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
for numerical optimization
Grammar usage guide and real-world examplesUSAGE SUMMARY
The phrase "for numerical optimization" is correct and usable in written English.
It can be used in contexts related to mathematics, computer science, or engineering when discussing methods or techniques aimed at improving numerical solutions. Example: "The algorithm was designed specifically for numerical optimization to enhance the efficiency of data processing."
✓ Grammatically correct
Science
Alternative expressions(1)
Table of contents
Usage summary
Human-verified examples
Expert writing tips
Linguistic context
Ludwig's wrap-up
Alternative expressions
FAQs
Human-verified examples from authoritative sources
Exact Expressions
29 human-written examples
In the following we use a quasi Newton method provided by the R-function optim for numerical optimization and for numerical integration we used the R-function integrate (R Development Core Team, 2012).
Science
The potential for numerical optimization procedures to make optimal sequencing decisions in hybrid dynamic systems is explored.
There are many evolutionary algorithms for numerical optimization problems.
Nelder Mead simplex algorithm was used for numerical optimization.
In this study, a novel population-based across neighborhood search (ANS) is proposed for numerical optimization.
Science
We developed a framework of procedures for numerical optimization in spatially explicit dynamic ecosystem simulation models.
Science
Human-verified similar examples from authoritative sources
Similar Expressions
31 human-written examples
Therefore, we apply a "Genetic Algorithm for Numerical Optimizations of Constrained Problems" (GENOCOP) to solve this multi-objective problem using a goal attainment technique.
For the analysis, we extend a widely used SEIRS model to incorporate age-dependent screening rate profile and apply a gradient-based line search algorithm for ease of numerical optimization.
Science
These results demonstrate the value of numerical optimization for selecting undetermined coefficients in the construction of high-order Runge Kutta methods with a balance between competing objectives.
A few numerical studies are presented to validate the theoretical framework for which the well-known method of moving asymptotes (MMA) is adopted for the numerical optimization of the problem.
In this study, we consider the scenario that differential evolution (DE) is applied for global numerical optimization and the index-based neighborhood information of population is used for enhancing the performance of DE.
Science
Expert writing Tips
Best practice
When using "for numerical optimization", ensure the context clearly defines what is being optimized and the numerical methods involved. This specificity enhances clarity and avoids ambiguity.
Common error
Avoid using "for numerical optimization" too broadly. Always specify the objective function or the problem being addressed. For example, instead of saying "This method is for numerical optimization", specify "This method is for numerical optimization of the airfoil design".
Source & Trust
84%
Authority and reliability
4.5/5
Expert rating
Real-world application tested
Linguistic Context
The phrase "for numerical optimization" primarily functions as a prepositional phrase modifying a noun or verb. It indicates the purpose or intended use of a method, algorithm, or tool. As Ludwig AI confirms, it's grammatically correct and commonly used. Examples from Ludwig show its use in scientific and engineering contexts.
Frequent in
Science
100%
Less common in
News & Media
0%
Formal & Business
0%
Encyclopedias
0%
Ludwig's WRAP-UP
In summary, the phrase "for numerical optimization" is a grammatically sound and relatively common phrase, predominantly used within scientific and technical domains. As Ludwig AI confirms, it serves to specify the intended purpose or application of a method or technique in achieving optimal solutions via numerical approaches. The analysis reveals its formal register, making it suitable for academic papers and technical documentation. Best practice involves clearly defining the object or problem being optimized to avoid ambiguity. Consider alternatives such as "to achieve numerical optimization" or "in the pursuit of numerical optimization" to add variety to your writing. Overall, using "for numerical optimization" effectively enhances clarity and precision in scientific and engineering discourse.
More alternative expressions(6)
Phrases that express similar concepts, ordered by semantic similarity:
to achieve numerical optimization
Replaces "for" with "to achieve", focusing on the outcome.
in the pursuit of numerical optimization
Replaces "for" with a longer prepositional phrase emphasizing the intent.
aiming at numerical optimization
Changes "for" to a participial phrase that highlights the purpose.
with the goal of numerical optimization
Emphasizes the objective using a more formal structure.
to facilitate numerical optimization
Emphasizes the facilitation aspect.
designed for numerical optimization
Highlights the design aspect related to the phrase's purpose.
intended for numerical optimization
Focuses on the intended use or purpose.
in support of numerical optimization
Highlights the supportive role or function.
with respect to numerical optimization
Adds a level of specificity.
regarding numerical optimization
Similar to "with respect to" but slightly less formal.
FAQs
How can I effectively use "for numerical optimization" in a sentence?
Use "for numerical optimization" to clearly indicate the purpose or application of a method, algorithm, or tool. For example, "We developed a new algorithm "for numerical optimization" of complex systems."
What are some alternatives to "for numerical optimization"?
Alternatives include phrases like "aiming at numerical optimization", "to achieve numerical optimization", or "in the pursuit of numerical optimization". The best choice depends on the specific context and desired emphasis.
Is it better to say "numerical optimization" or "for numerical optimization"?
The choice depends on the sentence structure. "Numerical optimization" is a noun phrase that can act as a subject or object. "For numerical optimization" is a prepositional phrase that modifies a verb or noun. For example, "Numerical optimization is used..." versus "This method is designed "for numerical optimization"."
What's the difference between "numerical optimization" and "analytical optimization"?
"Numerical optimization" involves finding the best solution through iterative calculations, while "analytical optimization" involves finding a closed-form solution using mathematical analysis. Numerical methods are used when analytical solutions are not feasible.
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
84%
Authority and reliability
4.5/5
Expert rating
Real-world application tested