n.量子化（作用），量化；分层；把连续量转换为数字；变量分区（法）；取离散值，脉冲发送的选择

The process of quantization is used in digital signal processing to convert continuous analog signals into discrete digital values.
量化过程在数字信号处理中被用来将连续的模拟信号转换为离散的数字值。
In lossy data compression, quantization is responsible for reducing the amount of information by discarding less significant bits.
在有损数据压缩中，量化负责通过丢弃不那么重要的位来减少信息量。
Quantization error occurs when the quantized value differs from the original analog signal in signal processing.
量化误差是指在信号处理中，量化后的值与原始模拟信号存在差异时产生的误差。
The resolution of a quantizer determines how small a change in the input can be accurately represented by its output.
一个量化器的分辨率决定了输入变化的最小值能被其输出准确表示的程度。
In DCT (Discrete Cosine Transform) based image compression, quantization plays a crucial role in balancing between compression ratio and visual quality.
在基于离散余弦变换（DCT）的图像压缩中，量化在压缩比率和视觉质量之间起到关键的平衡作用。
Quantization of neural network weights helps reduce model size and memory requirements for efficient deployment on resource-constrained devices.
神经网络权重的量化有助于减小模型大小并降低内存需求，以便于在资源有限的设备上高效部署。
Audio quantization is the reason for the introduction of quantization noise in digital audio recordings.
音频量化是导致数字音频记录中引入量化噪声的原因。
In finance, portfolio optimization often involves the process of quantizing asset returns for risk assessment purposes.
在金融领域，投资组合优化经常涉及对资产回报进行量化以用于风险评估的目的。
The quantization levels of color palette in an image file determine the number of distinct colors that can be displayed.
图像文件中的颜色调色板量化级别决定了可以显示的不同颜色数量。
In machine learning, quantization can be applied to model pruning, where some parameters are approximated with fewer bits to achieve faster computation and lower energy consumption.
在机器学习中，量化可以应用于模型剪枝，即用较少的位数近似一些参数以实现更快的计算速度和更低的能耗。