J. Wu
Please Note
26 records found
1
Lenticular Layers
Angle-Dependent Transparency and Lenticular Effects using Rotational Material Extrusion of Custom Multi-Material Filament
We investigate whether multi-axis deposition can translate a shell load case into inspectable, finite-width, stress-aligned conformal toolpath proposals before fabrication.
Short-fibre fused-filament fabrication (FFF) provides the practical case for direction-dependent deposition. The prototype links a shell stress field, shell-following layer surfaces, a spectral direction field, and finite-width path realization. Coverage, overlap, and directional error describe different geometric properties and are reported individually.
We then conduct two fixed-stress evaluations: a path-dependent manufacturing-aware comparative index relating coverage shortfall, misalignment, and bead discontinuity to local demand, and a path-free comparison between one conformal material frame and prescribed planar frames. Integrating mechanics, surface geometry, path generation, and fixed-stress evaluation in one inspectable workflow is the central contribution.
Across five thin-walled shell geometries, all fifteen recorded path realizations fell below the adopted contextual reference values for coverage shortfall, overlap, and directional error at the trace-mesh resolution used in the study. A supplemental numerical check showed that exact path placement and derived measures remained sensitive to solver initialization at that resolution. For the two geometries used in the path-free material-frame comparison, the conformal frame gave a substantially lower index on the end dome, while the small wing difference was inconclusive.
These results support initial computational feasibility for generating and evaluating stress-aligned conformal paths. Physical calibration, machine planning, and coupled structural re-analysis are the next steps towards predictive and manufacturing use. ...
We investigate whether multi-axis deposition can translate a shell load case into inspectable, finite-width, stress-aligned conformal toolpath proposals before fabrication.
Short-fibre fused-filament fabrication (FFF) provides the practical case for direction-dependent deposition. The prototype links a shell stress field, shell-following layer surfaces, a spectral direction field, and finite-width path realization. Coverage, overlap, and directional error describe different geometric properties and are reported individually.
We then conduct two fixed-stress evaluations: a path-dependent manufacturing-aware comparative index relating coverage shortfall, misalignment, and bead discontinuity to local demand, and a path-free comparison between one conformal material frame and prescribed planar frames. Integrating mechanics, surface geometry, path generation, and fixed-stress evaluation in one inspectable workflow is the central contribution.
Across five thin-walled shell geometries, all fifteen recorded path realizations fell below the adopted contextual reference values for coverage shortfall, overlap, and directional error at the trace-mesh resolution used in the study. A supplemental numerical check showed that exact path placement and derived measures remained sensitive to solver initialization at that resolution. For the two geometries used in the path-free material-frame comparison, the conformal frame gave a substantially lower index on the end dome, while the small wing difference was inconclusive.
These results support initial computational feasibility for generating and evaluating stress-aligned conformal paths. Physical calibration, machine planning, and coupled structural re-analysis are the next steps towards predictive and manufacturing use.
Toward Actively Morphing Lattice Structures
Computational Design and Demonstration
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Multi-colour 3D printing through nozzle rotation
Utilising dual-colour filament
A standard Ender 3 printer was modified to include a rotational B-axis, with hardware enhancements such as a slip ring and belt-driven stepper motor to reduce torsion and nozzle deviation. Custom G-code was generated via Grasshopper, linking image-based colour data to nozzle rotation angles, allowing for systematic testing of smooth gradient and snappy colour switch performance. Extensive testing was conducted on 2D and 3D samples to evaluate the effects of parameters such as rotation angle, step size, speed, and print direction on colour reliability and gradient quality.
The results demonstrate that nozzle rotation can produce smooth gradients and snappy colour switches without purging, with reliable reproduction of the base colours and limited success with intermediate colour filaments. Mechanical factors such as nozzle deviation and filament torsion still affect reliability, but calibration and passive settings can reduce these effects significantly. These findings position rotational nozzle systems as a promising third category in multi-colour FDM printing, combining expressive colour control with relatively simple hardware adaptations and low waste.
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A standard Ender 3 printer was modified to include a rotational B-axis, with hardware enhancements such as a slip ring and belt-driven stepper motor to reduce torsion and nozzle deviation. Custom G-code was generated via Grasshopper, linking image-based colour data to nozzle rotation angles, allowing for systematic testing of smooth gradient and snappy colour switch performance. Extensive testing was conducted on 2D and 3D samples to evaluate the effects of parameters such as rotation angle, step size, speed, and print direction on colour reliability and gradient quality.
