Quantize and encode floating-point input into integer output
Quantizers
dspquant2
The Uniform Encoder block performs the following two operations on each floating-point sample in the input vector or matrix:
Quantizes the value using the same precision
Encodes the quantized floating-point value to an integer value
In the first step, the block quantizes an input value to one of 2B uniformly spaced levels in the range [-V, (1-21-B)V], where you specify B in the Bits parameter and you specify V in the Peak parameter. The quantization process rounds both positive and negative inputs downward to the nearest quantization level, with the exception of those that fall exactly on a quantization boundary. The real and imaginary components of complex inputs are quantized independently.
The number of bits, B, can be any integer value between 2 and 32, inclusive. Inputs greater than (1-21-B)V or less than -V saturate at those respective values. The real and imaginary components of complex inputs saturate independently.
In the second step, the quantized floating-point value is uniquely mapped (encoded) to one
of 2B integer values. When the Output
type is set to Unsigned integer
, the smallest quantized
floating-point value, -V, is mapped to the integer 0, and the largest
quantized floating-point value,
(1-21-B)V, is mapped to the
integer 2B-1. Intermediate quantized floating-point
values are linearly (uniformly) mapped to the intermediate integers in the range [0,
2B-1]. For efficiency, the block automatically
selects an unsigned output data type (uint8
,
uint16
, or uint32
) with the minimum number
of bits equal to or greater than B.
When the Output type is set to Signed
integer
, the smallest quantized floating-point value, -V, is
mapped to the integer -2B-1, and the largest
quantized floating-point value,
(1-21-B)V, is mapped to the
integer 2B-1-1. Intermediate quantized
floating-point values are linearly mapped to the intermediate integers in the range
[-2B-1,
2B-1-1]. The block automatically selects a
signed output data type (int8
,
int16
, or int32
) with the minimum number
of bits equal to or greater than B.
Inputs can be real or complex, double or single precision. The output data types that the block uses are shown in the table below. Note that most of the DSP System Toolbox™ blocks accept only double-precision inputs. Use the Simulink® Data Type Conversion block to convert integer data types to double precision. See About Data Types in Simulink (Simulink) for a complete discussion of data types, as well as a list of Simulink blocks capable of reduced-precision operations.
Bits | Unsigned Integer | Signed Integer |
---|---|---|
|
|
|
|
|
|
|
|
|
The Uniform Encoder block operations adhere to the definition for uniform encoding specified in ITU-T Recommendation G.701.
See example model ex_uniform_encoder.
In this example, the following parameters are set:
Peak = 2
Bits = 3
Output type = Unsigned
The following figure illustrates uniform encoding.
The real and complex components of each input (horizontal axis) are independently quantized
to one of 23 distinct levels in the range [-2,1.5]
.
These components are then mapped to one of 23 integer values in the
range [0,7]
.
-2.0 is mapped to 0 -1.5 is mapped to 1 -1.0 is mapped to 2 -0.5 is mapped to 3 0.0 is mapped to 4 0.5 is mapped to 5 1.0 is mapped to 6 1.5 is mapped to 7
This table shows the results for a few particular inputs.
Input | Quantized Input | Output | Notes |
---|---|---|---|
|
|
| |
|
|
| |
|
|
| Saturation (real) |
|
|
| |
|
|
| Saturation (imaginary) |
|
|
| Saturation (real and imaginary) |
The output data type is automatically set to uint8
, the most
efficient format for this input range.
The largest input amplitude to be encoded, V. Real or imaginary input values greater than (1-21-B)V or less than -V saturate (independently for complex inputs) at those limits.
Specify the number of bits, B, needed to represent the integer output. The number of levels at which the block quantizes the floating-point input is 2B.
The data type of the block's output, Unsigned integer
or
Signed integer
. Unsigned outputs are
uint8
, uint16
, or
uint32
, while signed outputs are int8
,
int16
, or int32
.
General Aspects of Digital Transmission Systems: Vocabulary of Digital Transmission and Multiplexing, and Pulse Code Modulation (PCM) Terms, International Telecommunication Union, ITU-T Recommendation G.701, March, 1993
Port | Supported Data Types |
---|---|
Input |
|
Output |
|
Data Type Conversion (Simulink) | Simulink |
Quantizer (Simulink) | Simulink |
DSP System Toolbox | |
Uniform Decoder | DSP System Toolbox |
udecode | Signal Processing Toolbox |
uencode | Signal Processing Toolbox |