Constellation Shaping Coding Selection for QAM Capacity Gain

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Solution Overview

Problem

Modern wireless communication systems using quadrature amplitude modulation (QAM) with uniform bit-probability constellations are limited by an achievable capacity that fails to meet the Shannon capacity, hindering the ability to meet increasing demands for mobile broadband access.

Innovation Solution

Implement probabilistic constellation shaping (PCS) techniques that dynamically adjust the probability of using constellation symbols, combining it with systematic-type coding to maintain shaping gain while avoiding the loss of coding gain, thereby enhancing throughput and adapting transmission rates.

Engineering Contradictions & Design Principles

VSEngineering Contradiction Analysis

1Reliability

If probabilistic constellation shaping is applied to improve channel capacity, then the achievable capacity approaches Shannon capacity, but coding gain is lost due to incompatibility with conventional non-systematic coding

Engineering Contradiction:
Improvechannel capacityVSAvoidcoding gain
Core Design Contradiction:
ReliabilityVSLoss of information

Solution Approach 1:

The information sequence is divided into two parts: a first part that is probabilistically shaped and a second part that is not shaped. This segmentation allows the shaped portion to approach channel capacity while the unshaped portion can be systematically coded to preserve coding gain, resolving the contradiction between capacity improvement and coding gain preservation.

Inventive Principle:
Principle #1Segmentation

Solution Approach 2:

Different coding strategies are applied to different portions of the information sequence. The first portion uses probabilistic shaping with non-systematic coding to maximize capacity, while the second portion uses systematic coding to preserve coding gain. This local differentiation resolves the contradiction by optimizing each portion for its specific purpose.

Inventive Principle:
Principle #3Local quality

2Ease of manufacture

If uniform bit-probability QAM constellation is used, then the system is simple to implement, but the achievable capacity fails to meet Shannon capacity

Engineering Contradiction:
Improveimplementation simplicityVSAvoidachievable capacity
Core Design Contradiction:
Ease of manufactureVSReliability

Solution Approach 1:

The probability distribution of constellation symbols is changed from uniform to non-uniform in the first portion of the information sequence. This parameter change enables the system to approach Shannon capacity while maintaining a grid-like constellation structure that is still relatively simple to implement, resolving the contradiction between implementation simplicity and achievable capacity.

Inventive Principle:
Principle #35Parameter changes

3Productivity

If probabilistic constellation shaping is applied to increase throughput, then transmission rates can be adapted, but the coding efficiency deteriorates due to loss of systematic structure

Engineering Contradiction:
ImprovethroughputVSAvoidcoding efficiency
Core Design Contradiction:
ProductivityVSLoss of information

Solution Approach 1:

By segmenting the information sequence into shaped and unshaped portions, the system can increase throughput through probabilistic shaping while preserving coding efficiency in the unshaped portion through systematic coding. This segmentation resolves the contradiction between throughput increase and coding efficiency preservation.

Inventive Principle:
Principle #1Segmentation

Solution Approach 2:

The system uses a composite coding approach combining probabilistic shaping and systematic coding in different portions of the information sequence. This composite strategy allows the system to achieve both high throughput through shaping and high coding efficiency through systematic coding, resolving the contradiction between productivity and information loss.

Inventive Principle:
Principle #40Composite materials

Data Source

PatentUS12470451B2Constellation shaping-related coding selection
Publication Date: 2025.11.11 QUALCOMM INC
  • US12470451B2 patent drawing
  • US12470451B2 patent drawing
  • US12470451B2 patent drawing

AI summary

Aspects of the disclosure relate to wireless communication utilizing a modulation and coding scheme that selectively or dynamically applies probabilistically-shaped coding (PCS) to modulate a transmitted waveform. A communication device may determine whether to apply PCS. If PCS is to be applied, the device can encode the message based on a systematic code; and if PCS is not to be applied, the device can encode the message based on a non-systematic code. Other aspects, embodiments, and features are also claimed and described.