The results demonstrate that nozzle rotation can produce smooth gradients and snappy colour switches without purging, with reliable reproduction of the base colours and limited success with intermediate colour filaments. Mechanical factors such as nozzle deviation and filament torsion still affect reliability, but calibration and passive settings can reduce these effects significantly. These findings position rotational nozzle systems as a promising third category in multi-colour FDM printing, combining expressive colour control with relatively simple hardware adaptations and low waste.
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In this framework, a pseudo-density field defines the structural layout, while a pseudo-time field encode the fabrication sequence, offering detailed insights into the layer-by-layer manufacturing process. Two key advancements are developed in order to improve the manufacturability: First, a thermal regularization method is proposed to ensure a smooth and continuous pseudo-time field without local minima. Second, a layer geometry control scheme is implemented to improve the consistency of the layer dimensions.
The framework is further adopted to address challenges associated with residual stress and thermal-induced distortion in WAAM, employing the inherent strain method as a simplified process simulation model. In addition, the anisotropic nature of material properties in WAAM is considered, enabling the rational alignment of material deposition orientation to enhance performance.
Numerical results demonstrate the feasibility and effectiveness of the proposed optimization framework, inspiring the exploration of the innovative potential offered by multi-axis additive manufacturing. ...
In this framework, a pseudo-density field defines the structural layout, while a pseudo-time field encode the fabrication sequence, offering detailed insights into the layer-by-layer manufacturing process. Two key advancements are developed in order to improve the manufacturability: First, a thermal regularization method is proposed to ensure a smooth and continuous pseudo-time field without local minima. Second, a layer geometry control scheme is implemented to improve the consistency of the layer dimensions.
The framework is further adopted to address challenges associated with residual stress and thermal-induced distortion in WAAM, employing the inherent strain method as a simplified process simulation model. In addition, the anisotropic nature of material properties in WAAM is considered, enabling the rational alignment of material deposition orientation to enhance performance.
Numerical results demonstrate the feasibility and effectiveness of the proposed optimization framework, inspiring the exploration of the innovative potential offered by multi-axis additive manufacturing.
While there are different methods for designing NLC metamaterials, none of them involve the use of topology optimization (TO), which serves as a powerful tool for designing optimized metamaterial structures. Materials can be designed for different parameters such as base material and pressure applied, while also considering different constraints that may be application-specific.
This study aims to create isotropic NLC metamaterials by designing NLC metamaterial unit cells using a systematic design methodology. We achieve this goal using a density-based TO approach, incorporating different constraints and selecting appropriate parameters to obtain different metamaterial unit cells that exhibit NLC behavior in both two and three dimensions.
The resulting 2D designs exhibited an NLC value of -2.370 %/bar and -3.367 %/bar. While the 3D designs exhibited an NLC value of -2.212 %/bar and -3.534 %/bar. The obtained NLC value and the efficacy of the design method are validated through numerical analysis and experimental testing, with the experimental design showing a maximum deviation of 26.099% from the NLC value obtained through TO. Finally, comparative and parameter studies helped better elucidate the advantages, limitations, and areas for improvement of the methodology used to obtain these designs. ...
While there are different methods for designing NLC metamaterials, none of them involve the use of topology optimization (TO), which serves as a powerful tool for designing optimized metamaterial structures. Materials can be designed for different parameters such as base material and pressure applied, while also considering different constraints that may be application-specific.
This study aims to create isotropic NLC metamaterials by designing NLC metamaterial unit cells using a systematic design methodology. We achieve this goal using a density-based TO approach, incorporating different constraints and selecting appropriate parameters to obtain different metamaterial unit cells that exhibit NLC behavior in both two and three dimensions.
The resulting 2D designs exhibited an NLC value of -2.370 %/bar and -3.367 %/bar. While the 3D designs exhibited an NLC value of -2.212 %/bar and -3.534 %/bar. The obtained NLC value and the efficacy of the design method are validated through numerical analysis and experimental testing, with the experimental design showing a maximum deviation of 26.099% from the NLC value obtained through TO. Finally, comparative and parameter studies helped better elucidate the advantages, limitations, and areas for improvement of the methodology used to obtain these designs.
