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
CEO of Professional Science Editing for Scientists @ prosciediting.com
extensive computation
Grammar usage guide and real-world examplesUSAGE SUMMARY
The phrase "extensive computation" is correct and usable in written English.
It can be used in contexts where you are discussing complex calculations or processing tasks that require significant computational resources or time. Example: "The research project involved extensive computation to analyze the large dataset effectively."
✓ Grammatically correct
Science
News & Media
Table of contents
Usage summary
Human-verified examples
Expert writing tips
Linguistic context
Ludwig's wrap-up
Alternative expressions
FAQs
Human-verified examples from authoritative sources
Exact Expressions
26 human-written examples
Engineers conducted extensive computation and experiments to conclude that the gouge, caused by a small piece of foam that fell off the external fuel tank during liftoff, does not pose a peril to the astronauts.
News & Media
This approach utilized extensive computation resources to improve the C-RAN system performance.
However, the problems of nonlinear analyses are their numerical instability and extensive computation time.
Science
To show the effectiveness of the proposed method, extensive computation experiments are conducted.
The main difficulty of discrete fracture approach is the need for extensive computation involved in reservoir scale flow simulation.
All the simulations were conducted with three-dimensional meshes and geometrical nonlinearity was considered, requiring extensive computation time.
Human-verified similar examples from authoritative sources
Similar Expressions
34 human-written examples
However, considering many models would require extensive computations, especially when computing the posterior predictive distributions.
Science
This efficiency makes it possible to already obtain a first estimate of the sample composition, long before extensive computations on external servers or computer clusters may provide a more detailed picture of the community structure.
Science
Françoise Ulam was one of a cadre of women "computers" who carried out laborious and extensive computations of thermonuclear scenarios on mechanical calculators, supplemented and confirmed by Everett's slide rule.
Wiki
Through extensive computations, they conjectured that c could perhaps be taken as small as 290.
News & Media
"I did not envision such extensive computations since naive methods would be a million times slower".
Science & Research
Expert writing Tips
Best practice
When using "extensive computation", specify the type of data or problem being computed to provide context and clarity. For example, "extensive computation of climate models" is more informative than just "extensive computation".
Common error
Avoid using "extensive computation" without indicating the purpose or context of the computation. Without specifics, the phrase can sound vague and lack impact.
Source & Trust
81%
Authority and reliability
4.4/5
Expert rating
Real-world application tested
Linguistic Context
The phrase "extensive computation" functions as a noun phrase, typically serving as the subject or object of a sentence. It describes a process involving complex or large-scale calculations, as demonstrated by Ludwig's examples, such as "Engineers conducted extensive computation and experiments...".
Frequent in
Science
96%
News & Media
4%
Formal & Business
0%
Less common in
Wiki
0%
Encyclopedias
0%
Reference
0%
Ludwig's WRAP-UP
In summary, "extensive computation" is a grammatically sound and commonly used noun phrase that describes complex or large-scale calculations, as confirmed by Ludwig. Predominantly found in scientific and technical contexts, it conveys the significant computational effort required for a task. While versatile, it is most effective when paired with specific details about the nature and purpose of the computation. Alternatives such as "large-scale computation" or "intensive calculation" offer nuanced variations, depending on the intended emphasis. Remember to provide context to avoid vagueness and ensure clarity in your writing.
More alternative expressions(10)
Phrases that express similar concepts, ordered by semantic similarity:
large-scale computation
Emphasizes the scale or size of the computation.
complex calculation
Highlights the complexity involved in the computation.
intensive calculation
Focuses on the high level of resources or effort required for the calculation.
substantial processing
Replaces 'computation' with 'processing', emphasizing the act of handling data.
detailed analysis
Suggests a thorough and comprehensive analytical process.
comprehensive simulation
Implies a complete and thorough simulation process.
in-depth computation
Similar to 'extensive', but emphasizes the level of detail.
thorough calculation
Emphasizes the completeness and accuracy of the calculation.
heavy processing
Highlights the significant amount of computational resources required.
high-powered computing
Emphasizes the advanced computational resources used.
FAQs
How can I use "extensive computation" in a sentence?
You can use "extensive computation" to describe complex calculations or processing tasks, such as, "The simulation required "extensive computation" to accurately model the system's behavior".
What are some alternatives to "extensive computation"?
Alternatives include "large-scale computation", "complex calculation", or "intensive calculation", depending on the specific nuance you want to convey.
Is "extensive computation" appropriate for formal writing?
Yes, "extensive computation" is suitable for formal writing, especially in scientific, technical, and academic contexts.
What's the difference between "extensive computation" and "intensive computation"?
"Extensive computation" emphasizes the scale or breadth of the calculation, while "intensive computation" highlights the depth or resource consumption of the process.
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.
Table of contents
Usage summary
Human-verified examples
Expert writing tips
Linguistic context
Ludwig's wrap-up
Alternative expressions
FAQs
Source & Trust
81%
Authority and reliability
4.4/5
Expert rating
Real-world application tested