Civil Structural Health Monitoring and Machine Learning: A Comprehensive Review by Asraar Anjum, Meftah Hrairi, Abdul Aabid, Norfazrina Yatim, Maisarah Ali

“…In combination with ML, the review explores corresponding soft computing methodologies such as fuzzy logic (FL) and design of experiments (DOE). A variety of case examples that highlight the versatility of these approaches, particularly in applications linked to structural reinforcement, enhance the story. …”
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Statistical Model for the Mechanical Properties of Al-Cu-Mg-Ag Alloys at High Temperatures by A. M. Al-Obaisi, E. A. El-Danaf, A. E. Ragab, M. S. Soliman, A. N. Alhazaa

“…Statistical models, based on fractional factorial design of experiments, were constructed to relate the experiments output (yield strength and ultimate tensile strength) with the studied process parameters, namely, tensile testing temperature, aging time, and copper, magnesium, and silver contents. …”
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Computational Investigation of Fluidic Thrust Vectoring Control in Modified Vikas Nozzle by T. Harish Ragavendra, P. A. Anupama, K. S. Jai Pranesh, D. Lakshmanan, R. Abinaya

“…The distinct design configurations were initially iterated with the design of experiments (DOE) method to estimate and adopt an optimum nozzle configuration with higher thrust vectoring effectiveness. …”
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Optimized green synthesis of silver nanoparticles from guarana seed skin extract with antibacterial potential by Botinelly Nogueira Rodrigo, Manzato Lizandro, Silveira Gurgel Raiana, Melchionna Albuquerque Patrícia, Magalhães Teixeira Mendes Fabiana, Hotza Dachamir

“…Employing a Taguchi design, nine experiments were conducted across three levels for four key factors: reaction temperature, pH, silver nitrate concentration, and guarana seed skin extract concentration to minimize AgNP size. …”
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Multi-scale mechanical properties of Al–Mg–Zr–Sc alloys fabricated by direct metal laser sintering: Towards single-material composites by Dominic Zettel, Piotr Breitkopf, Ludovic Cauvin, Pascal Nicolay, Roland Willmann

“…Eighty-five specimens were produced using seventeen distinct parameter sets, designed through a Design of Experiments approach, and subjected to non-destructive and destructive testing. …”
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Experimental Approach for the Evaluation of the Performance of a Satellite Module in the CanSat Form Factor for In Situ Monitoring and Remote Sensing Applications by Juan Sebastián Rodríguez, Andrés Yarce Botero, Diego Valle, Julián Gálvez- Serna, Francisco Botero

“…To evaluate its performance and ensure the precision and accuracy of the measurements made by the satellite prototype, a methodology was designed and implemented for the characterization and qualification of CanSats (soda can satellites) through statistical tests and techniques of DoE (Design of Experiments) based on CubeSat aerospace standards and regulations, in the absence of official test procedures for these kinds of satellite form factor. …”
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Analysis of the anthropogenic effect on the Silencio River in Salvador Escalante, Michoacán, México by Mario Alberto Pérez-Méndez, Guadalupe Selene Fraga-Cruz, Gustavo Álvarez-Gómez, Fabricio Nápoles-Rivera, Gladys Jiménez-García, Rafael Maya-Yescas

“…., factors) was performed, based on a 2 $\hat {}$ ˆ (4-1) factorial design of experiments at laboratory-scale, measuring pH, chemical oxygen demand (COD) and electrical conductivity (responses). …”
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Amplifying the Sensitivity of Electrospun Polyvinylidene Fluoride Piezoelectric Sensors Through Electrical Polarization Process for Low-Frequency Applications by Asra Tariq, Amir H. Behravesh, Muhammad Tariq, Ghaus Rizvi

“…In this study, a Design of Experiments (DoE) approach was employed to systematically optimize the polarization parameters using a definitive screening design. …”
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Machine learning assisted prediction with data driven robust optimization: Machining process modeling of hard part turning of DC53 for tooling applications supporting semiconductor... by Mehdi Tlija, Muhammad Sana, Anamta Khan, Sana Hassan, Muhammad Umar Farooq

“…A full factorial design of experiments with two levels, resulting in 16 experiments, is performed with statistical parametric significance analysis to better control process variability. …”
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Optimization of Ionic Liquid Based Simultaneous Ultrasonic- and Microwave-Assisted Extraction of Rutin and Quercetin from Leaves of Velvetleaf (Abutilon theophrasti) by Response Su... by Chunjian Zhao, Zhicheng Lu, Chunying Li, Xin He, Zhao Li, Kunming Shi, Lei Yang, Yujie Fu, Yuangang Zu

“…The influential parameters of the ILs-UMAE were optimized by the single factor and the central composite design (CCD) experiments. A 2.00 M 1-butyl-3-methylimidazolium bromide ([C4mim]Br) was used as the experimental ionic liquid, extraction temperature 60°C, extraction time 12 min, liquid-solid ratio 32 mL/g, microwave power of 534 W, and a fixed ultrasonic power of 50 W. …”
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A successful case study of using HCl and viscoelastic diverting acid systems for carbonate matrix acidizing in an oil well with optimized predictive model by Javad Mahdavi Kalatehno, Ehsan Khamehchi, Mostafa Keihanikamal, Fatemeh Yousefmarzi, Matin Dargi, Peyman Daneshfar