Multi-axis Wire Arc Additive Manufacturing Using Optimized Fabrication Sequence
Exploring challenges in implementation and experimental validation of fabrication sequence optimization for distortion minimization in multi-axis wire arc additive manufacturing
Intentional Aesthetics in 3D Generative Design
An Empirical Study on the Influence of Design Guidelines on Aesthetic Preferences in 3D Generated Shapes
This graduation project aims at exploring, identifying and validating aspects of 3D generated designs that contribute to a more aesthetic appearance in order to increase aesthetic acceptance and move towards intentional aesthetics in 3D generative design.
A review of existing literature was done on the history of aesthetics, aesthetics in product design and aesthetics in generative design. This resulted in useful insights in aesthetic principles. These existing principles were then reviewed in relation to 3D generative designed forms. Through that analysis, hypotheses were synthesised on how the aesthetic appeal of these shapes could be increased.
A first user study was conducted to test these hypotheses and to gain valuable insights into what aspects of a 3D form are important for aesthetic appreciation. For this study, many 3D generated designs were created across different product groups. The products were placed in a virtual environment in order for the participants to view them in true 3D through a virtual reality headset. Via an open discussion with the participants during the viewing of the different designs, valuable insights were gathered on aspects that positively or negatively contributes to the aesthetic appreciation of these forms.
These insights resulted in guidelines to increase aesthetic appreciation for 3D generated designs. A second, quantitative user study was then set up to validate the desired effect of the new guidelines. Twenty new designs were created and selected to be put in pairs containing designs that did and did not display features from the new guidelines. Through an online survey, these pairs were judged by 90 respondents on the desired effects, resulting in an extensive data set. Data analysis was conducted, and Pearson correlations showed a positive effect between the effects from the guidelines and the aesthetic appreciation of the generated forms.
These guidelines can therefore be used as actionable recommendations for designers, engineers and architects seeking to optimize both the structural and aesthetic qualities of generatively designed product. ...
This graduation project aims at exploring, identifying and validating aspects of 3D generated designs that contribute to a more aesthetic appearance in order to increase aesthetic acceptance and move towards intentional aesthetics in 3D generative design.
A review of existing literature was done on the history of aesthetics, aesthetics in product design and aesthetics in generative design. This resulted in useful insights in aesthetic principles. These existing principles were then reviewed in relation to 3D generative designed forms. Through that analysis, hypotheses were synthesised on how the aesthetic appeal of these shapes could be increased.
A first user study was conducted to test these hypotheses and to gain valuable insights into what aspects of a 3D form are important for aesthetic appreciation. For this study, many 3D generated designs were created across different product groups. The products were placed in a virtual environment in order for the participants to view them in true 3D through a virtual reality headset. Via an open discussion with the participants during the viewing of the different designs, valuable insights were gathered on aspects that positively or negatively contributes to the aesthetic appreciation of these forms.
These insights resulted in guidelines to increase aesthetic appreciation for 3D generated designs. A second, quantitative user study was then set up to validate the desired effect of the new guidelines. Twenty new designs were created and selected to be put in pairs containing designs that did and did not display features from the new guidelines. Through an online survey, these pairs were judged by 90 respondents on the desired effects, resulting in an extensive data set. Data analysis was conducted, and Pearson correlations showed a positive effect between the effects from the guidelines and the aesthetic appreciation of the generated forms.
These guidelines can therefore be used as actionable recommendations for designers, engineers and architects seeking to optimize both the structural and aesthetic qualities of generatively designed product.
Computational design of patient-specific orthopedic implants
From micro-architected materials to shape-matching geometry
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Layer thickness control
Improving manufacturability in fabrication sequence optimization for multi-axis additive manufacturing
However, within the framework of STTO, multiple iterations of finite element computations become necessary. This results in a substantial computational burden throughout the overall process.
My contribution within STTO lies in its adoption of a multi-resolution strategy. This strategy enables the use of different resolutions for the design fields, enhancing computational efficiency. Coarsening, a critical component of this strategy, is implemented through a sophisticated weighted average scheme. This coarsening process facilitates the construction of stiffness matrices with significantly reduced finite element calculations, resulting in substantial time savings during the optimization process.
