Optimizing rheological behavior of glass-based sealant inks for robocasting deposition: A design of experiment approach

Robocasting is a commonly used method for depositing ceramic and glass inks, especially for glass-based sealants. Developing an ink recipe that optimizes an existing process can be a complex and time-consuming task. This study utilized a statistical approach based on the Design of Experiment theorie...

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Main Authors: A. Baggio, D. Dalmazzo, F. D’Isanto, E. Santagata, D. Basso, D. Gaia, M. Salvo, F. Smeacetto
Format: Article
Language:English
Published: Elsevier 2025-03-01
Series:Materials & Design
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Online Access:http://www.sciencedirect.com/science/article/pii/S026412752500098X
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author A. Baggio
D. Dalmazzo
F. D’Isanto
E. Santagata
D. Basso
D. Gaia
M. Salvo
F. Smeacetto
author_facet A. Baggio
D. Dalmazzo
F. D’Isanto
E. Santagata
D. Basso
D. Gaia
M. Salvo
F. Smeacetto
author_sort A. Baggio
collection DOAJ
description Robocasting is a commonly used method for depositing ceramic and glass inks, especially for glass-based sealants. Developing an ink recipe that optimizes an existing process can be a complex and time-consuming task. This study utilized a statistical approach based on the Design of Experiment theories to fine-tune the rheological properties of a water-based glass-based suspension with a limited number of experiments.The key components of the sealant were characterized with a scanning electron microscope, and a fractional factorial design 2(5-1) was implemented to investigate the influence of each component on the rheological characteristics of the ink within a predefined domain of variation. The information obtained and the resulting models were useful in designing a new formulation that closely mimics the rheology of a state-of-the-art ink formulation.This analytical approach not only facilitated the development of a new sealant ink but also enabled its seamless integration into an existing industrial robocasting deposition process without requiring additional adjustments. The study contributes to a better understanding of the influence of each ink component on the rheological behavior and to the design of a new formulation with rheological characteristics very close to those of a reference paste.
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issn 0264-1275
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publishDate 2025-03-01
publisher Elsevier
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series Materials & Design
spelling doaj-art-bf5196cc45ed4cd08cd1ea3d7e86f5832025-02-07T04:46:38ZengElsevierMaterials & Design0264-12752025-03-01251113678Optimizing rheological behavior of glass-based sealant inks for robocasting deposition: A design of experiment approachA. Baggio0D. Dalmazzo1F. D’Isanto2E. Santagata3D. Basso4D. Gaia5M. Salvo6F. Smeacetto7Politecnico di Torino, Department of Applied Science and Technology – DISAT, Corso Duca degli Abruzzi 24, 10129 Torino, Italy; Corresponding author.Politecnico di Torino, Department of Environmental, Land and Infrastructure Engineering – DIATI, Corso Duca degli Abruzzi 24, 10129 Torino, ItalyPolitecnico di Torino, Department of Applied Science and Technology – DISAT, Corso Duca degli Abruzzi 24, 10129 Torino, ItalyQatar University, Department of Civil and Environmental Engineering, P.O. Box 2713, Doha, QatarFZSoNick S.A., Via Laveggio 15, 6855 Stabio, SwitzerlandFZSoNick S.A., Via Laveggio 15, 6855 Stabio, SwitzerlandPolitecnico di Torino, Department of Applied Science and Technology – DISAT, Corso Duca degli Abruzzi 24, 10129 Torino, ItalyPolitecnico di Torino, Department of Applied Science and Technology – DISAT, Corso Duca degli Abruzzi 24, 10129 Torino, ItalyRobocasting is a commonly used method for depositing ceramic and glass inks, especially for glass-based sealants. Developing an ink recipe that optimizes an existing process can be a complex and time-consuming task. This study utilized a statistical approach based on the Design of Experiment theories to fine-tune the rheological properties of a water-based glass-based suspension with a limited number of experiments.The key components of the sealant were characterized with a scanning electron microscope, and a fractional factorial design 2(5-1) was implemented to investigate the influence of each component on the rheological characteristics of the ink within a predefined domain of variation. The information obtained and the resulting models were useful in designing a new formulation that closely mimics the rheology of a state-of-the-art ink formulation.This analytical approach not only facilitated the development of a new sealant ink but also enabled its seamless integration into an existing industrial robocasting deposition process without requiring additional adjustments. The study contributes to a better understanding of the influence of each ink component on the rheological behavior and to the design of a new formulation with rheological characteristics very close to those of a reference paste.http://www.sciencedirect.com/science/article/pii/S026412752500098XRheologyGlass-based sealantRobocastingDesign of ExperimentFractional Factorial DesignJoining
spellingShingle A. Baggio
D. Dalmazzo
F. D’Isanto
E. Santagata
D. Basso
D. Gaia
M. Salvo
F. Smeacetto
Optimizing rheological behavior of glass-based sealant inks for robocasting deposition: A design of experiment approach
Materials & Design
Rheology
Glass-based sealant
Robocasting
Design of Experiment
Fractional Factorial Design
Joining
title Optimizing rheological behavior of glass-based sealant inks for robocasting deposition: A design of experiment approach
title_full Optimizing rheological behavior of glass-based sealant inks for robocasting deposition: A design of experiment approach
title_fullStr Optimizing rheological behavior of glass-based sealant inks for robocasting deposition: A design of experiment approach
title_full_unstemmed Optimizing rheological behavior of glass-based sealant inks for robocasting deposition: A design of experiment approach
title_short Optimizing rheological behavior of glass-based sealant inks for robocasting deposition: A design of experiment approach
title_sort optimizing rheological behavior of glass based sealant inks for robocasting deposition a design of experiment approach
topic Rheology
Glass-based sealant
Robocasting
Design of Experiment
Fractional Factorial Design
Joining
url http://www.sciencedirect.com/science/article/pii/S026412752500098X
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