“…The study integrates design of experiments (DOE) and multi-objective optimization techniques to assess the impact of various operational parameters on acidizing performance. …”
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Mechanistic PKPD modeling to describe cytokine release associated with CD3 T-cell engager therapies by Apolline Lefèvre, Apolline Lefèvre, Zinnia P. Parra-Guillen, Zinnia P. Parra-Guillen, Iñaki F. Trocóniz, Iñaki F. Trocóniz, Iñaki F. Trocóniz, Christophe Boetsch, Nicolas Frances

“…In addition, the model suggests a mechanism of action that uncouples cytokine release from tumor cell killing.DiscussionThis model provides an initial mechanistic framework to support the design of experiments and paves the way for the application of mathematical modeling to support clinical dosing regimen selection of any TCE.…”
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Optimising Palm Olein-Based Betamethasone 17-Valerate Emulsions for Scalable Manufacturing and Stability by Thazin Win, Mohd. Rushdi Abu Bakar, Farahidah Mohamed, Muhammad Taher, Md. Zaidul I. Sarker

“…Methods: This research work established and optimised the manufacturing process parameters for the production of cream and lotion formulations containing betamethasone 17-valerate, utilising palm olein as the vehicle, with scale-up from lab-scale 5 kg batches to pilot-scale 80 kg batches. Design of experiments (DoE) where response surface methodology as well as three-level, two-factors (32) full factorial design were used to develop statistical models for representing the possible relationships between factors: homogenisation time and speed, and responses: particle size and phase separation. …”
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Critical quality indicators of high-performance polyetherimide (ULTEM) over the MEX 3D printing key generic control parameters: Prospects for personalized equipment in the defense... by Nectarios Vidakis, Markos Petousis, Constantine David, Nektarios K. Nasikas, Dimitrios Sagris, Nikolaos Mountakis, Mariza Spiridaki, Amalia Moutsopoulou, Emmanuel Stratakis

“…The examination was performed with optical profilometry, optical microscopy, and micro-computed tomography scanning. The Taguchi design of experiments was applied, with twenty-five runs, five levels for each control parameter, on five replicas. …”
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Optimal Suppression of Photocatalytic Activity of Hybrid TiO2 Particles in Epoxy Thin Film by Using Taguchi Method by Sunderishwary S. Muniandy, Tan Sek Soon, Swee Yong Pung, Sivakumar Ramakrishnan

“…The Taguchi L9 orthogonal array, a systematic approach used in the design of experiments (DOE), confirmed A333 (Al2O3-TiO2) achieved 99% photodegradation suppression with photodegradation rate reduced significantly from 0.01305 min−1 to 0.00009 min−1 and improved yellowing resistance by 63%, while S323 (SiO2-TiO2) achieved 75% suppression with photocatalysis activity decreased from 0.01305 min−1 to 0.0033 min−1 and 42% improved resistance. …”
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Development of an analytical method for the simultaneous determination of 22 Polycyclic Aromatic Hydrocarbons (PAHs) in maternal and umbilical cord blood by Swiha, Stéphanie, Pichon, Valérie, Fournier, Thierry, Gil, Sophie, Delaunay, Nathalie

“…Then, to break any interactions between PAHs and serum proteins, a precipitation step prior to solid-phase extraction was optimized using a design of experiments. The final sample processing procedure led to extraction yields of between 27 and 57% and between 34 and 69% for 22 PAHs in serum and umbilical cord blood, respectively, with standard deviation values of less than 11%. …”
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Qualitative evaluation of kerf taper angle of conventionally drilled holes in glass fiber epoxy composite by Dipak S. Patil, Manmohan M. Bhoomkar, Neeraj Sunheriya, Jayant Giri, Jayant Giri, Jayant Giri, Atul Kulkarni, Lalit N. Patil, Lalit K. Toke, Thanikodi Sathish, Mohammad Kanan, Mohammad Kanan

“…The study details an analysis of the process parameters of drilled holes on kerf angle in multiple holes in the specimen, applying Taguchi’s design of experiments and analysis of variance. Comparison of findings was made with existing literature on determination of the importance of spindle speed and feed rate for the determination of kerf angle. …”
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3D printed elastomers with superior stretchability and mechanical integrity by parametric optimization of extrusion process using Taguchi Method by Abbas Bayati, Mina Ahmadi, Davood Rahmatabadi, Mohammad Khodaei, Hao Xiang, Majid Baniassadi, Karen Abrinia, Ali Zolfagharian, Mahdi Bodaghi, Mostafa Baghani

“…The Taguchi method was used to design the experiments, reducing the required experiments and optimizing printing parameters to maximize desired properties. …”
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Identification of heat tolerant lentil genotypes through stress tolerance indices by Rohit Sarkar, Gyan Prakash Mishra, Premakumar, Ankita Singh, Jenia Roy, Kumbarahally Murthigowda Shivaprasad, Shashidhar B. Reddappa, Sudhir Kumar, Ruchi Bansal, Uttarayan Dasgupta, Soma Gupta, Susheel Kumar Sarkar, Sanjeev Gupta, Shiv Kumar, Harsh K. Dikshit, Prachi Sripathrao Yadav, Muraleedhar S. Aski

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Co-composting of olive mill waste cake residues (OMWC) and other wastes: Prediction and optimization using an optimal mixture design by Imane Mehdaoui, Faical El Ouadrhiri, Saoudi Hassani El Mokhtar, Rachid Mahmoud, Mohamed Ben Abbou, Amal Lahkimi, Mustapha Taleb, Zakia Rais

“…Purpose: This work was aimed to exploit the technique of design of experiments to evaluate the olive mill waste cake residue obtained after oil extraction while searching for an adequate composition of the initial substrate mixtures (RPM, DMOV, FV and EB for humidification), in addition to validate it experimentally. …”
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