The impact of coarsening in STTO has been rigorously studied across various levels, yielding remarkable results and advantages. In 2D scenarios, this approach has achieved an impressive 5-fold reduction in computation time, while in the more complex 3D domain, it has led to an astounding 30-fold decrease. Moreover, it's worth noting that compliance, a crucial performance metric, maintains its integrity even with coarsening, with compliance drop remaining below 5% for levels deemed acceptable. This study illuminates the profound implications of coarsening within the STTO framework, emphasizing the significant strides made in computational efficiency while ensuring structural integrity and performance. ...
However, within the framework of STTO, multiple iterations of finite element computations become necessary. This results in a substantial computational burden throughout the overall process.
My contribution within STTO lies in its adoption of a multi-resolution strategy. This strategy enables the use of different resolutions for the design fields, enhancing computational efficiency. Coarsening, a critical component of this strategy, is implemented through a sophisticated weighted average scheme. This coarsening process facilitates the construction of stiffness matrices with significantly reduced finite element calculations, resulting in substantial time savings during the optimization process.
The impact of coarsening in STTO has been rigorously studied across various levels, yielding remarkable results and advantages. In 2D scenarios, this approach has achieved an impressive 5-fold reduction in computation time, while in the more complex 3D domain, it has led to an astounding 30-fold decrease. Moreover, it's worth noting that compliance, a crucial performance metric, maintains its integrity even with coarsening, with compliance drop remaining below 5% for levels deemed acceptable. This study illuminates the profound implications of coarsening within the STTO framework, emphasizing the significant strides made in computational efficiency while ensuring structural integrity and performance.
The design of these voxels prioritizes ease of assembly through simple actuation and is investigated by proposing a method to connect voxels via an end effector without removing mechanical qualities while maintaining the system’s modularity principle. Modularity is a design idea that divides a structure into smaller sections called voxels that can be built and assembled separately to build the required structure. Simultaneously, the end effector’s design aims to connect a voxel with the fewest degrees of freedom possible, while also holding a voxel throughout transit and placing the voxel in the desired spot.
A new connection mechanism for cuboctahedral cellular structures was devised, which would enable the building of required large-scale structures faster and easier. Several prototypes and experiments were used in the design of this connection mechanism. The final prototype was built by fused deposition modeling and demonstrated by attaching the end effector to a Universal Robot 5 (UR5) and completing a series of movements to simulate the autonomous assembly of a bridge. The concept evaluation resulted in an end effector that can connect all sides of the voxel with only two movements, without requiring the robot to go around the voxel. This idea lays the groundwork for enhancing the way robots form cellular structures and creating a mechanism to make them more appealing to humans when exploring remote settings. The study finishes with future research opportunities and prospective applications of such a connection mechanism in robot-material systems. ...
The design of these voxels prioritizes ease of assembly through simple actuation and is investigated by proposing a method to connect voxels via an end effector without removing mechanical qualities while maintaining the system’s modularity principle. Modularity is a design idea that divides a structure into smaller sections called voxels that can be built and assembled separately to build the required structure. Simultaneously, the end effector’s design aims to connect a voxel with the fewest degrees of freedom possible, while also holding a voxel throughout transit and placing the voxel in the desired spot.
A new connection mechanism for cuboctahedral cellular structures was devised, which would enable the building of required large-scale structures faster and easier. Several prototypes and experiments were used in the design of this connection mechanism. The final prototype was built by fused deposition modeling and demonstrated by attaching the end effector to a Universal Robot 5 (UR5) and completing a series of movements to simulate the autonomous assembly of a bridge. The concept evaluation resulted in an end effector that can connect all sides of the voxel with only two movements, without requiring the robot to go around the voxel. This idea lays the groundwork for enhancing the way robots form cellular structures and creating a mechanism to make them more appealing to humans when exploring remote settings. The study finishes with future research opportunities and prospective applications of such a connection mechanism in robot-material systems.
Repairability of lattice structure in a circular economy
Mechanical response of 3D printed octet-truss lattice structures under quasi-static loading
Interwoven: Designing Biodigital Objects with Plant Roots
Exploring Material Structure and Experience
Collaborating with Materials Experience Lab of Industrial Design Engineering in TU Delft, Diana Scherer wants to bring an artistic material closer to people’s daily life. The author, by following the Material Driven Design method (Karana et al., 2015)*, develop the material by altering material structure through hacking the growing process, incorporating generative design techniques and the results from the user studies, with a particular emphasis on people’s experience on interpretive level. Digital Fabrication techniques are used to design the structural pattern for achieving functionally graded material properties (e.g. spatially graded stiffness), and shape optimisation.
