长序处理中的状态空间建模:变压器时代的反复性调查
Matteo Tiezzi1, Michele Casoni2, Alessandro Betti3
1IIT, Ist. Italiano di Tecnologia, Genova, 16152, Italy.
概括
这项调查探讨了用于处理长序数据的循环神经网络的最新进展. 它强调了克服当前技术局限性的新架构和算法,为更高效的人工智能铺平了道路.
科学领域:
- 人工智能
- 机器学习
- 深度学习
背景情况:
- 从序列数据中学习,特别是长序列, 是人工智能的核心挑战.
- 传统的方法和变压器在捕捉长期依赖方面存在局限性.
- 由于新的状态空间模型和大背景变换器,循环神经网络 (RNN) 正在复苏.
研究的目的:
- 提供最近循环数据处理的基于模型的方法的深入概述.
- 提供经常性架构和算法的当前趋势分类.
- 引导研究人员进行序列数据处理.
主要方法:
- 对序列数据的反复模型的最新文献的调查.
- 对架构和算法创新的分析.
- 讨论新出现的趋势及其影响.
主要成果:
- 循环计算是克服现有技术局限性的关键.
- 深度状态空间模型和大背景变换器证明了循环方法的复兴.
- 新的循环架构可以提高处理长序列的效率.
结论:
- 这一领域正朝着更现实的在线数据处理方向发展.
- 有潜力开发超越时间向后传播的学习算法.
- 未来的研究可以专注于局部前计算,以实现高效的实时序列数据处理.
相关概念视频
Per-Unit Sequence Models
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An ideal Y-Y transformer, grounded through neutral impedances, displays per-unit sequence networks akin to those of a single-phase ideal transformer when subjected to balanced positive- or negative-sequence currents. These currents do not produce neutral currents, and their associated voltage drops.
Zero-sequence currents, which are identical in magnitude and phase, generate a neutral current, resulting in voltage drops across the neutral impedance and the low-voltage winding. If the...
Zero-sequence currents, which are identical in magnitude and phase, generate a neutral current, resulting in voltage drops across the neutral impedance and the low-voltage winding. If the...
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State Space Representation
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The frequency-domain technique, commonly used in analyzing and designing feedback control systems, is effective for linear, time-invariant systems. However, it falls short when dealing with nonlinear, time-varying, and multiple-input multiple-output systems. The time-domain or state-space approach addresses these limitations by utilizing state variables to construct simultaneous, first-order differential equations, known as state equations, for an nth-order system.
Consider an RLC circuit, a...
Consider an RLC circuit, a...
281
Transfer Function to State Space
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State-space representation is a powerful tool for simulating physical systems on digital computers, necessitating the conversion of the transfer function into state-space form. Consider an nth-order linear differential equation with constant coefficients, like those encountered in an RLC circuit. The state variables are selected as the output and its n−1 derivatives. Differentiating these variables and substituting them back into the original equation produces the state equations.
In an...
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State Space to Transfer Function
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The conversion of state-space representation to a transfer function is a fundamental process in system analysis. It provides a method for transitioning from a time-domain description to a frequency-domain representation, which is crucial for simplifying the analysis and design of control systems.
The transformation process begins with the state-space representation, characterized by the state equation and the output equation. These equations are typically represented as:
The transformation process begins with the state-space representation, characterized by the state equation and the output equation. These equations are typically represented as:
298
Sequence Networks of Rotating Machines
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A Y-connected synchronous generator, grounded through a neutral impedance, is designed to produce balanced internal phase voltages with only positive-sequence components. The generator's sequence networks include a source voltage that is exclusively in the positive-sequence network. The sequence components of line-to-ground voltages at the generator terminals illustrate this configuration.
Zero-sequence current induces a voltage drop across the generator's neutral impedance and other...
Zero-sequence current induces a voltage drop across the generator's neutral impedance and other...
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Transformers in Distribution System
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Transformers in distribution systems can be broadly categorized into distribution substation transformers and other distribution transformers. They are crucial for stepping down high transmission voltages to levels suitable for distribution and end-user applications.
Distribution substation transformers come in various ratings and typically use mineral oil for insulation and cooling. To prevent moisture and air from entering the oil, some transformers use an inert gas like nitrogen to fill the...
Distribution substation transformers come in various ratings and typically use mineral oil for insulation and cooling. To prevent moisture and air from entering the oil, some transformers use an inert gas like nitrogen to fill the...
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