calculation-heavy

USAGE SUMMARY

The phrase "calculation-heavy" is correct and usable in written English.
It can be used to describe tasks, processes, or systems that require a significant amount of calculations or mathematical operations. Example: "The financial model we are using is quite calculation-heavy, which makes it essential to have accurate data inputs."

✓ Grammatically correct

Science

News & Media

Formal & Business

Human-verified similar examples from authoritative sources

Similar Expressions

60 human-written examples

53 scientists from Europe, USA and Japan presented 44 papers covering a wide range of topics including the status of spallation target R&D activities, effects of radiation damage, hydrogen, helium and other transmutation impurities in materials, particle transport calculations, heavy liquid metal corrosion and compatibility, and materials engineering.

Journal of Nuclear Materials

These data have been used for the calculation of heavy metal pollution index (HPI).

Applied Water Science

Remarkable progress in the calculation of heavy ion reactions and transportation has been made during the last decade (see, for example, Sihver et al., 2007, 2008a, b, 2009; Sihver, 2008).

Earth, Planets and Space

In this method, we do not need the Lagrange multiplier, correction functional, stationary conditions, or calculation of heavy integrals; the solution obtained is noise free, which eliminate the complications that exist in the VIM [ 23].

BioMed Research International

The prediction of the noise radiated by a fluid-loaded structure generally requires heavy calculations.

Journal of Sound and Vibration

Likewise, theoretical progress has been thwarted by the enormous computational requirements of a fully microscopic, many-body calculation of such heavy systems.

Nature

The proposed parallel digital system realizes a number of computational-heavy calculations in order to achieve real-time operation.

Journal of Visual Communication and Image Representation

A back- and front-end architecture is proposed, in which all the heavy calculations are carried out locally.

Control Engineering Practice

His chief spokesman, Marc La Vorgna, wrote on Twitter before the games that "heavy calculations" were made to ensure that the mayor split his time equitably.

The New York Times

The model is divided into; (1) Residual nuclei calculation using the heavy ion Monte Carlo code PHITS, (2) activation calculation, (3) dose conversion, and (4) dose attenuation calculation.

Nuclear Instruments and Methods in Physics Research Section A: Accelerators, Spectrometers, Detectors and Associated Equipment

In the last decade it has become usual to work with so called big data problems where calculations are very heavy and accelerators and modern architectures are widely used.

Computer Physics Communications

Expert writing Tips

Best practice

Use "calculation-heavy" when you want to succinctly describe a process or system that involves a large number of calculations and might require significant computational resources.

Common error

Avoid using "calculation-heavy" when simpler terms like "complex" or "difficult" are sufficient. The phrase is most effective when the computational aspect is the primary focus.

Linguistic Context

The phrase "calculation-heavy" functions as a compound adjective modifying a noun. It describes something that requires a significant amount of calculation. Due to the lack of examples, analysis is limited, but Ludwig AI confirms its usability.

Expression frequency: Missing

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Ludwig's WRAP-UP

The term "calculation-heavy" serves as a concise descriptor for processes or systems demanding significant computational effort. While grammatically correct, as noted by Ludwig AI, the absence of real-world examples limits an in-depth analysis of its usage patterns and frequency. Alternative phrases like "computationally intensive" or "math-intensive" offer similar meanings. When using this phrase, consider the audience and the level of formality required, as more precise terms may sometimes be preferable. Its primary function is to categorize and describe something based on the intensity and volume of calculations involved.

More alternative expressions

Phrases that express similar concepts, ordered by semantic similarity:

computationally intensive

Replaces "calculation" with "computation", emphasizing the computational aspect, and uses "intensive" instead of "heavy" to convey the significant amount of computation.

computationally demanding

Similar to computationally intensive but using the word "demanding" to suggest a high level of resource requirement.

math-intensive

A more direct synonym, replacing "calculation" with "math" for simplicity.

mathematically intensive

Similar to math-intensive but adding the adverb "mathematically" to emphasize the mathematics aspect.

algorithmically complex

Focuses on the algorithmic complexity involved in the calculation.

numerically intensive

Highlights the numerical aspect and intensity of the calculations.

data processing intensive

Shifts the focus to the data processing aspect of the calculation.

highly computational

A more general alternative, simply emphasizing the computational nature.

complex calculations

Rephrases the query in the form of a noun phrase instead of an adjective-noun combination.

resource-intensive calculations

Emphasizes the high consumption of resources during the calculation.

FAQs

How can I describe something that involves a lot of calculations?

You can use the term "calculation-heavy" or alternatives like "computationally intensive", "math-intensive", or "algorithmically complex" depending on the specific context.

What is a situation where I would use the term "calculation-heavy"?

This term is suitable when discussing algorithms, models, or simulations that require a significant amount of mathematical computation. For example, "The climate model is extremely calculation-heavy."

Is "calculation-heavy" appropriate for formal writing?

Yes, it is appropriate, but consider your audience. In some formal contexts, more precise terms like "computationally demanding" or "numerically intensive" might be preferred.

What's the difference between "calculation-heavy" and "computationally expensive"?

"Calculation-heavy" emphasizes the volume or intensity of the calculations, while "computationally expensive" highlights the resources (time, memory, processing power) required to perform those calculations. They are related, but not perfectly interchangeable.