Based on Diana Scherer’s experience and early experiments, a few techniques are synthesized and developed in the tinkering with Interwoven. Some potential structures for digital biofabrication are: [1] root growth can be manipulated to mirror digitally generated patterns, which would provide intended technical and experiential characteristics in Interwoven; [2] roots grown in agar gel change properties to stiffer and stronger by hand feeling (further mechanical tests are needed); [3] roots can sew through descrete obstacles in their growing direction and these obstacles can be designed with digital fabrication techniques.
Combining the insights and experiential studies, a material concept has been created: showing roots glue-ability to porous materials and growing traces to blend nature and man-made world. The material experience vision is to exhibit the glue-ability of Interwoven through a daily object co-created by roots and digital manufactured structures and bring forward the collision and collaboration between natural growth and man-made world. The final product concept is to imitate one of the most mass-produced daily products - IKEA ALSEDA, questioning the current way of manufacturing and material use. The co-creation structure increased durability of Interwoven. ...
Collaborating with Materials Experience Lab of Industrial Design Engineering in TU Delft, Diana Scherer wants to bring an artistic material closer to people’s daily life. The author, by following the Material Driven Design method (Karana et al., 2015)*, develop the material by altering material structure through hacking the growing process, incorporating generative design techniques and the results from the user studies, with a particular emphasis on people’s experience on interpretive level. Digital Fabrication techniques are used to design the structural pattern for achieving functionally graded material properties (e.g. spatially graded stiffness), and shape optimisation.
Based on Diana Scherer’s experience and early experiments, a few techniques are synthesized and developed in the tinkering with Interwoven. Some potential structures for digital biofabrication are: [1] root growth can be manipulated to mirror digitally generated patterns, which would provide intended technical and experiential characteristics in Interwoven; [2] roots grown in agar gel change properties to stiffer and stronger by hand feeling (further mechanical tests are needed); [3] roots can sew through descrete obstacles in their growing direction and these obstacles can be designed with digital fabrication techniques.
Combining the insights and experiential studies, a material concept has been created: showing roots glue-ability to porous materials and growing traces to blend nature and man-made world. The material experience vision is to exhibit the glue-ability of Interwoven through a daily object co-created by roots and digital manufactured structures and bring forward the collision and collaboration between natural growth and man-made world. The final product concept is to imitate one of the most mass-produced daily products - IKEA ALSEDA, questioning the current way of manufacturing and material use. The co-creation structure increased durability of Interwoven.
Foxpat
Training simulator for Cementless Oxford Partial Knee Replacement
Arthroplasty being an invasive surgical procedure, any training model will be destroyed in every training session. This makes it difficult for any manufacturer to provide a reusable design that the novice surgeons can train multiples of times. Foxpat can promise such a long term reusability. Novice surgeons can practice the whole surgical procedure of knee replacement before they try on an actual patient. This includes letting surgeons performing actual cutting, drilling and milling procedures. By just replacing a set of low-cost polyurethane bones after every practice session, Foxpat will be ready for a next practice session. As the product is used for training the novice surgeons, these sessions take place either in a conference hall or in a hospital. A training support team or a local technician in the hospital helps to set up the device.
During this project, two iterations of working prototypes were developed and tested before reaching the final design. This design is now ready to be manufactured in small quantities of 50 pieces per year and requires another iteration for large-scale production.
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Arthroplasty being an invasive surgical procedure, any training model will be destroyed in every training session. This makes it difficult for any manufacturer to provide a reusable design that the novice surgeons can train multiples of times. Foxpat can promise such a long term reusability. Novice surgeons can practice the whole surgical procedure of knee replacement before they try on an actual patient. This includes letting surgeons performing actual cutting, drilling and milling procedures. By just replacing a set of low-cost polyurethane bones after every practice session, Foxpat will be ready for a next practice session. As the product is used for training the novice surgeons, these sessions take place either in a conference hall or in a hospital. A training support team or a local technician in the hospital helps to set up the device.
During this project, two iterations of working prototypes were developed and tested before reaching the final design. This design is now ready to be manufactured in small quantities of 50 pieces per year and requires another iteration for large-scale production.