fitting experimental data

USAGE SUMMARY

The phrase "fitting experimental data" is correct and usable in written English.
It can be used when discussing the process of adjusting or aligning a model or theory to match the results obtained from experiments. Example: "The researchers focused on fitting experimental data to improve the accuracy of their predictive model."

✓ Grammatically correct

Science

Human-verified examples from authoritative sources

Exact Expressions

60 human-written examples

The R2 values, which indicate goodness-of-fit for fitting experimental data to the theoretical model in Eq. (5), were calculated by the software.

AAPS Open

Red solid lines in both graphs are calculated conductivities by fitting experimental data to Equation 1. Fitting results are pc = 0.12 ± 0.02 vol %, t = 2.61 ± 0.22, and σ0 = 1,496.43 ± 136.38 S/cm.

Nanoscale Research Letters

The permeability coefficients were obtained by fitting experimental data.

Chemical Engineering Science

By fitting experimental data to this equation the number of local minima can be estimated.

Chemical Physics Letters

Optimization was done by fitting experimental data to the software program (Design-Expert® 7 trial version).

Chemical Engineering Research and Design

We extract numerical values of these parameters by fitting experimental data.

Science and Technology of Advanced Materials

The kinetic parameters of the observed relaxations have been determined fitting experimental data to standard models.

Polymer

We propose an improvement to the Marko and Siggia interpolation formula of Bustamante et al (Science 1994, 265 1599-1600) that is useful for fitting experimental data.

Stanford University

A predicting mathematical model is obtained by fitting experimental data, and it is verified by analysis of variance.

Carbohydrate Polymers

The required model inputs were gathered from literature, calculated using various equations and correlations, and obtained through fitting experimental data.

Energy Procedia

Reaction rates and equilibrium pressures of Mg2Ni alloy were calculated by fitting experimental data in literature using least squares regression.

International Journal of Hydrogen Energy

Expert writing Tips

Best practice

When describing your methodology, specify the software or statistical methods used for "fitting experimental data" to ensure reproducibility.

Common error

Be cautious of oversimplifying the process of "fitting experimental data". Acknowledge potential limitations, uncertainties, and alternative interpretations.

Linguistic Context

The phrase "fitting experimental data" functions as a gerund phrase acting as a noun, typically serving as the subject or object of a sentence. It describes an action or process. As Ludwig AI confirms, it is correct and usable in written English.

Expression frequency: Very common

Frequent in

Science

100%

Less common in

News & Media

0%

Formal & Business

0%

Academia

0%

Ludwig's WRAP-UP

In summary, the phrase "fitting experimental data" is a grammatically correct and common expression, particularly within scientific contexts, to describe the process of adjusting a model to align with empirical observations. As Ludwig AI indicates, the phrase is usable in written English. Usage ranges from describing the application of specific software for analysis to more general descriptions of model validation. When using this phrase, it's crucial to detail methodologies for reproducibility and avoid oversimplifying the inherent uncertainties.

More alternative expressions

Phrases that express similar concepts, ordered by semantic similarity:

aligning with experimental results

Focuses on the alignment aspect rather than the fitting process.

matching experimental outcomes

Emphasizes achieving a match between model and outcomes.

calibrating with empirical observations

Highlights the calibration or adjustment process using empirical data.

adjusting to experimental findings

Emphasizes adapting a model or theory based on experimental results.

reconciling with experimental evidence

Focuses on resolving discrepancies with experimental evidence.

modeling experimental data

Centers on the process of creating a model based on experimental data.

correlating with experimental measurements

Highlights establishing a correlation with experimental measurements.

harmonizing with experimental data

Emphasizes achieving a harmonious relationship with experimental data.

conforming to experimental data

Highlights the act of conforming to data obtained experimentally.

tailoring to experimental data

Focuses on customizing or adapting a model to fit specific experimental results.

FAQs

How can I use "fitting experimental data" in a sentence?

You can use "fitting experimental data" to describe the process of adjusting a model to match observed results, as in "The software is used for "fitting experimental data" to theoretical models".

What is another way to say "fitting experimental data"?

Alternatives include "aligning with experimental results", "matching experimental outcomes", or "calibrating with empirical observations", depending on the specific context.

What does "fitting experimental data" mean in research?

In research, "fitting experimental data" refers to the process of finding a mathematical model or curve that best represents the data obtained from experiments, often using statistical methods to minimize the difference between predicted and observed values.

Which methods are commonly used for "fitting experimental data"?

Common methods for "fitting experimental data" include linear regression, nonlinear regression, least squares fitting, and various optimization algorithms, often implemented in software packages like Origin, GraphPad Prism, or MATLAB.