Used and loved by millions
Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.

Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com
simulated through linear methods
Grammar usage guide and real-world examplesUSAGE SUMMARY
The phrase "simulated through linear methods" is correct and usable in written English.
It can be used in contexts related to modeling, data analysis, or computational simulations where linear methods are applied to simulate a process or phenomenon. Example: "The results of the experiment were simulated through linear methods to predict future outcomes based on the collected data."
✓ Grammatically correct
Science
Table of contents
Usage summary
Human-verified examples
Expert writing tips
Linguistic context
Ludwig's wrap-up
Alternative expressions
FAQs
Human-verified similar examples from authoritative sources
Similar Expressions
60 human-written examples
The compression buckling experiment is simulated with three methods: linear buckling, eigenvalue-based nonlinear buckling, and implicit nonlinear buckling.
Science
Genetic perturbations can be simulated through FBA [ 2, 3], minimisation of metabolic adjustment (MOMA) [ 20], a linear version of the MOMA algorithm similar to [ 21], or regulatory on/off minimisation (ROOM) [ 22].
Science
Details of the temporal spatial induced current diffusion process were simulated through all cryostat layers, which could not be efficiently simulated with any other method.
Images are simulated through MD-determined structure.
The uncertainties are simulated through ARIMA approach.
Andersen, O. K. Linear methods in band theory.
Science & Research
We simulated the linear responses of neighboring photoreceptors to naturalistic motion using methods similar to previous work (Clark et al., 2014).
Science
Finally, we illustrate the utility of the infinite switching simulated tempering method through several numerical examples.
Academia
This labeling was conducted through simulated annealing method that minimizes the Hamming distance among the sequences with the same label.
Science
I'm using the linear method".
News & Media
The suitability of the control strategies and concept designs are assessed through linear stability analysis methods.
Expert writing Tips
Best practice
When describing computational experiments, clarify the specific linear methods used (e.g., linear regression, linear programming) to provide context.
Common error
Avoid using "simulated through linear methods" without specifying the specific methods. Be specific about the linear method applied (e.g., least squares regression, finite element analysis) and the software, if applicable.
Source & Trust
75%
Authority and reliability
3.8/5
Expert rating
Real-world application tested
Linguistic Context
The phrase "simulated through linear methods" functions as a descriptive term, specifying how a particular simulation was conducted. It clarifies that linear methodologies were employed in the simulation process. The use of "through" indicates the means by which the simulation was achieved.
Frequent in
Science
0%
News & Media
0%
Formal & Business
0%
Less common in
Science
0%
News & Media
0%
Formal & Business
0%
Ludwig's WRAP-UP
The phrase "simulated through linear methods" describes a process where linear techniques are applied to create a simulation. As confirmed by Ludwig AI, the phrase is grammatically correct. The expression is most frequently encountered in scientific and academic contexts, suggesting a formal register. Although it is a correct construction, its practical usage is uncommon, so the user should clarify the specific linear methods to avoid overgeneralization and vagueness. When similar constructions are needed, "modeled via linear techniques", "replicated using linear approaches", or "approximated by linear means" can be suitable alternatives.
More alternative expressions(6)
Phrases that express similar concepts, ordered by semantic similarity:
modeled via linear techniques
Replaces "simulated through" with "modeled via" and "methods" with "techniques" focusing on the modeling aspect.
replicated using linear approaches
Substitutes "simulated" with "replicated" and "methods" with "approaches", emphasizing the reproduction of results.
emulated with linear strategies
Changes "simulated" to "emulated" and "methods" to "strategies", highlighting the imitation of a process.
approximated by linear means
Replaces "simulated through" with "approximated by" and "methods" with "means", focusing on the approximation aspect of the simulation.
represented via linear methodologies
Substitutes "simulated" with "represented" and "methods" with "methodologies", emphasizing the representation of the process.
mimicked through linear procedures
Changes "simulated" to "mimicked" and "methods" to "procedures", highlighting the imitation of a process in a more detailed manner.
mirrored using linear schemes
Replaces "simulated" with "mirrored" and "methods" with "schemes", focusing on the mirroring or reflecting of a process.
imitated by linear algorithms
Substitutes "simulated" with "imitated" and "methods" with "algorithms", emphasizing the imitation through specific computational steps.
mirrored via linear routines
Replaces "simulated" with "mirrored" and "methods" with "routines", focusing on the mirroring or reflecting of a process by means of well-defined steps.
reproduced via linear calculations
Changes "simulated" to "reproduced" and "methods" to "calculations", highlighting the reproduction of results through computations.
FAQs
How can I use "simulated through linear methods" in a sentence?
You can use "simulated through linear methods" to describe how a process or outcome was modeled using linear techniques. For example, "The effects of the treatment were "simulated through linear methods" to predict long-term efficacy."
What are some alternatives to "simulated through linear methods"?
Alternatives include phrases like "modeled via linear techniques", "replicated using linear approaches", or "approximated by linear means", depending on the specific nuance you want to convey.
In what contexts is "simulated through linear methods" typically used?
This phrase is commonly found in scientific and engineering contexts where computational modeling and data analysis are performed using linear methods. It's often used in academic papers and technical reports.
What does it mean to say something was 'simulated through linear methods'?
It means that a model or process was computationally mimicked or reproduced using techniques that rely on linear relationships and calculations, such as linear regression or linear programming, to predict outcomes or understand behavior.
Editing plus AI, all in one place.
Stop switching between tools. Your AI writing partner for everything—polishing proposals, crafting emails, finding the right tone.
Table of contents
Usage summary
Human-verified examples
Expert writing tips
Linguistic context
Ludwig's wrap-up
Alternative expressions
FAQs
Source & Trust
75%
Authority and reliability
3.8/5
Expert rating
Real-world application tested