substantial computation

USAGE SUMMARY

The phrase "substantial computation" is correct and usable in written English.
It can be used in contexts where you want to refer to a significant amount of computational work or processing that needs to be done. Example: "The project requires substantial computation to analyze the large dataset effectively."

✓ Grammatically correct

Science

Human-verified examples from authoritative sources

Exact Expressions

8 human-written examples

Substantial computation cost can then be saved.

Journal of Sound and Vibration

The implementation of joint subcarrier assignment and power allocation needs substantial computation and therefore not considered in practical systems.

EURASIP Journal on Advances in Signal Processing

Since the inversion of the covariance matrix in Equation 7 is very cumbersome and requires substantial computation and memory, further assumptions are needed to achieve a faster implementation.

EURASIP Journal on Advances in Signal Processing

Substantial computation time savings are demonstrated, which allow a fixed error in three studied system functionals to be achieved with an order-of-magnitude reduction in computation time.

Journal of Computational Physics

Examining the behavior of dynamical systems with many degrees of freedom undergoing random excitation at high frequency often requires substantial computation.

Journal of Sound and Vibration

The substantial computation time may be reduced by using statistical learning techniques to develop surrogate models, or metamodels, which efficiently approximate the complex and implicit relationship between predictor variables, such as bridge design and ground motion intensity parameters, and the predicted bridge component seismic responses (e.g., column and bearing deformations).

Probabilistic Engineering Mechanics

Human-verified similar examples from authoritative sources

Similar Expressions

52 human-written examples

Nevertheless, the potential problems required substantial computations due to the relatively large number of unknowns (over 21,000).

Plosone

Quantum computers, besides offering substantial computational speedups, are also expected to preserve the privacy of a computation.

Science Magazine

The computational costs of Hessian-based enhancement filters come mainly from the computation of Hessian eigenvalues corresponding to image elements to obtain filter responses, because computing eigenvalues of a matrix requires substantial computational effort.

Computer Methods and Programs in Biomedicine

In order to reduce this substantial increase in computation time, the HRI analysis in PHRI is reduced by computing T values only for the regions identified as having PSPs (Fig. 7).

Plosone

However, this is at the expense of substantial communication and computation overhead.

Journal of Modern Power Systems and Clean Energy

Expert writing Tips

Best practice

Consider if a more specific adjective might provide additional context, such as "memory-intensive computation" or "time-consuming computation".

Common error

Avoid using "substantial computation" as a vague descriptor. Always specify why the computation is substantial, what makes it so, or what the implications are.

Linguistic Context

The phrase "substantial computation" functions as a noun phrase where the adjective "substantial" modifies the noun "computation". It indicates a significant amount or degree of computational effort. Ludwig's examples demonstrate its use in scientific and technical contexts.

Expression frequency: Uncommon

Frequent in

Science

95%

News & Media

3%

Formal & Business

2%

Less common in

Academia

0%

Encyclopedias

0%

Wiki

0%

Ludwig's WRAP-UP

In summary, "substantial computation" is a phrase used to describe a significant amount of computational work, commonly found in scientific and technical contexts. Ludwig AI confirms the phrase is grammatically correct and usable. While it appears more frequently in science-related sources, it's crucial to provide context to avoid vagueness. Consider alternatives like "extensive computation" or "resource-intensive computation" to add more specific nuance when appropriate. Understanding the contexts and potential alternatives will help improve the clarity of technical writing.

More alternative expressions

Phrases that express similar concepts, ordered by semantic similarity:

extensive computation

Uses "extensive" instead of "substantial" emphasizing the comprehensiveness of the computation.

large-scale computation

Indicates that the computation involves a significant amount of data or resources.

significant calculation

Replaces "computation" with "calculation" and "substantial" with "significant", maintaining the emphasis on a noteworthy amount of processing.

resource-intensive computation

Specifically points out that the computation requires a lot of resources.

intensive calculation

Highlights the resource-intensive nature of the calculation.

demanding computation

Emphasizes the high requirements and challenges associated with the computation.

appreciable calculation

Replaces "substantial" with "appreciable", denoting a noticeable and significant calculation.

considerable processing

Shifts the focus to the "processing" aspect, implying a large amount of data manipulation.

heavy computational load

Changes the structure to emphasize the burden placed on the computing system.

complex calculation

Focuses on the intricacy and difficulty of the calculation.

FAQs

How can I use "substantial computation" in a sentence?

You can use "substantial computation" to describe tasks that require significant processing power or time, such as "Image reconstruction in medical imaging often requires "substantial computation"".

What are some alternatives to "substantial computation"?

Some alternatives include "significant calculation", "extensive computation", or "resource-intensive computation", depending on the specific nuance you want to convey.

Is "substantial computation" formal or informal?

"Substantial computation" is generally considered formal and appropriate for academic, scientific, and technical writing. In more casual contexts, simpler terms might be preferable.

What makes a computation "substantial"?

A computation is "substantial" when it requires a significant amount of resources (time, memory, processing power) due to the complexity or scale of the problem it addresses. It's not merely any computation, but one that stands out in its demands.