一个两部分的变压器网络用于可控制的运动合成
概括
这项研究介绍了一种新的两部分变压器网络,用于实时人类运动合成. 该方法通过单独模拟上半身和下半身,提高了运动质量和可控性,与现有技术相比,取得了更好的结果.
科学领域:
- 计算机视觉 计算机视觉
- 人工智能的人工智能
- 人类运动合成
背景情况:
- 基于部分的运动合成网络减少了复杂性,但在计算上是昂贵的.
- 实时,高质量的人类运动合成对于交互式应用至关重要.
研究的目的:
- 为实时,可控的人类运动合成提出一个新的两部分变压器网络.
- 提高合成人类运动的计算效率和质量.
主要方法:
- 一个由两个部分组成的变压器网络将骨分为上半身和下半身.
- 两个具有多头注意力的自动回归流,共享根关节特征.
- 一种连贯性损失,以强制执行身体部位之间的相关性.
主要成果:
- 该网络实时合成了各种各样的异质运动 (例如,车轮,扭转).
- 实验和用户研究表明,与最先进的方法相比,运动质量优越.
- 与传统的基于部分的方法相比,计算成本降低.
结论:
- 拟议的两部分变压器网络有效地实现了实时高质量,可控的人类运动合成.
- 分享根关节特征和使用一致性损失显著提高了运动现实性和部分之间的相关性.
- 这种方法为计算要求高的交互式应用程序提供了一个有希望的解决方案.
相关概念视频
Transformers
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A device that transforms voltages from one value to another using induction is called a transformer. A transformer consists of two separate coils, or windings, wrapped around the same soft iron core. However, they are electrically insulated from each other.
The iron core has a substantial relative permeability. Therefore, the magnetic field lines generated due to the current in one winding are almost entirely confined within the core, such that the same magnetic flux permeates each turn of both...
The iron core has a substantial relative permeability. Therefore, the magnetic field lines generated due to the current in one winding are almost entirely confined within the core, such that the same magnetic flux permeates each turn of both...
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Transformers can provide desired voltages to a circuit by modifying the number of turns in the secondary windings.
If the ratio of the number of turns in the secondary winding to that of the primary winding is greater than one, then the transformer is said to be a step-up transformer. In a step-up transformer, the voltage at the secondary winding is greater than the voltage applied at the primary winding.
However, if this ratio is less than one, the transformer is said to be a step-down...
If the ratio of the number of turns in the secondary winding to that of the primary winding is greater than one, then the transformer is said to be a step-up transformer. In a step-up transformer, the voltage at the secondary winding is greater than the voltage applied at the primary winding.
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Three-Winding Transformers
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Three identical single-phase transformers can be configured to form a three-phase transformer connection, which involves high-voltage and low-voltage windings. The high-voltage windings are denoted by capital letters A-B-C, while the low-voltage windings are labeled with lowercase letters a-b-c, representing their respective phases. This notation helps distinguish between the high and low voltage sides of the transformer.
In the per-unit equivalent circuit of a grounded Y-Y three-phase...
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In scenarios involving parallel transformers with disparate ratings, developing per-unit models requires accommodating off-nominal turns ratios. This situation arises when the selected base voltages are not proportional to the transformer’s voltage ratings. Consider a transformer where the rated voltages are related by the term a. If the chosen voltage bases satisfy a relationship involving term b, term c is defined as the ratio of these bases. This ratio is then substituted into the...
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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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Equivalent Circuits for Practical Transformers
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The practical equivalent circuits of single-phase two-winding transformers exhibit significant deviations from their idealized versions due to the inherent properties of winding resistance and finite core permeability. These properties result in real and reactive power losses, affecting the transformer's performance. Understanding these deviations is crucial for designing more efficient transformers.
In a practical transformer, each winding exhibits resistance and leakage reactance. The...
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