approximation of experimental data

USAGE SUMMARY

The phrase "approximation of experimental data" is correct and usable in written English.
It can be used in scientific or technical contexts when discussing how closely a model or calculation reflects actual experimental results. Example: "The approximation of experimental data allowed the researchers to refine their theoretical model and improve its predictive accuracy."

✓ Grammatically correct

Science

Human-verified examples from authoritative sources

Exact Expressions

6 human-written examples

Hierarchical polynomial networks provide approximation of experimental data.

Information and Software Technology

Without a fitting parameter the diffusivities calculated in silicalite give a good approximation of experimental data taken from the literature.

Chemical Engineering Science

We will focus on this latter problem here since we will deal with a good numerical approximation of experimental data based on spline quasi-interpolation to perform the integrals of the current and voltage as function of time.

Journal of Computational and Applied Mathematics

An approximation of experimental data by Langevin function is shown in the inset.

Nanoscale Research Letters

The resultant approximation of experimental data with the numerical model is shown in Fig. 2.

Mechanics of Advanced Materials and Modern Processes

In Model 2 the solution, i.e. a vector of promoter binding intensities and some other parameters, is found by best approximation of experimental data, largely on gene transcription level ratios.

Biology Direct

Human-verified similar examples from authoritative sources

Similar Expressions

54 human-written examples

Hence, the present solutions should be preferred over formerly used low-accurate and/or heuristic approximations, for the purposes of experimental data analysis, and for the testing of modelling/simulation techniques.

Electrochimica Acta

For the second P. putida KT2440 model iJP815 [ 24], simulations indicated that using the experimentally verified biomass composition for E. coli, in the absence of experimental data for P. putida, was a sound approximation.

BMC Systems Biology

After projection of experimental data through a response surface approximation, estimates for the parameters and their uncertainties along with the associated weights of each mode are established.

Chemical Engineering Science

Closed form approximations are proposed for all quantities in order to help the analysis of experimental data.

Electrochimica Acta

Figure 3: Bayesian analysis of experimental data.

Nature

Expert writing Tips

Best practice

Use "approximation of experimental data" when describing the overall process of matching a model to observations, while using more specific terms like "curve fitting" or "regression analysis" when detailing the mathematical techniques.

Common error

Avoid implying that an "approximation of experimental data" is a perfect match. Always acknowledge the inherent uncertainties and limitations of the approximation method used.

Linguistic Context

The phrase "approximation of experimental data" functions as a noun phrase, often serving as the object of a verb or preposition. According to Ludwig, it describes the process or result of creating a simplified representation of real-world data obtained through experimentation.

Expression frequency: Uncommon

Frequent in

Science

100%

Less common in

News & Media

0%

Formal & Business

0%

Ludwig's WRAP-UP

In summary, "approximation of experimental data" is a noun phrase primarily used in scientific and technical contexts to describe how well a model or calculation aligns with real-world observations. Ludwig AI confirms that the phrase is grammatically correct and suitable for formal writing. While alternative phrases like "fitting experimental data" or "modeling experimental data" may be used depending on the specific nuance you wish to convey, "approximation of experimental data" is suitable for describing the overarching process. When employing this phrase, ensure you specify the methods of approximation and acknowledge any limitations.

More alternative expressions

Phrases that express similar concepts, ordered by semantic similarity:

modeling of experimental data

Focuses on the process of creating a model that represents the data, rather than just approximating it.

fitting experimental data

Emphasizes the act of adjusting a model to match the data, highlighting the adjustment process.

representation of experimental data

Highlights how data is depicted or shown by something else, usually by a model.

simulation of experimental data

Suggests the creation of a simulation that mimics the data, rather than a direct approximation.

estimation based on experimental data

Highlights the act of forming an educated guess based on gathered information.

curve fitting to experimental data

Specifies that the approximation is being done using curves.

numerical approximation of experimental data

Indicates that a numerical method is used for approximation.

data-driven model

Emphasizes that model parameters are based on data and are not assumed.

empirical estimation of experimental data

Specifies estimation is based on observations and experiences rather than theory or pure logic.

calibration using experimental data

Suggests the use of experimental results to adjust and improve a model. It implies a process of refinement.

FAQs

How can I use "approximation of experimental data" in a sentence?

You can use "approximation of experimental data" to describe how well a model or equation represents real-world data, as in: "The model provides a good "approximation of experimental data" at lower temperatures."

What's the difference between "approximation of experimental data" and "modeling experimental data"?

"Approximation of experimental data" focuses on how closely a model matches the data, while "modeling experimental data" emphasizes the process of creating the model itself.

What are some alternatives to "approximation of experimental data"?

Depending on the context, you could use alternatives like "fitting experimental data", "representation of experimental data", or "modeling of experimental data".

When is it appropriate to use the term "approximation of experimental data"?

It's appropriate when you want to highlight how well a simplified model or calculation aligns with the observed data, especially when exact solutions are difficult or impossible to obtain.