{"title":"离散声学:时间过程的 ARMA 建模、理论","authors":"Y. I. Bobrovnitskii, I. A. Karpov","doi":"10.1134/S106377102360095X","DOIUrl":null,"url":null,"abstract":"<p>In physics, in particular, acoustics, time is traditionally considered as a continuous coordinate. Some exception is signal processing, where sampling is necessary for calculations on computers. But all acoustic problems are formulated and solved using time-continuous models described by differential equations and their solutions in the form of continuous time functions. Meanwhile, these problems can be formulated and solved in an equivalent way using discrete-time models described by finite-difference equations and their solutions in the form of time series. As the experience of some other fields of science, for example, control theory, shows, the discrete approach has a number of advantages over the continuous approach, the use of which greatly facilitates the solution of many problems. This paper aims to partially fill the gap in acoustics that exists here and is aimed at creating the theoretical foundations of a discrete-time approach to solving acoustic problems. The paper is limited to the consideration of one oscillatory system widely used in acoustics—a linear structure with <i>N</i> degrees of freedom consisting of lumped inertial, elastic and dissipative elements, to which, in particular, the finite element method leads. For several continuous models of this system, equivalent discrete-time models are constructed in the paper, finite-difference equations are derived and their solutions are obtained. The criterion of equivalence of continuous and discrete models in the paper is the mathematically exact equality of the corresponding solutions at all discrete points in time. Based on this criterion, analytical relations have been established between the parameters of continuous and discrete models and their equations, which make it possible to build its discrete-time model based on a continuous model of the system and, conversely, to build its continuous model based on a known discrete model. Special attention is paid in the paper to the forced vibrations of the system under the action of kinematic excitation, which is important in many acoustic problems, whereas in the literature only force excitation is considered. The paper also discusses one of the most useful properties of discrete modeling—the simplicity of constructing discrete models based on experimentally measured signals. A corresponding example is given. Note that the term “ARMA-model” is an abbreviation for “autoregressive and moving average model”, generally accepted in control theory, systems theory and other fields of science.</p>","PeriodicalId":455,"journal":{"name":"Acoustical Physics","volume":"69 6","pages":"749 - 767"},"PeriodicalIF":0.9000,"publicationDate":"2024-02-28","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"0","resultStr":"{\"title\":\"Discrete Acoustics: ARMA-Modeling of Time Processes, Theory\",\"authors\":\"Y. I. Bobrovnitskii, I. A. Karpov\",\"doi\":\"10.1134/S106377102360095X\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"<p>In physics, in particular, acoustics, time is traditionally considered as a continuous coordinate. Some exception is signal processing, where sampling is necessary for calculations on computers. But all acoustic problems are formulated and solved using time-continuous models described by differential equations and their solutions in the form of continuous time functions. Meanwhile, these problems can be formulated and solved in an equivalent way using discrete-time models described by finite-difference equations and their solutions in the form of time series. As the experience of some other fields of science, for example, control theory, shows, the discrete approach has a number of advantages over the continuous approach, the use of which greatly facilitates the solution of many problems. This paper aims to partially fill the gap in acoustics that exists here and is aimed at creating the theoretical foundations of a discrete-time approach to solving acoustic problems. The paper is limited to the consideration of one oscillatory system widely used in acoustics—a linear structure with <i>N</i> degrees of freedom consisting of lumped inertial, elastic and dissipative elements, to which, in particular, the finite element method leads. For several continuous models of this system, equivalent discrete-time models are constructed in the paper, finite-difference equations are derived and their solutions are obtained. The criterion of equivalence of continuous and discrete models in the paper is the mathematically exact equality of the corresponding solutions at all discrete points in time. Based on this criterion, analytical relations have been established between the parameters of continuous and discrete models and their equations, which make it possible to build its discrete-time model based on a continuous model of the system and, conversely, to build its continuous model based on a known discrete model. Special attention is paid in the paper to the forced vibrations of the system under the action of kinematic excitation, which is important in many acoustic problems, whereas in the literature only force excitation is considered. The paper also discusses one of the most useful properties of discrete modeling—the simplicity of constructing discrete models based on experimentally measured signals. A corresponding example is given. 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引用次数: 0
