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Monica-Gullapalli committed Aug 16, 2024
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51 changes: 51 additions & 0 deletions _pages/automated-synthesis.md
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title: Automated Synthesis of Pneumatic Bending Soft Actuators
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### Highlights
- We present an automated method for the discovery of pneumatic bending soft actuators​
- We incentivize the discovery of actuators which are simultaneously compliant and forceful using custom fitness functions
- We fabricate bending soft actuator and compare its performance to published results

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<iframe width="100%" height="315" src="https://www.youtube.com/embed/re_9QF8w0bk" title="YouTube Video Player" frameborder="0" allow="accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture" allowfullscreen></iframe>

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<br><br>

### An Expressive Representation
Our method hinges on a compact, expressive representation of actuator geometry. All the designs below are generated using the same computational network topology - only network weights and biases are modified to achieve the breadth of morphologies below!

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<br><br>

### Results
We compare the performance of a selection of automatically designed actuators in simulation, along with a empirical performance of a fabricated sample, with a selection of published results. While the automatically discovered actuator is not Pareto-dominant, it shows similar performance to related results while requiring no human design effort. All designs were discovered using 300 core-hours of compute time.

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6 changes: 3 additions & 3 deletions _pages/design-automation.md
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<h3> A Seamless Workflow for the Design and Fabrication of Multimaterial Soft Actuators</h3>
<a href = "/seamless-workflow"><h3> A Seamless Workflow for the Design and Fabrication of Multimaterial Soft Actuators</h3></a>

Learn more about our work in lowering barriers to soft actuator design through creation of novel design tools that allow for interactive GUI-based specification of geometry and material distribution, one-click design evaluation via FEA simulation, and automated generation of design files.
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<h3>Automated Synthesis of Pneumatic Bending Soft Actuators</h3>
<a href = "/automated-synthesis"><h3>Automated Synthesis of Pneumatic Bending Soft Actuators</h3></a>
Explore our work in automatically synthesizing pneumatic bending soft actuators which are simultaneously compliant and forceful. The designs automatically discovered by our method are easily fabricated by 3D printing, and we compare their performance to published results in simulation and by experimentation.
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<h3>Shell Finite Elements for Soft Actuator Simulation</h3>
<a href = "/shell-finite"><h3>Shell Finite Elements for Soft Actuator Simulation</h3></a>
Learn why we leverage not only traditional volumetric finite element simulations, but also simulations over dimensionally reduced shell finite elements.
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9 changes: 5 additions & 4 deletions _pages/fabrication-automation.md
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<h3> 3D Printed Microfluidics </h3>
We explore 3D printing of microfluidics to enable customizability, multi-material, and rapid prototyping. The ability to 3D print microfluidics allows realization of fully 3D channel geometries and structures previously infeasible through conventional 2.5D soft lithography approaches.
<br/><br/>
Liquid-Solid Co-Printing (printing with liquids and solids)
Liquid-solid co-printing of multi-material 3D fluidic devices via material jetting.
<a href = "/liquid-solid">Liquid-Solid Co-Printing (printing with liquids and solids)
Liquid-solid co-printing of multi-material 3D fluidic devices via material jetting.</a>
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<h3> A Fabrication Free, 3D Printed, Multi-Material, Self-Sensing Soft Actuator</h3>
Here we present an actuator with an integrated print-in-place strain sensor which is produced entirely via multi-material additive manufacturing and requires no post processing or manual fabrication steps. Automatically manufacturing these sensor-actuator systems enables more complex, capable, and integrate-able designs, because the labor of assembly is eliminated; actuator-sensor designs that would be tedious or impossible to manufacture become tractable with our approach.
<a href = "/fabrication-free"><h3> A Fabrication Free, 3D Printed, Multi-Material, Self-Sensing Soft Actuator</h3></a>

Here we present an actuator with an integrated print-in-place strain sensor which is produced entirely via multi-material additive manufacturing and requires no post processing or manual fabrication steps. Automatically manufacturing these sensor-actuator systems enables more complex, capable, and integrate-able designs, because the labor of assembly is eliminated; actuator-sensor designs that would be tedious or impossible to manufacture become tractable with our approach.
<br/><br/>
See more details here, or see the whole paper <a href ="https://41310ed7-1a60-489f-888a-1aa520d0c9ca.filesusr.com/ugd/39a42a_fab92126ddce474db9dccb2fd3c7c302.pdf"> here</a>.
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title: A Fabrication Free, 3D Printed, Multi-Material, Self-Sensing Soft Actuator
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news: true # includes a list of news items
selected_papers: true # includes a list of papers marked as "selected={true}"
social: true # includes social icons at the bottom of the page
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<a href = "">A Fabrication Free, 3D Printed, Multi-Material, Self-Sensing Soft Actuator
T Hainsworth, L Smith, S Alexander, R MacCurdy
IEEE Robotics and Automation Letters 5 (3), 4118-4125</a>

### Highlights
- An entirely print-in-place actuator with integrated sensor
- A comparison of the actuator's performance compared to past work (Figure 3)
- A FEA comparison to traditional work (Figure 4)
- Detailed print profiles (Table II)
- Analysis of actuator and sensor's performance and sensitivity (Figure 8 - 11)


