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METHOD, SYSTEM AND COMPUTER DEVICE FOR CAPACITY PREDICTION BASED ON KALMAN FILTER

机译:基于卡尔曼滤波器的容量预测方法,系统和计算机设备

摘要

Embodiments of the invention provide a Kalman filter based capacity forecasting method, system and computer equipment. The method comprises: acquiring a capacity time sequence of an object to be forecasted; establishing a dynamical model for the capacity time sequence, and extracting a state transition parameter and a process noise parameter of the dynamical model; performing Kalman filter estimation on the capacity time sequence by using the state transition parameter and the process noise parameter to generate at least one state characteristic signal; segmenting the capacity time sequence according to the at least one state characteristic signal, and determining at least one corresponding segmentation point; and forecasting the capacity at future time according to the at least one segmentation point determined in the capacity time sequence. By adopting the technical solutions of the invention, accurate forecasting of the capacity growth is achieved, to facilitate operation and maintenance personnel making a reasonable capacity expansion plan.
机译:本发明的实施例提供了一种基于卡尔曼滤波器的容量预测方法,系统和计算机设备。该方法包括:获取待预测对象的能力时间序列;建立容量时序的动力学模型,并提取该动力学模型的状态转移参数和过程噪声参数;利用所述状态转移参数和所述过程噪声参数对所述容量时间序列进行卡尔曼滤波估计,以产生至少一个状态特征信号;根据所述至少一个状态特征信号对所述容量时间序列进行分割,并确定至少一个对应的分割点;根据所述容量时间序列中确定的所述至少一个分割点,预测未来时间的容量。通过采用本发明的技术方案,可以实现对容量增长的准确预测,以方便运维人员制定合理的容量扩展计划。

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