A comparison of several design augmentation strategies

Interdependencies in Electrode Manufacturing: A Comprehensive Study Based on Design Augmentation and Explainable Machine Learning

“…Different methods can be used for design augmentation, all aiming to enhance the design space by improving the resolution or incorporating additional, initially overlooked factors [26,27] . In this study, the Maximin distance design [28] was adopted.…”

“…Different methods can be used for design augmentation, all aiming to enhance the design space by improving the resolution or incorporating additional, initially overlooked factors. [26,27] In this study, the Maximin distance design [28] was adopted. This method is one of the space-filling designs that aims for optimal coverage of the design space by maximizing the minimum distance between any pair of design points and ensuring a homogenous filling of the design space.…”

Interdependencies in Electrode Manufacturing: A Comprehensive Study Based on Design Augmentation and Explainable Machine Learning

“…Different methods can be used for design augmentation, all aiming to enhance the design space by improving the resolution or incorporating additional, initially overlooked factors [26,27] . In this study, the Maximin distance design [28] was adopted.…”

“…Different methods can be used for design augmentation, all aiming to enhance the design space by improving the resolution or incorporating additional, initially overlooked factors. [26,27] In this study, the Maximin distance design [28] was adopted. This method is one of the space-filling designs that aims for optimal coverage of the design space by maximizing the minimum distance between any pair of design points and ensuring a homogenous filling of the design space.…”

A Novel Method for Screening the Effective Compatibility Fractions of Naomaitong for the Treatment of Cerebral Ischemic Stroke Using Support Vector Machine Model

“…The animals were maintained in speci c pathogen-free grade chambers at 22°C with a relative humidity of 50±5%. According to the prescription principle of the NMT compound, the Plackett-Bueman Design method was used to design the table of each group of NMT [16][17][18], and the method was numerically coded for 17 elution fractions. The factors obtained for each elution fraction are listed in Table 1 and the experimental table (Table 2).…”

Optimization of solid-phase extraction for a liquid chromatographic–tandem mass spectrometric general unknown screening procedure by means of computational techniques

“…Lenth proposed a method that has good power to detect significant effects [11]. It provides an excellent quantitative augmentation to the graphical normal probability plot analysis employed in the analysis of screening experiments [12]. An example of such a plot is given in Fig.…”

Interdependencies in Electrode Manufacturing: A Comprehensive Study Based on Design Augmentation and Explainable Machine Learning

“…Different methods can be used for design augmentation, all aiming to enhance the design space by improving the resolution or incorporating additional, initially overlooked factors [26,27] . In this study, the Maximin distance design [28] was adopted.…”

“…Different methods can be used for design augmentation, all aiming to enhance the design space by improving the resolution or incorporating additional, initially overlooked factors. [26,27] In this study, the Maximin distance design [28] was adopted. This method is one of the space-filling designs that aims for optimal coverage of the design space by maximizing the minimum distance between any pair of design points and ensuring a homogenous filling of the design space.…”

A Novel Method for Screening the Effective Compatibility Fractions of Naomaitong for the Treatment of Cerebral Ischemic Stroke Using Support Vector Machine Model

“…The animals were maintained in speci c pathogen-free grade chambers at 22°C with a relative humidity of 50±5%. According to the prescription principle of the NMT compound, the Plackett-Bueman Design method was used to design the table of each group of NMT [16][17][18], and the method was numerically coded for 17 elution fractions. The factors obtained for each elution fraction are listed in Table 1 and the experimental table (Table 2).…”

Optimization of solid-phase extraction for a liquid chromatographic–tandem mass spectrometric general unknown screening procedure by means of computational techniques

“…Lenth proposed a method that has good power to detect significant effects [11]. It provides an excellent quantitative augmentation to the graphical normal probability plot analysis employed in the analysis of screening experiments [12]. An example of such a plot is given in Fig.…”

Interdependencies in Electrode Manufacturing: A Comprehensive Study Based on Design Augmentation and Explainable Machine Learning

“…Different methods can be used for design augmentation, all aiming to enhance the design space by improving the resolution or incorporating additional, initially overlooked factors [26,27] . In this study, the Maximin distance design [28] was adopted.…”

“…Different methods can be used for design augmentation, all aiming to enhance the design space by improving the resolution or incorporating additional, initially overlooked factors. [26,27] In this study, the Maximin distance design [28] was adopted. This method is one of the space-filling designs that aims for optimal coverage of the design space by maximizing the minimum distance between any pair of design points and ensuring a homogenous filling of the design space.…”

A Novel Method for Screening the Effective Compatibility Fractions of Naomaitong for the Treatment of Cerebral Ischemic Stroke Using Support Vector Machine Model

“…The animals were maintained in speci c pathogen-free grade chambers at 22°C with a relative humidity of 50±5%. According to the prescription principle of the NMT compound, the Plackett-Bueman Design method was used to design the table of each group of NMT [16][17][18], and the method was numerically coded for 17 elution fractions. The factors obtained for each elution fraction are listed in Table 1 and the experimental table (Table 2).…”

Optimization of solid-phase extraction for a liquid chromatographic–tandem mass spectrometric general unknown screening procedure by means of computational techniques

“…Lenth proposed a method that has good power to detect significant effects [11]. It provides an excellent quantitative augmentation to the graphical normal probability plot analysis employed in the analysis of screening experiments [12]. An example of such a plot is given in Fig.…”