摘要
摘要 在物理学,特别是声学中,时间历来被视为连续坐标。信号处理是个例外,因为在计算机上进行计算时需要采样。但是,所有声学问题都是用微分方程描述的时间连续模型及其连续时间函数形式的解来表述和求解的。同时,这些问题也可以用有限差分方程描述的离散时间模型及其时间序列形式的解以等效方式提出和解决。正如其他一些科学领域(如控制理论)的经验所表明的那样,离散方法比连续方法有许多优势,使用离散方法可以大大方便许多问题的解决。本文旨在部分填补声学领域的这一空白,为离散时间方法解决声学问题奠定理论基础。本文仅限于研究声学中广泛使用的一个振荡系统--具有 N 个自由度的线性结构,由成块的惯性、弹性和耗散元素组成。对于该系统的几个连续模型,本文构建了等效的离散时间模型,推导出有限差分方程,并获得了它们的解。文中连续和离散模型等价的标准是在所有离散时间点上相应解在数学上完全相等。根据这一标准,在连续和离散模型的参数及其方程之间建立了分析关系,从而可以根据系统的连续模型建立其离散时间模型,反之,也可以根据已知的离散模型建立其连续模型。本文特别关注系统在运动激励作用下的受迫振动,这在许多声学问题中都很重要,而文献中只考虑了力激励。本文还讨论了离散建模最有用的特性之一--基于实验测量信号构建离散模型的简便性。文中给出了一个相应的例子。请注意,术语 "ARMA 模型 "是 "自回归移动平均模型 "的缩写,在控制论、系统论和其他科学领域已被普遍接受。
Discrete Acoustics: ARMA-Modeling of Time Processes, Theory
In physics, in particular, acoustics, time is traditionally considered as a continuous coordinate. Some exception is signal processing, where sampling is necessary for calculations on computers. But all acoustic problems are formulated and solved using time-continuous models described by differential equations and their solutions in the form of continuous time functions. Meanwhile, these problems can be formulated and solved in an equivalent way using discrete-time models described by finite-difference equations and their solutions in the form of time series. As the experience of some other fields of science, for example, control theory, shows, the discrete approach has a number of advantages over the continuous approach, the use of which greatly facilitates the solution of many problems. This paper aims to partially fill the gap in acoustics that exists here and is aimed at creating the theoretical foundations of a discrete-time approach to solving acoustic problems. The paper is limited to the consideration of one oscillatory system widely used in acoustics—a linear structure with N degrees of freedom consisting of lumped inertial, elastic and dissipative elements, to which, in particular, the finite element method leads. For several continuous models of this system, equivalent discrete-time models are constructed in the paper, finite-difference equations are derived and their solutions are obtained. The criterion of equivalence of continuous and discrete models in the paper is the mathematically exact equality of the corresponding solutions at all discrete points in time. Based on this criterion, analytical relations have been established between the parameters of continuous and discrete models and their equations, which make it possible to build its discrete-time model based on a continuous model of the system and, conversely, to build its continuous model based on a known discrete model. Special attention is paid in the paper to the forced vibrations of the system under the action of kinematic excitation, which is important in many acoustic problems, whereas in the literature only force excitation is considered. The paper also discusses one of the most useful properties of discrete modeling—the simplicity of constructing discrete models based on experimentally measured signals. A corresponding example is given. Note that the term “ARMA-model” is an abbreviation for “autoregressive and moving average model”, generally accepted in control theory, systems theory and other fields of science.
期刊介绍:
Acoustical Physics is an international peer reviewed journal published with the participation of the Russian Academy of Sciences. It covers theoretical and experimental aspects of basic and applied acoustics: classical problems of linear acoustics and wave theory; nonlinear acoustics; physical acoustics; ocean acoustics and hydroacoustics; atmospheric and aeroacoustics; acoustics of structurally inhomogeneous solids; geological acoustics; acoustical ecology, noise and vibration; chamber acoustics, musical acoustics; acoustic signals processing, computer simulations; acoustics of living systems, biomedical acoustics; physical principles of engineering acoustics. The journal publishes critical reviews, original articles, short communications, and letters to the editor. It covers theoretical and experimental aspects of basic and applied acoustics. The journal welcomes manuscripts from all countries in the English or Russian language.