DFT Convergence Using Energy Ratio Criteria for Faster Iterations

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Solution Overview

Problem

Conventional density functional theory calculations are time-consuming due to increased iterations required for convergence, particularly when dealing with structures where electron density fluctuates minutely, leading to oscillation and prolonged processing times.

Innovation Solution

Implementing a convergence condition based on the difference ratio of total electron energy between the most-recently updated electron density and a representative value from the initial period, set as a threshold, to reduce iterations and enhance convergence accuracy.

Engineering Contradictions & Design Principles

VSEngineering Contradiction Analysis

1Loss of time

If conventional density functional theory calculations are performed with standard convergence criteria, then calculation accuracy is maintained, but processing time increases significantly due to prolonged iterations

Engineering Contradiction:
Improveprocessing timeVSAvoidconvergence accuracy
Core Design Contradiction:
Loss of timeVSReliability

Solution Approach 1:

The patent changes the convergence criterion parameter from standard electron density difference thresholds to a energy-based difference ratio criterion. Specifically, it uses the ratio of energy difference to total energy as the convergence judge, which fundamentally alters how convergence is detected and allows earlier termination of iterations while maintaining accuracy.

Inventive Principle:
Principle #35Parameter changes

Solution Approach 2:

The patent implements a feedback mechanism where the convergence judgment is continuously monitored during iterations using the energy difference ratio. The calculation terminates when the ratio falls below a predetermined threshold, providing real-time feedback that prevents unnecessary continued iterations and optimizes processing time.

Inventive Principle:
Principle #23Feedback

2Reliability

If iterations are increased to ensure convergence in structures with electron density fluctuations, then convergence accuracy is improved, but processing time increases

Engineering Contradiction:
Improveconvergence accuracyVSAvoidprocessing time
Core Design Contradiction:
ReliabilityVSLoss of time

Solution Approach 1:

The patent substitutes the mechanical iteration process with an energy-based convergence judgment mechanism. Instead of relying on fixed iteration counts or standard electron density thresholds, it uses the energy difference ratio as a more efficient convergence criterion that naturally adapts to structures with electron density fluctuations, reducing unnecessary iterations.

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

Solution Approach 2:

The patent changes the convergence criterion from electron density-based to energy-based parameters. By using the ratio of energy difference to total energy, it creates a more robust convergence judgment that handles fluctuating electron densities better, allowing accurate convergence detection without excessive iterations.

Inventive Principle:
Principle #35Parameter changes

Data Source

PatentUS20250347724A1Recording medium, information processing method, and information processing device
Publication Date: 2025.11.13 FUJITSU LTD
  • US20250347724A1 patent drawing
  • US20250347724A1 patent drawing
  • US20250347724A1 patent drawing

AI summary

A computer-readable recording medium stores therein an information processing program that causes a computer to execute a process in a density functional theory calculation in which electron density is repeatedly updated. The process includes repeatedly updating the electron density until a first condition is satisfied, the first condition being that a difference ratio of a first value of a total electron energy to a second value of the total electron energy is not more than a first threshold, the first value of the total electron energy being based on a first value of the electron density updated most recently, and the second value of the total electron energy being based on a second value of the electron density updated in an initial period.