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<h3>Complex Design</h3>
<p>The highlighted complex design would be difficult to manufacture with traditional methods, but is easy to make with additive manufacturing.</p>
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<h3>Comparing with Previous Work</h3>
<p>The design design nicely balances blocked force with maximum deflection.</p>
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<p>Analysis shows that the actuator loses less energy to unnecessary expansion when compared to traditional designs</p>
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<h3>Sensor Analysis</h3>
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<p>The sensor can not only detect bending, but can also sense contact.</p>
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title: Liquid-Solid Co-Printing of Multi-Material 3D Fluidic Devices via Material Jetting
permalink: /liquid-solid
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news: true # includes a list of news items
selected_papers: true # includes a list of papers marked as "selected={true}"
social: true # includes social icons at the bottom of the page
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<a href = "assets/pdf/2022_Liquid–solid_co-printing_of_multi-material_3D_fluidic_devices_via_material_jetting.pdf">
B. Hayes, T. Hainsworth, and R. MacCurdy. “Liquid–Solid Co-Printing of Multi-Material 3D Fluidic Devices via Material Jetting.” Additive Manufacturing, vol. 55, 2022, p. 102785., https://doi.org/10.1016/j.addma.2022.102785. </a>

### Summary

Multi-material material jetting additive manufacturing processes deposit micro-scale droplets of different model and support materials to build three-dimensional (3D) parts layer by layer. Recent efforts have demonstrated that liquids can act as support materials, which can be easily purged from micro/milli-channels, and as working fluids, which permanently remain in a structure, yet the lack of a detailed understanding of the print process and mechanism has limited widespread applications of liquid printing. In this study, an “all in one go” multi-material print process in which non photo-curable and photo-curable liquid droplets are simultaneous deposited, is extensively characterized. We envision the liquid–solid co-printing process as a key new capability in additive manufacturing to enable simple and rapid fabrication of 3D, integrated print-in-place multi-material fluidic circuits and hydraulic structures with applications including micro/mesofluidic circuits, electrochemical transistors, lab-on-a-chip devices with in-situ reagent deposition, and robotics.

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### Main Learnings
- Select the head voltage to underjet liquid in order to better contain liquid by the solid matrix; 19 V is a recommended setting for Stratasys Polyjet systems but users should characterize their system similar to figure 6 to verify.

- When overjetting, the roller drags liquid into the solid matrix resulting in liquid fingers that are on the size order of 300 μm for a circular channel of radius 500 μm. Channels printed parallel to the printhead direction of motion can reduce the effect of liquid fingers

- Full capping layer encapsulation of a liquid surface occurs at N ≥ 5 print layers (135 μm)

- If the cured photo-resin droplet density is less dense than that of the non photo-curable liquid, then the cured droplet can be freely supported by the liquid as the buoyancy force alone can support the cured droplet

- If the cured photo-resin droplet density is more dense than that of the non photo-curable liquid, then the cured droplet may be supported by the non photo-curable liquid’s surface tension. However, surface deformations due to roller and droplet impacts create a variable surface tension force that can cause a droplet to sink. The best practice is to use attachment points to the solid matrix when possible in this situation

- The minimum repeatable channel cross-section (W x H) is 250 x 108 μm2 without regard for part placement orientation
- The minimum repeatable channel cross-section is 250 x 81 μm2 when the channel is oriented parallel to the printhead direction of motion
- Printed microfluidic channel cross-sectional areas are less than 60% that of the design channel cross-sectional areas due to the liquid finger phenomenon.


### Mechanism:

This work demonstrates that liquids can be used as a support material for subsequent photo-polymer droplets. The lower left figure describes this process in detail. Once the liquid has been deposited, the next print layer, denoted as the capping layer, involves photo-polymer droplets impacting a liquid surface. In the use of any combination of working fluid and photo-resins,
there are four potential governing force balance cases: (1) the photo-resin is less dense than the non-solidifying liquid
and surface tension is significant, (2) the photo-resin is less dense than the non-solidifying liquid and surface tension
is negligible, (3) the photo-resin is more dense than the non-solidifying liquid and surface tension is significant, and
(4) the photo-resin is more dense than the non-solidifying liquid and the surface tension force is negligible. Scenarios
1 and 2 are desirable as they enable the fabrication of free floating structures; however, due to Stratasys photo-resin
material properties, Polyjet liquid-solid co-printing falls within scenario 3. This technique can be used to make fully hermetic micro/mesofluidic channels as shown by the XRD imaging in the lower right figure.

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(left) High speed imaging of VeroCyan droplet impact on cleaning fluid; (right) OpenFOAM model of droplet train impact
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### Sample Micro/Mesofluidic Devices Possible:

The ability to simultaneously deposit non photo-curing (liquid) and photo-curing (solid) materials enables rapid fabrication of planar, 3D, and multi-material fluidic devices. Listed below are examples of such devices. We note the ease in which this technique allows fabrication of micro/mesofluidic devices. 3D printing enables those with no prior soft lithography and micro-fabrication experience to produce micro/mesofluidic devices thus making the field more accessible.
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<p>Planar Micro/Mesofluidics</p>
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<p>3D Micro/Mesofluidics</p>
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<p>3Multi-Material Flap Valve</p>
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