Used and loved by millions

Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.

Justyna Jupowicz-Kozak quote

Justyna Jupowicz-Kozak

CEO of Professional Science Editing for Scientists @ prosciediting.com

MitStanfordHarvardAustralian Nationa UniversityNanyangOxford

computational refinement

Grammar usage guide and real-world examples

USAGE SUMMARY

The phrase "computational refinement" is correct and usable in written English.
It can be used in contexts related to improving algorithms, models, or processes through computational methods. Example: "The researchers focused on computational refinement to enhance the accuracy of their predictive models."

✓ Grammatically correct

Science

Human-verified examples from authoritative sources

Exact Expressions

2 human-written examples

Both works call upon further computational refinement and/or experimental validations.

Science

Plosone

Structures were solved by molecular replacement using a rabbit cytosolic SHMT dimer from pdb entry 1CJ0 as a search model and refined using alternating cycles of manual fitting into SigmaA weighted 2mFodFc maps in COOT [ 31] and computational refinement in CNS [ 32] and refmac5 [ 30].

Human-verified similar examples from authoritative sources

Similar Expressions

58 human-written examples

The results indicate that the multilevelvery accurate and efficient.

A good computational complexity refinement is obtained from a code search conducted in this work.

(nine-fold) averaged density by visual inspection, followed by computational rigid-body refinement.

Both methods can improve the computational accuracy with the refinement of mesh.

Two steps of disparity estimation and disparity map refinement increase computational cost mainly caused by cost aggregation in multiple loops.

However the steady-state method needs much less mesh refinement and computational time.

To restrict the computational effort in grid refinement needed for the resolution of the turbulent air streams we consider alternatively a stochastic k-ω turbulence model.

The coarsest grid blocks always cover the entire computational domain, and local refinement is achieved by the bisection of selected blocks in every coordinate direction.

To unlock this potential, research is required addressing a number of areas, including the application of methods under realistic casework conditions and the utilization of computational methods for the refinement and testing of the approach.

Show more...

Expert writing Tips

Best practice

When describing scientific processes, use "computational refinement" to highlight the iterative improvement of models or algorithms through computational methods.

Common error

Avoid using "computational refinement" interchangeably with general optimization. "Computational refinement" specifically refers to improving existing computational processes, not just any form of optimization.

Antonio Rotolo, PhD - Digital Humanist | Computational Linguist | CEO @Ludwig.guru

Antonio Rotolo, PhD

Digital Humanist | Computational Linguist | CEO @Ludwig.guru

Source & Trust

85%

Authority and reliability

4.5/5

Expert rating

Real-world application tested

Linguistic Context

The phrase "computational refinement" functions as a noun phrase, typically acting as the object of a verb or preposition. It describes the process of improving a computational model or method through iterative adjustments. Ludwig AI confirms its usability in scientific and technical writing.

Expression frequency: Rare

Frequent in

Science

100%

Less common in

News & Media

0%

Formal & Business

0%

Encyclopedias

0%

Ludwig's WRAP-UP

The phrase "computational refinement" is a grammatically correct and technically precise term used to describe the iterative improvement of computational models and algorithms, particularly within scientific and research contexts. Ludwig AI validates its usage in the scientific domain. While relatively rare, its meaning is clear, and alternative phrases like "algorithmic improvement" and "model refinement" can be used depending on the specific focus. This phrase typically appears in formal and scientific registers, emphasizing technical accuracy and precision.

FAQs

How is "computational refinement" used in scientific writing?

In scientific writing, "computational refinement" describes the process of iteratively improving computational models or algorithms to enhance accuracy, efficiency, or reliability. It's often used in fields like structural biology and computational physics.

What is the difference between "computational refinement" and "computational optimization"?

"Computational refinement" typically refers to improving an existing computational method or model, while "computational optimization" is a broader term that includes finding the best solution among various possibilities. Refinement suggests iterative improvement, whereas optimization can involve finding an entirely new and better solution.

What are some examples of processes that might involve "computational refinement"?

"Computational refinement" can be applied in various fields, including molecular dynamics simulations, where models are refined to better match experimental data; in image processing, where algorithms are refined to improve image quality; and in machine learning, where models are refined to enhance predictive accuracy.

Are there alternatives to using the phrase "computational refinement"?

Depending on the specific context, you might use alternatives such as "algorithmic improvement", "model refinement", or "numerical optimization". The best choice depends on whether you are focusing on the algorithm itself, the model being used, or the numerical methods involved.

ChatGPT power + Grammarly precisionChatGPT power + Grammarly precision
ChatGPT + Grammarly

Editing plus AI, all in one place.

Stop switching between tools. Your AI writing partner for everything—polishing proposals, crafting emails, finding the right tone.

Source & Trust

85%

Authority and reliability

4.5/5

Expert rating

Real-world application tested

Most frequent sentences: