A detachable FBG-based contact force sensor for capturing gripper-vegetable interactions
Vertical farming, a sustainable key for urban agriculture, has garnered attention for its land use optimization and enhanced food production capabilities. The adoption of automation in vertical farming is a pivotal response to labor shortages, addressing the need for increased efficiency, particular...
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sg-ntu-dr.10356-1828522025-03-08T16:48:27Z A detachable FBG-based contact force sensor for capturing gripper-vegetable interactions Lai, Wenjie Liu, Jiajun Sim, Bing Rui Tan, Joel Ming Rui Hegde, Chidanand Magdassi, Shlomo Phee, Soo Jay School of Mechanical and Aerospace Engineering School of Materials Science and Engineering 2024 IEEE International Conference on Robotics and Automation (ICRA) Singapore-HUJ Alliance for Research and Enterprise (SHARE) Agricultural Sciences Force and tactile sensing Soft sensors and actuators Agricultural automation Vertical farming, a sustainable key for urban agriculture, has garnered attention for its land use optimization and enhanced food production capabilities. The adoption of automation in vertical farming is a pivotal response to labor shortages, addressing the need for increased efficiency, particularly in labor-intensive tasks like harvesting. Although soft robotic grippers offer a significant promise for delicately handling fragile objects, the absence of sensors has hindered their full potential to execute precise and secure grasping. To address this challenge, we present a new solution: a detachable Fiber Bragg Grating-based flexible contact force sensor to capture gripper-vegetable interactions. The sensing module was 3D printed using soft material, and the FBG fiber was attached to the module using epoxy. From evaluation tests, this lightweight sensor demonstrated a wide measurement range of up to 9.87 N, with a high sensitivity of 141.7 pm/N, good repeatability, and a hysteresis of 7.96%. Compared to commercial load cells, our sensor achieves a small measurement RMSE of 0.41 N and a percentage error of 4.15%. The sensor was integrated into two robotic 3D-printed soft grippers to enable real-time monitoring of dynamic contact force during vegetable harvesting in vertical farming scenarios. By reflecting contact status, this sensor provides a promising glimpse into the future of agricultural automation, enhancing operational efficiency and strengthening situation awareness and decision-making capabilities in vertical farms. Beyond agriculture, the versatility of this sensor extends to application in areas such as warehousing, logistics, and the food and beverage industry. National Research Foundation (NRF) Submitted/Accepted version This research is supported by the Smart Grippers for Soft Robotics (SGSR) Programme (grant number: 021990-00011) under the National Research Foundation, Prime Minister’s Office, Singapore. It is part of the Campus of Research Excellence and Technological Enterprise (CREATE) Programme. 2025-03-06T05:40:38Z 2025-03-06T05:40:38Z 2024 Conference Paper Lai, W., Liu, J., Sim, B. R., Tan, J. M. R., Hegde, C., Magdassi, S. & Phee, S. J. (2024). A detachable FBG-based contact force sensor for capturing gripper-vegetable interactions. 2024 IEEE International Conference on Robotics and Automation (ICRA), 5673-5679. https://dx.doi.org/10.1109/ICRA57147.2024.10611433 979-8-3503-8457-4 https://hdl.handle.net/10356/182852 10.1109/ICRA57147.2024.10611433 https://ieeexplore.ieee.org/abstract/document/10611433 5673 5679 en SGSR-021990-00011 © 2024 IEEE. All rights reserved. This article may be downloaded for personal use only. Any other use requires prior permission of the copyright holder. The Version of Record is available online at http://doi.org/10.1109/ICRA57147.2024.10611433. application/pdf |
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Agricultural Sciences Force and tactile sensing Soft sensors and actuators Agricultural automation |
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Agricultural Sciences Force and tactile sensing Soft sensors and actuators Agricultural automation Lai, Wenjie Liu, Jiajun Sim, Bing Rui Tan, Joel Ming Rui Hegde, Chidanand Magdassi, Shlomo Phee, Soo Jay A detachable FBG-based contact force sensor for capturing gripper-vegetable interactions |
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Vertical farming, a sustainable key for urban agriculture, has garnered attention for its land use optimization and enhanced food production capabilities. The adoption of automation in vertical farming is a pivotal response to labor shortages, addressing the need for increased efficiency, particularly in labor-intensive tasks like harvesting. Although soft robotic grippers offer a significant promise for delicately handling fragile objects, the absence of sensors has hindered their full potential to execute precise and secure grasping. To address this challenge, we present a new solution: a detachable Fiber Bragg Grating-based flexible contact force sensor to capture gripper-vegetable interactions. The sensing module was 3D printed using soft material, and the FBG fiber was attached to the module using epoxy. From evaluation tests, this lightweight sensor demonstrated a wide measurement range of up to 9.87 N, with a high sensitivity of 141.7 pm/N, good repeatability, and a hysteresis of 7.96%. Compared to commercial load cells, our sensor achieves a small measurement RMSE of 0.41 N and a percentage error of 4.15%. The sensor was integrated into two robotic 3D-printed soft grippers to enable real-time monitoring of dynamic contact force during vegetable harvesting in vertical farming scenarios. By reflecting contact status, this sensor provides a promising glimpse into the future of agricultural automation, enhancing operational efficiency and strengthening situation awareness and decision-making capabilities in vertical farms. Beyond agriculture, the versatility of this sensor extends to application in areas such as warehousing, logistics, and the food and beverage industry. |
author2 |
School of Mechanical and Aerospace Engineering |
author_facet |
School of Mechanical and Aerospace Engineering Lai, Wenjie Liu, Jiajun Sim, Bing Rui Tan, Joel Ming Rui Hegde, Chidanand Magdassi, Shlomo Phee, Soo Jay |
format |
Conference or Workshop Item |
author |
Lai, Wenjie Liu, Jiajun Sim, Bing Rui Tan, Joel Ming Rui Hegde, Chidanand Magdassi, Shlomo Phee, Soo Jay |
author_sort |
Lai, Wenjie |
title |
A detachable FBG-based contact force sensor for capturing gripper-vegetable interactions |
title_short |
A detachable FBG-based contact force sensor for capturing gripper-vegetable interactions |
title_full |
A detachable FBG-based contact force sensor for capturing gripper-vegetable interactions |
title_fullStr |
A detachable FBG-based contact force sensor for capturing gripper-vegetable interactions |
title_full_unstemmed |
A detachable FBG-based contact force sensor for capturing gripper-vegetable interactions |
title_sort |
detachable fbg-based contact force sensor for capturing gripper-vegetable interactions |
publishDate |
2025 |
url |
https://hdl.handle.net/10356/182852 https://ieeexplore.ieee.org/abstract/document/10611433 |
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1826362235351465984 |