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1.
This paper aims to provide a systematic and comprehensive survey of state-of-the-art machine learning techniques and their potential applications in IoT-integrated power systems. 相似文献
2.
Seyed Hamed Mahdaviani Matin Parvari Davood Soudbar 《Korean Journal of Chemical Engineering》2016,33(2):423-437
A hybrid approach between the Taguchi method and grey relational analysis (GRA) with entropy measurement was applied to determine a single optimum setting for reaction factors of the proposed ethylene dimerization catalyst having overall selectivity to 1-butene (S1-btn (%)) and turnover frequency (TOF (h-1)) as multiple quality characteristics. Titanium tetrabutoxide (Ti(OC4H9)4) catalyst precursor in combination with triethyl aluminum (TEA) activator, 1,4-dioxane as a suitable modifier, and ethylene dichloride (EDC) as a novel promoter were used in the catalysis. Control factors of temperature, pressure, Al/Ti, 1,4-dioxane/Ti, and EDC/Ti mol ratios were investigated on three levels and their main effects were discussed. The effect of the binary interaction between temperature, pressure, and Al/Ti mol ratio was also examined. Weight of the responses was determined using entropy. Analysis of variance (ANOVA) for data obtained from GRA indicated that EDC/Ti mol ratio with 27.64% contribution had the most profound effect on the multiple quality characteristics. Development of the weighted Grey-Taguchi method used the Taguchi method as its basic structure, adopted GRA to deal with multiple responses, and entropy to enhance the reasonability of the comprehensive index produced by GRA to make the results more objective and accurate. Overall, these combined mathematical techniques improved catalytic performance for 1-butene production. 相似文献
3.
We study the concentration dependence of the conformational and viscometric behaviour of short-chain polymer solutions in shear flow by conducting a series of non-equilibrium molecular dynamics simulations, covering the entire concentration range. Our model explicitly incorporates all of the important generic features of real polymer solutions—excluded volume, hydrodynamic interactions and finite chain extensibility. Hydrodynamic interactions are included exactly by treating the solvent explicitly as an atomic fluid. The polymer molecules studied consist of 20-site bead-rod model molecules, which correspond approximately to 12 Kuhn steps in the melt. For polyethylene, this represents a molar mass of 1800 g mol−1. In some respects, our results are consistent with experimental and theoretical results obtained for long-chain polymer solutions. We calculate the Flory-Fox constant and find a value that agrees reasonably well with results for long chain polymer solutions. Due to the short chain length of the molecules investigated, no semidilute region exists for these solutions. However, the radius of gyration and viscosity still exhibit strong concentration dependence, which is well described by power series, rather than power law expressions, in contrast to the behaviour usually observed in long-chain polymer solutions. 相似文献
4.
It has been proven that districted matching schemes (e.g., the US presidential election scheme, also called the Electoral College) are more stable than undistricted matching schemes (e.g., the popular voting scheme for selecting a governor in California), and that the theory can be used in pattern classification applications, such as image classification, where by its nature an object to be classified consists of elements distributed in a bounded 2D space. However, the objects of some pattern classification applications consist of features/values of elements lying on a limited 1D line segment. This paper will prove that districted matching scheme can still outperform undistricted matching scheme in these applications, and the improved performance of districted vote scheme is even more substantial for these 1D objects than for 2D objects. The theoretical result suggests the use of districted matching schemes for pattern recognition of 1D objects. We verified the theoretical analysis through artificial neural network-based approaches for the prediction of start codons of nucleotide sequences.
Liang Chen received his Doctor' degree in Computer Science from the Institute of Software, Chinese Academy of Sciences, Beijing, China, in 1994. He is currently Associate Professor and Chair of Computer Science Department, University of Northern British Columbia, Prince George, BC, Canada. His research interests include general artificial intelligence, image processing, bioinformatics, intelligent language tutoring system, computational intelligence, and fast approximate practical algorithms for solving some NP hard problems.
Ruoyu Chen is now an undergraduate student (Class 2, Grade 2002) in Computer Science and Technology College at Jilin University, China, majoring Computer Science and Technology. He started to work with Dr. L. Chen in voting theory from 2003. He holds one Chinese Patent. His main research interests include artificial intelligence, natural language tutoring systems, data mining, and networks.
Sharmin Nilufar received an MSc degree in Computer Science from Rajshahi University, Bangladesh. She is now a graduate student at University of Northern British Columbia, Prince George, BC, Canada. Her research interests include information retrieval, image retrieval, and bioinformatics. 相似文献
5.
Reviews the history of saccadic suppression and describes the suggested causes of the phenomenon. Primary emphasis is placed on "ordinary" saccadic suppression (i.e., decreased sensitivity for stimulation received from the outside environment either during or within a few hundred milliseconds of the time of occurrence of a saccade). However, the suppression of afterimages and entopic images is also considered. Some suggestions are made about the role of suppression in maintaining a stable visual world (constancy of visual direction) when voluntary saccades occur. (98 ref) (PsycINFO Database Record (c) 2010 APA, all rights reserved) 相似文献
6.
The physical elevation corresponding to visually perceived eye level (VPEL) changes linearly with the pitch of a visual field. Deviations from true eye level average more than 0.5 times the angle of pitch over a 65° pitch range. A visual field consisting of 2 dim, isolated vertical lines in darkness is more than 4/5 as effective as that of a complexly structured visual field; 2 horizontal lines have a small and inconsistent effect. Differences in influence on VPEL between pitched-from-vertical and horizontal lines were predicted from an analysis that extracted differences in retinal perspective resulting from changes in pitch. The Great Circle Model (GCM), based on a spherical approximation to the erect, stationary eye, predicts the present results and results of 8 other sets of experiments. The model treats the influence of a single line on VPEL as systematically related to the elevation of the intersection between the great circle containing the image of the line and the central vertical retinal meridian; generalized GCM combines visual inputs with inputs from the body-referenced mechanism and maps onto the central nervous system. (PsycINFO Database Record (c) 2010 APA, all rights reserved) 相似文献
7.
The use of design-build delivery methods and building information modeling (BIM) tools in the construction industry has been growing rapidly in recent years due to the increasing demand for more efficient construction project management. The successful implementation of these?tools by engineering firms on projects, however, is still not being achieved consistently. This paper shares the experiences of the implementation of an in-house BIM tool by a large engineering, procurement, and construction firm that has an extensive reputation for design-build projects. A new workflow was proposed that takes full advantage of the BIM tool to both enhance the construction management performance and to minimize the impact on the firm’s existing workflow. The development of a new workflow was conducted by interviewing key personnel in various departments of the firm and by carefully examining probable impacts of the BIM tool’s introduction into the firm’s business processes. 相似文献
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