Powder Packing Rate Calculation via Particle Size Distribution

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Solution Overview

Problem

The estimation of the packing rate of mixed raw material powder particles for cement relies heavily on empirical rules and intuition, which is inaccurate and limited in scientific precision, especially when dealing with varying raw material properties, making it difficult to consistently achieve a desired strength.

Innovation Solution

A method is developed to calculate the packing rate using the size distribution of powder particles, employing formulas that account for the frequency and radius of particles, and the void fraction in a hypothetical sphere, allowing for precise determination of the packing rate and void fraction, even with mixed powder systems.

Engineering Contradictions & Design Principles

VSEngineering Contradiction Analysis

1Ease of operation

If empirical rules and intuition are used to estimate packing rate, then the method is simple and easy to apply, but the measurement precision and scientific accuracy deteriorate

Engineering Contradiction:
Improveease of applicationVSAvoidpacking rate accuracy
Core Design Contradiction:
Ease of operationVSMeasurement precision

Solution Approach 1:

The patent replaces the manual/intuitive estimation method with an automated image processing system. The system captures images of powder particles, processes them through computer algorithms to determine size distribution, and calculates packing rate objectively. This substitution of manual estimation with automated mechanical/optical measurement resolves the contradiction by providing both ease of operation (automated process) and high measurement precision (objective calculation based on actual particle dimensions).

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

Solution Approach 2:

The patent creates a visual copy (image) of the actual powder particle arrangement and uses this copy for measurement and analysis. By capturing the real particle configuration through imaging and analyzing the copied representation, the system achieves accurate packing rate determination without requiring direct manual measurement, thus maintaining ease of operation while improving measurement precision.

Inventive Principle:
Principle #26Copying

2Adaptability or versatility

If empirical rules are used for different raw materials, then the method adapts to various materials, but the reliability and consistency deteriorate when material properties change

Engineering Contradiction:
Improveadaptability to different materialsVSAvoidconsistency of cement strength
Core Design Contradiction:
Adaptability or versatilityVSReliability

Solution Approach 1:

The patent changes the basis of measurement from empirical rules (which vary by material type) to physical parameters (particle size, shape, and spatial arrangement) that are universally applicable. By measuring actual particle dimensions and configurations through imaging and using these physical parameters to calculate packing rate, the system maintains reliability and consistency across different raw materials while remaining adaptable to their specific characteristics.

Inventive Principle:
Principle #35Parameter changes

3Measurement precision

If vast number of experiments are conducted to find empirical rules for all possible raw materials, then the accuracy improves, but the productivity and time consumption deteriorate

Engineering Contradiction:
Improvepacking rate accuracyVSAvoidexperiment efficiency
Core Design Contradiction:
Measurement precisionVSProductivity

Solution Approach 1:

The patent replaces the extensive experimental approach with an automated image processing and calculation system. Instead of conducting numerous physical experiments to establish empirical rules, the system directly measures particle characteristics through imaging and computes packing rate using mathematical models. This substitution dramatically improves productivity by eliminating repetitive experimentation while maintaining high measurement precision through direct observation and calculation.

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

Solution Approach 2:

The patent creates visual copies of particle arrangements through imaging and analyzes these copies to determine packing rate. This approach eliminates the need for repeated physical experimentation by using the captured images as representative samples, thereby improving productivity while maintaining measurement accuracy through direct analysis of actual particle configurations.

Inventive Principle:
Principle #26Copying

Data Source

PatentUS8635050B2Method for finding the filling rate or the porosity of powder
Publication Date: 2014.01.21 AIKAWA YUTAKA
  • US8635050B2 patent drawing
  • US8635050B2 patent drawing
  • US8635050B2 patent drawing

AI summary

The size distribution f(r) of powder particles is found, and the packing rate p of the powder particles is found based on the size distribution f(r) according to the following formula (a):p=∑i⁢⁢∑j⁢⁢ri2⁢rj3⁢f⁡(ri)⁢f⁡(rj)〈r2〉⁢〈r3〉⁢pji⁡(max)(a)wheref(ri): a frequency of i-particles having a radius of ri contained in the powder particles,f(rj): a frequency of j-particles having a radius of rj contained in the powder particles,ri: the radius of the i-particles contained in the powder particles,rj: the radius of the j-particles contained in the powder particles,〈r2〉:∑i⁢⁢ri2⁢f⁡(ri)〈r3〉:∑i⁢⁢ri3⁢f⁡(ri)pji(max): a void fraction in a hypothetical sphere having a radius of rj+ri around a j-particle having a radius of rj when the j-particle has i-particles most closely packed therearound so as be brought into contact therewith.