations. This FLC transcription reduction was associated with a significant decrease in the acetylation level in histone H3 and H4 of FLC chromatin in the atmbd9 mutants. Secondly, the atmbd9 mutants produced more shoot branches by increasing the outgrowth of axillary buds when compared with wild‐type plants. The two known major factors controlling the outgrowth of axillary buds in Arabidopsis, auxin and the more axillary growth (MAX) pathway, were found not to be involved in producing this enhanced shoot branching phenotype in atmbd9 mutants, indicating that AtMBD9 may regulate a novel pathway to control shoot branching. This pathway is not related to FLC expression as over‐expression of FLC in atmbd9‐2 restored its flowering time to one similar to that of the wild type, but did not alter the shoot branching phenotype.
Self-incompatibility (SI) is one of several mechanisms that have evolved to prevent inbreeding in plants. SI in Brassica is controlled by the polymorphic S locus complex. Two S locus-encoded proteins ...are coordinately expressed in the stigma epidermis: the cell wall-localized S locus glycoprotein (SLG) and the plasma membrane-anchored S receptor kinase (SRK). These proteins are thought to recognize a pollen factor that leads to the rejection of self-pollen. Evidence has accumulated that indicates that both proteins are necessary for the ability of the stigma to inhibit self-pollen. However, it has not been possible to prove this necessity definitively or to demonstrate that these genes are sufficient for this phenotype, because previous attempts to transfer this phenotype via transformation have not been successful. In this study, two overlapping S locus genomic clones, which cover ≈ 55 kilobases of DNA and contain the SLG, SRK, and an anther-expressed gene in the region common to the two, were introduced into a self-compatible Brassica napus line. The resulting transgenic plants were shown to carry the female part of the SI phenotype, rejecting pollen in a haplotype-specific manner. However, the pollen SI phenotype was not found in any of the transgenic plants. These data show that the SLG and SRK are sufficient for the female side but not the male side of the SI phenotype in Brassica and that there must be an independent pollen S factor encoded outside the cloned region.
Self-incompatibility (SI) in Brassica is controlled by a single locus, termed the S locus. There is evidence that two of the S locus genes, SLG, which encodes a secreted glycoprotein, and SRK, which ...encodes a putative receptor kinase, are required for SI on the stigma side. The current model postulates that a pollen ligand recognizing the SLG/SRK receptors is encoded in the genomic region defined by the SLG and SRK genes. A fosmid contig of approximately 65 kb spanning the SLG-910 and SRK-910 genes was isolated from the Brassica napus W1 line. A new gene, SLL3, was identified using a novel approach combining cDNA subtraction and direct selection. This gene encodes a putative secreted small peptide and exists as multiple copies in the Brassica genome. Sequencing analysis of the 65-kb contig revealed seven additional genes and a transposon. None of these seven genes exhibited features expected of S genes on the pollen side. An approximately 88-kb contig of the A14S region also was isolated from the B. napus T2 line and sequenced. Comparison of the two S regions revealed that (1) the gene organization downstream of SLG in both S haplotypes is highly colinear; (2) the distance between SLG-A14 and SRK-A14 genes is much larger than that between SLG-910 and SRK-910, with the intervening region filled with retroelements and haplotype-specific genes; and (3) the gene organization downstream of SRK in the two haplotypes is divergent. These observations lead us to propose that the SLG downstream region might be one border of the S locus and that the accumulation of heteromorphic sequences, such as retroelements as well as haplotype-unique genes, may act as a mechanism to suppress recombination between SLG and SRK.
In the study of Hilbert 16th problem the most difficult part is to find the maximal number of limit cycles appearing near a polycycle by perturbations. In this paper we study the bifurcation of limit ...cycles near a polycycle with
n hyperbolic saddle points. We obtain a sufficient condition for the polycycle to generate at least
n limit cycles. We also establish a necessary and sufficient condition for the existence of a separatrix connecting any two saddle points.
Self-incompatibility (SI) is one of several mechanisms that have evolved to prevent inbreeding in plants. SI in Brassica is controlled by the polymorphic S locus complex. Two S locus-encoded proteins ...are coordinately expressed in the stigma epidermis: the cell wall-localized S locus glycoprotein (SLG) and the plasma membrane-anchored S receptor kinase (SRK). These proteins are thought to recognize a pollen factor that leads to the rejection of self-pollen. Evidence has accumulated that indicates that both proteins are necessary for the ability of the stigma to inhibit self-pollen. However, it has not been possible to prove this necessity definitively or to demonstrate that these genes are sufficient for this phenotype, because previous attempts to transfer this phenotype via transformation have not been successful. In this study, two overlapping S locus genomic clones, which cover ≈55 kilobases of DNA and contain the SLG , SRK , and an anther-expressed gene in the region common to the two, were introduced into a self-compatible Brassica napus line. The resulting transgenic plants were shown to carry the female part of the SI phenotype, rejecting pollen in a haplotype-specific manner. However, the pollen SI phenotype was not found in any of the transgenic plants. These data show that the SLG and SRK are sufficient for the female side but not the male side of the SI phenotype in Brassica and that there must be an independent pollen S factor encoded outside the cloned region.
In this paper, we develop Kaplan–Yorke's method and consider the existence of periodic solutions for delay differential equations with two delays. Especially, we study Hopf and saddle-node ...bifurcations of periodic solutions for the equation with parameters, and give conditions under which the bifurcations occur.
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