based on simulation models

USAGE SUMMARY

The phrase "based on simulation models" is correct and usable in written English.
You can use it when discussing research, analysis, or predictions that rely on simulation models as a foundation for conclusions or decisions. Example: "The results of the study were based on simulation models that accurately represented the system's behavior under various conditions."

✓ Grammatically correct

Science

Academia

News & Media

Human-verified examples from authoritative sources

Exact Expressions

6 human-written examples

Several such approaches are compared in this paper based on simulation models for a high-mix fab.

Annual Reviews in Control

In addition, the results show that the proposed methodology provides an effective way of solving thermal analysis in a solar parabolic trough collectors based on simulation models.

Energy

It is in this way that aluminium protein-bound fractions, involving essentially transferrin, have been identified, but using such a direct approach to analyse the ultrafiltrable pool of the metal is a virtually insurmountable task, hence the necessity to have recourse to computer-aided speciation techniques based on simulation models.

Coordination Chemistry Reviews

Also hybrid wired/wireless PROFIBUS architectures performance is analysed and studied based on simulation models by P. B. Sousa, and L. Ferreira; the main objective is to describe the role of simulation tools on the validation and performance analysis of two wireless extensions for the PROFIBUS protocol.

EURASIP Journal on Wireless Communications and Networking

Based on simulation models, among various statistics that determine signatures of past population growth, R2 and F S are the two that have the greatest statistical power [ 35].

BMC Evolutionary Biology

However, current available studies on the population impact of high-risk strategies were only estimates based on simulation models and parameters from previously published observational studies and clinical trials [ 10].

BMC Public Health

Human-verified similar examples from authoritative sources

Similar Expressions

54 human-written examples

Based on simulation model formal specification, the abstract simulation algorithm is given and SCSL virtual machine, which is capable of automatically interpreting and executing simulation model represented by SCSL, is designed.

Journal of Systems Engineering and Electronics

To resolve the model integration problem in Navigation System Volume Simulation (SVS), A distributed & parallelized simulation framework based on Simulation Model Portability (SMP2) and Service-Oriented Architecture (SOA) is promoted.

Procedia Engineering

Fourth, most of the CE studies are based on simulation modeling.

Diabetes Care

They do not represent experimental research, but are instead based on simulation modeling and on data reported in the literature.

Cancer Management and Research

Other methods used by policy makers in the provision of health care are based on simulation modeling.

BMC Medical Research Methodology

Expert writing Tips

Best practice

When using "based on simulation models", ensure the models are well-validated and their limitations are clearly stated to maintain credibility.

Common error

Avoid implying that results "based on simulation models" are definitive predictions. Always acknowledge the inherent uncertainties and assumptions within the models.

Linguistic Context

The phrase "based on simulation models" functions as a prepositional phrase, typically modifying a noun or verb to indicate the foundation or source of information, analysis, or conclusions. Ludwig shows that it's used to denote reliance on simulated data.

Expression frequency: Common

Frequent in

Science

75%

Academia

15%

News & Media

10%

Less common in

Formal & Business

0%

Encyclopedias

0%

Wiki

0%

Ludwig's WRAP-UP

The phrase "based on simulation models" is a prepositional phrase commonly used in academic and scientific writing to indicate that findings or conclusions are derived from simulation models. Ludwig AI confirms that it's grammatically correct. It's important to ensure the models are well-validated and their limitations are clearly stated to maintain credibility. While alternatives like "derived from simulation models" or "grounded in simulation models" exist, "based on simulation models" remains a clear and widely accepted choice in formal contexts. When using it, be mindful not to overstate the accuracy of the models and acknowledge any inherent uncertainties.

More alternative expressions

Phrases that express similar concepts, ordered by semantic similarity:

derived from simulation models

Replaces "based on" with "derived from", emphasizing the origin of the information.

founded on simulation models

Similar to "grounded in", indicating a fundamental basis in simulation models.

grounded in simulation models

Substitutes "based on" with "grounded in", suggesting a solid foundation in simulation models.

relying on simulation models

Uses "relying on" instead of "based on", focusing on the dependence on simulation models.

according to simulation models

Emphasizes that the information aligns with the results produced by the simulation models.

utilizing simulation models

Focuses on the use of simulation models as a tool or method.

drawing from simulation models

Suggests that the information is extracted or inferred from the simulation models.

stemming from simulation models

Indicates that the results or conclusions originate from the simulation models.

informed by simulation models

Highlights that the simulation models provide insight and guidance.

predicated on simulation models

Implies that the statements or predictions are dependent on the accuracy of the simulation models.

FAQs

How do I use "based on simulation models" in a sentence?

You can use "based on simulation models" to indicate that your findings or conclusions are derived from data generated by simulations. For example: "The study's conclusions were "based on simulation models" that accurately reflected real-world conditions."

What are some alternatives to "based on simulation models"?

Alternatives include "derived from simulation models", "grounded in simulation models", or "relying on simulation models". The best choice depends on the specific nuance you wish to convey.

Is it better to say "based on simulation modeling" or "based on simulation models"?

Both are grammatically correct, but "based on simulation models" is generally preferred when referring to specific, distinct models. "Based on simulation modeling" is more suitable when discussing the overall process or technique.

What does it mean when a study's results are "based on simulation models"?

It means the study's findings are not based on direct observation or experimentation, but rather on data generated by computer simulations. The reliability of these findings depends heavily on the accuracy and validity of the underlying simulation models.