柴油机排烟烟色的判断与分析

明确了柴油机排烟烟色的概念,进一步阐述其生成机理,并对柴油机在使用过程中产生的排烟烟色及影响因素作出准确判断和分析.     

强夯法处理饱和砂土液化地基

介绍强夯法在饱和砂土液化地基处理中的应用情况，作用机理及其特点，强夯法有工艺简捷可行，工程效果显著和节省工程造价等特点。     

Weak correlation dictionary construction method for sparse coding

For sparse coding, the weaker the correlation of dictionary atoms is, the better the representation capacity of dictionary will be. A weak correlation dictionary construction method for sparse coding has been proposed in this paper. Firstly, a new dictionary atom initialization is proposed in which data samples with weak correlation are selected as the initial dictionary atoms in order to effectively reduce the correlation among them. Then, in the process of dictionary learning, the correlation between atoms has been measured by correlation coefficient, and strong correlation atoms have been eliminated and replaced by weak correlation atoms in order to improve the representation capacity of the dictionary. An image classification scheme has been achieved by applying the weak correlation dictionary construction method proposed in this paper. Experimental results show that, the proposed method averagely improves image classification accuracy by more than 2%, compared to sparse coding spatial pyramid matching (ScSPM) and other existing methods for image classification on the datasets of Caltech-101, Scene-15, etc.