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HYBRID TYPE PARTIAL AND FULL STEP QUADRATIC SOLVER FOR MODEL PREDICTIVE CONTROL OF DIESEL ENGINE AIR PATH FLOW, AND METHOD OF USE

机译:用于柴油机空气路径流模型预测控制的混合型局部和全步二次求解器及使用方法

摘要

PROBLEM TO BE SOLVED: To provide an alternative quadratic solver capable of reduction of a computational time and improvement of accuracy in model predictive control, and a method of use the same.SOLUTION: Model predictive control using a hybrid type quadratic solver for solving a linear feasibility problem corresponding to a nonlinear problem of a diesel engine, solves a convex, quadratic cost function having optimization variables and constraints and controls a plant on the basis of an output solution to optimize plant operation. Depending on whether a partial step (iterative) or a full step (direct) is attempted, a combination of iterative and direct calculations in a primal space is included. Further, primal and dual space array matrices are pre-computed and stored offline and are retrieved via use of a unique identifier associated with a specific active set for a set of constraints. Such hybrid type and/or offline calculations allow for reduction in computational power while still maintaining accuracy of solution results.SELECTED DRAWING: Figure 4
机译:解决的问题:提供一种能够减少模型预测控制中的计算时间并提高精度的二次求解器及其使用方法。解决方案:使用混合类型二次求解器来求解线性预测模型与柴油机的非线性问题相对应的可行性问题,解决了具有优化变量和约束的凸二次方成本函数,并基于输出解决方案控制工厂以优化工厂运营。根据是尝试部分步骤(迭代)还是完整步骤(直接),包括原始空间中迭代和直接计算的组合。此外,原始和对偶空间阵列矩阵被预先计算并离线存储,并且通过使用与针对一组约束的特定活动集相关联的唯一标识符来检索。这种混合类型和/或脱机计算可降低计算能力,同时仍保持求解结果的准确性。选定的图:图4

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