Semiconductor Chip Stacking Using Stress Prediction to Reduce Warpage

Resolve Bottlenecks,
Find Innovative Solutions
Generate Solutions

Solution Overview

Problem

The challenge of manufacturing compact semiconductor devices with improved performance and reduced size is hindered by non-uniformities in semiconductor wafers, leading to varying stress characteristics among chips, which complicates the stacking process and increases waste.

Innovation Solution

A method and system that utilize patterned wafer geometry (PWG) and local shape curvature (LSC) data to predict stress characteristics of semiconductor chips, optimizing the stacking algorithm to minimize waste and enhance manufacturing yield by recommending optimal chip combinations.

Engineering Contradictions & Design Principles

VSEngineering Contradiction Analysis

1Volume of moving object

If semiconductor chips are stacked to reduce device size and improve performance, then device compactness and performance are improved, but manufacturing complexity and waste increase due to non-uniform stress characteristics

Engineering Contradiction:
Improvedevice sizeVSAvoidmanufacturing complexity
Core Design Contradiction:
Volume of moving objectVSDevice complexity

Solution Approach 1:

The patent applies preliminary action by predicting stress characteristics of semiconductor chips before the stacking process. The system calculates stress characteristics based on wafer geometry data and chip position information in advance, allowing manufacturers to plan stacking combinations proactively. This prevents waste by identifying suitable chip pairs before actual stacking, rather than dealing with warpage issues after stacking has occurred.

Inventive Principle:
Principle #10Preliminary action

Solution Approach 2:

The patent utilizes parameter changes by transforming physical wafer geometry parameters (shape, curvature) into predictive stress characteristic parameters. The system changes the state of information from raw geometric measurements to calculated stress predictions, enabling proactive stacking optimization. This parameter transformation allows the system to recommend stacking combinations that minimize warpage without requiring physical trial-and-error.

Inventive Principle:
Principle #35Parameter changes

2Productivity

If stacking combinations are optimized based on stress characteristics, then manufacturing yield is improved, but measurement and prediction complexity increases

Engineering Contradiction:
Improvemanufacturing yieldVSAvoidstress characteristic measurement complexity
Core Design Contradiction:
ProductivityVSDifficulty of detecting and measuring

Solution Approach 1:

The patent replaces mechanical stress measurement systems with a computational prediction system. Instead of using complex mechanical apparatus to physically measure stress characteristics of each chip, the system substitutes this with algorithmic calculations based on wafer geometry data and chip position. This substitution maintains high manufacturing yield through accurate stress prediction while avoiding the complexity of direct mechanical measurement.

Inventive Principle:
Principle #28Mechanics substitution (Replace mechanical system)

Solution Approach 2:

The patent introduces an intermediary computational model that bridges wafer geometry data and stress characteristics. Rather than directly measuring stress, the system uses wafer shape and curvature data as intermediaries to predict stress characteristics. This intermediary approach simplifies measurement by using easily obtainable geometric data to infer harder-to-measure stress parameters.

Inventive Principle:
Principle #24Intermediary (Mediator)

3Loss of substance

If non-destructive stress prediction is performed using wafer geometry data, then chip waste is reduced, but data processing complexity increases

Engineering Contradiction:
Improvechip wasteVSAvoiddata processing complexity
Core Design Contradiction:
Loss of substanceVSDevice complexity

Solution Approach 1:

The patent performs preliminary data processing by calculating stress characteristics from wafer geometry data before chips are separated or stacked. This advance calculation allows the system to identify suitable stacking combinations and minimize chip waste before any physical processing occurs. The data processing complexity is concentrated in the preliminary stage, enabling waste reduction throughout the subsequent manufacturing process.

Inventive Principle:
Principle #10Preliminary action

Solution Approach 2:

The patent applies segmentation by dividing the data processing into distinct components: wafer geometry data collection, local shape curvature calculation, and stress characteristic prediction. This segmentation of data processing tasks makes the overall complex process more manageable and systematic, allowing each component to be optimized independently while achieving the goal of minimizing chip waste through accurate stress prediction.

Inventive Principle:
Principle #1Segmentation

Data Source

PatentUS20260057157A1Method of optimizing stacking algorithm for semiconductor chips, system performing the same, and method of manufacturing semiconductor device using the same
Publication Date: 2026.02.26 SAMSUNG ELECTRONICS CO LTD
  • US20260057157A1 patent drawing
  • US20260057157A1 patent drawing
  • US20260057157A1 patent drawing

AI summary

In a method of optimizing a stacking algorithm for semiconductor chips, measurement data are collected, using a measuring equipment, from wafers including semiconductor chips. Calculation data are obtained by pre-processing the measurement data. Global stress data associated with the wafers and local stress data associated with the semiconductor chips are obtained based on at least one of the measurement data and the calculation data. Stress characteristics associated with the semiconductor chips are predicted based on the global stress data and the local stress data. A stacking combination of the semiconductor chips is recommended based on the stress characteristics such that stacked chip structures satisfy at least one predetermined criterion. Each of the stacked chip structures is formed by stacking two or more of the semiconductor chips.