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To improve the regulatory performance of Wellon and Edgar's Generalized Analytical Predictor (WE-GAP), a novel algorithm is developed to predict the load disturbance's effect on the process output through the disturbance response tendency. Meanwhile, a corrective parameter is introduced to improve the predictor precision and the system robustness. The corrective parameter is optimized on-line to adapt to different load disturbances. This improvement removes the assumption of WE-GAP that the disturbance transfer function should be known exactly. Additionally, the disturbance predictor can also be obtained even though the disturbance transfer function order is higher than second-order. Simulation results indicate that the proposed predictive scheme is able to improve the properties of WE-GAP and shows good control performance for chemical process with large dead time. 相似文献
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In several applications, semidefinite programs arise in which the matrix depends nonlinearly on the unknown variables. We propose a new solution method for such semidefinite programs that also applies to other smooth nonconvex programs. The method is an extension of a primal predictor corrector interior method to nonconvex programs. The predictor steps are based on Dikin ellipsoids of a “convexified” domain. The corrector steps are based on quadratic subprograms that combine aspects of line search and trust region methods. Convergence results are given, and some preliminary numerical experiments suggest a high robustness of the proposed method. 相似文献
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工业过程控制中,纯滞后系统普遍存在,单纯的Smith预估控制的鲁棒性差,单神经元具有自学习、自适应能力,将单神经元与Smith二者有机结合,形成单神经元—Smith复合控制器,并利用MATLAB/Simulink对其进行仿真研究。仿真结果表明,这种控制器充分发挥了神经元自适应、自学习的功能,弥补了单纯的Smith控制器在处理纯滞后问题中的不足,具有良好的抗干扰能力和适应性。 相似文献
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针对非最小相位系统右半平面零点所造成的负调问题,文中以抑制非最小相位系统的负调和时滞问题为目的,将两步PID参数整定法与Smith预估控制器相融合,提出了一种复杂控制算法。该算法通过调整系统前置系数和PID参数,达到抑制非最小相位负调的作用,并将其作用于Smith预估控制结构中,达到提升系统响应时间的目的。利用MATLAB软件中的Simulink对典型二阶控制系统建立仿真模型。仿真结果表明,该复杂控制算法在消除系统负调的同时也提升了系统的响应时间,验证了该复杂控制算法的有效性和鲁棒性。 相似文献
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The first national single-step, full-information (phenotype, pedigree, and marker genotype) genetic evaluation was developed for final score of US Holsteins. Data included final scores recorded from 1955 to 2009 for 6,232,548 Holsteins cows. BovineSNP50 (Illumina, San Diego, CA) genotypes from the Cooperative Dairy DNA Repository (Beltsville, MD) were available for 6,508 bulls. Three analyses used a repeatability animal model as currently used for the national US evaluation. The first 2 analyses used final scores recorded up to 2004. The first analysis used only a pedigree-based relationship matrix. The second analysis used a relationship matrix based on both pedigree and genomic information (single-step approach). The third analysis used the complete data set and only the pedigree-based relationship matrix. The fourth analysis used predictions from the first analysis (final scores up to 2004 and only a pedigree-based relationship matrix) and prediction using a genomic based matrix to obtain genetic evaluation (multiple-step approach). Different allele frequencies were tested in construction of the genomic relationship matrix. Coefficients of determination between predictions of young bulls from parent average, single-step, and multiple-step approaches and their 2009 daughter deviations were 0.24, 0.37 to 0.41, and 0.40, respectively. The highest coefficient of determination for a single-step approach was observed when using a genomic relationship matrix with assumed allele frequencies of 0.5. Coefficients for regression of 2009 daughter deviations on parent-average, single-step, and multiple-step predictions were 0.76, 0.68 to 0.79, and 0.86, respectively, which indicated some inflation of predictions. The single-step regression coefficient could be increased up to 0.92 by scaling differences between the genomic and pedigree-based relationship matrices with little loss in accuracy of prediction. One complete evaluation took about 2 h of computing time and 2.7 gigabytes of memory. Computing times for single-step analyses were slightly longer (2%) than for pedigree-based analysis. A national single-step genetic evaluation with the pedigree relationship matrix augmented with genomic information provided genomic predictions with accuracy and bias comparable to multiple-step procedures and could account for any population or data structure. Advantages of single-step evaluations should increase in the future when animals are pre-selected on genotypes. 相似文献