基于FPGA的嵌入式低功耗低成本摄像头传感器及其在移动机器人中的应用

J. Albó-Canals, S. Ortega, Sergi Perdices, A. Badalov, Xavier Vilasís-Cardona
{"title":"基于FPGA的嵌入式低功耗低成本摄像头传感器及其在移动机器人中的应用","authors":"J. Albó-Canals, S. Ortega, Sergi Perdices, A. Badalov, Xavier Vilasís-Cardona","doi":"10.1109/ICECS.2012.6463733","DOIUrl":null,"url":null,"abstract":"In this paper, we present the functionality of a low-cost camera sensor based on FPGAs. It is intended to be a solution for affordable robotic platforms requiring a smart vision sensor. This implies using simple image processing algorithms that are, nevertheless, flexible enough to ensure the robot navigation. The image processing elements and the connectivity both to the camera and the robot are embedded in an Actel Igloo FPGA, which fits the low power consumption, reprogrammability and cost requirements. We also present two applications. The first one, related to path planning, shows how a robot with such a device is able to identify different scenarios in the process of learning how to escape from a maze using reinforcement learning. The second application is a set of interactive activities using a companion robot and requiring robot vision devised to improve the recovery of children with brain trauma. In this particular case, both the cost and power consumption requirements for the camera sensor are demanding, since the robot has to be distributed to a large number of children and low consumption is essential to keep the robot working time within the therapeutic needs.","PeriodicalId":269365,"journal":{"name":"2012 19th IEEE International Conference on Electronics, Circuits, and Systems (ICECS 2012)","volume":"253 1","pages":"0"},"PeriodicalIF":0.0000,"publicationDate":"2012-12-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":"4","resultStr":"{\"title\":\"Embedded low-power low-cost Camera Sensor based on FPGA and its applications in mobile robots\",\"authors\":\"J. Albó-Canals, S. Ortega, Sergi Perdices, A. Badalov, Xavier Vilasís-Cardona\",\"doi\":\"10.1109/ICECS.2012.6463733\",\"DOIUrl\":null,\"url\":null,\"abstract\":\"In this paper, we present the functionality of a low-cost camera sensor based on FPGAs. It is intended to be a solution for affordable robotic platforms requiring a smart vision sensor. This implies using simple image processing algorithms that are, nevertheless, flexible enough to ensure the robot navigation. The image processing elements and the connectivity both to the camera and the robot are embedded in an Actel Igloo FPGA, which fits the low power consumption, reprogrammability and cost requirements. We also present two applications. The first one, related to path planning, shows how a robot with such a device is able to identify different scenarios in the process of learning how to escape from a maze using reinforcement learning. The second application is a set of interactive activities using a companion robot and requiring robot vision devised to improve the recovery of children with brain trauma. In this particular case, both the cost and power consumption requirements for the camera sensor are demanding, since the robot has to be distributed to a large number of children and low consumption is essential to keep the robot working time within the therapeutic needs.\",\"PeriodicalId\":269365,\"journal\":{\"name\":\"2012 19th IEEE International Conference on Electronics, Circuits, and Systems (ICECS 2012)\",\"volume\":\"253 1\",\"pages\":\"0\"},\"PeriodicalIF\":0.0000,\"publicationDate\":\"2012-12-01\",\"publicationTypes\":\"Journal Article\",\"fieldsOfStudy\":null,\"isOpenAccess\":false,\"openAccessPdf\":\"\",\"citationCount\":\"4\",\"resultStr\":null,\"platform\":\"Semanticscholar\",\"paperid\":null,\"PeriodicalName\":\"2012 19th IEEE International Conference on Electronics, Circuits, and Systems (ICECS 2012)\",\"FirstCategoryId\":\"1085\",\"ListUrlMain\":\"https://doi.org/10.1109/ICECS.2012.6463733\",\"RegionNum\":0,\"RegionCategory\":null,\"ArticlePicture\":[],\"TitleCN\":null,\"AbstractTextCN\":null,\"PMCID\":null,\"EPubDate\":\"\",\"PubModel\":\"\",\"JCR\":\"\",\"JCRName\":\"\",\"Score\":null,\"Total\":0}","platform":"Semanticscholar","paperid":null,"PeriodicalName":"2012 19th IEEE International Conference on Electronics, Circuits, and Systems (ICECS 2012)","FirstCategoryId":"1085","ListUrlMain":"https://doi.org/10.1109/ICECS.2012.6463733","RegionNum":0,"RegionCategory":null,"ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":null,"EPubDate":"","PubModel":"","JCR":"","JCRName":"","Score":null,"Total":0}
引用次数: 4

摘要

本文介绍了一种基于fpga的低成本相机传感器的功能。它旨在为需要智能视觉传感器的廉价机器人平台提供解决方案。这意味着使用简单的图像处理算法,然而,足够灵活,以确保机器人导航。图像处理元件以及与摄像机和机器人的连接都嵌入在Actel Igloo FPGA中,符合低功耗,可重新编程和成本要求。我们还提出了两种应用。第一个与路径规划有关,展示了拥有这种设备的机器人如何在学习如何使用强化学习从迷宫中逃脱的过程中识别不同的场景。第二个应用是一组使用同伴机器人的互动活动,需要设计机器人视觉来改善脑外伤儿童的恢复。在这种特殊情况下,相机传感器的成本和功耗要求都很高,因为机器人必须分配给大量的儿童,而低功耗对于保持机器人的工作时间在治疗需求范围内至关重要。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
Embedded low-power low-cost Camera Sensor based on FPGA and its applications in mobile robots
In this paper, we present the functionality of a low-cost camera sensor based on FPGAs. It is intended to be a solution for affordable robotic platforms requiring a smart vision sensor. This implies using simple image processing algorithms that are, nevertheless, flexible enough to ensure the robot navigation. The image processing elements and the connectivity both to the camera and the robot are embedded in an Actel Igloo FPGA, which fits the low power consumption, reprogrammability and cost requirements. We also present two applications. The first one, related to path planning, shows how a robot with such a device is able to identify different scenarios in the process of learning how to escape from a maze using reinforcement learning. The second application is a set of interactive activities using a companion robot and requiring robot vision devised to improve the recovery of children with brain trauma. In this particular case, both the cost and power consumption requirements for the camera sensor are demanding, since the robot has to be distributed to a large number of children and low consumption is essential to keep the robot working time within the therapeutic needs.
求助全文
通过发布文献求助,成功后即可免费获取论文全文。 去求助
来源期刊
自引率
0.00%
发文量
0
×
引用
GB/T 7714-2015
复制
MLA
复制
APA
复制
导出至
BibTeX EndNote RefMan NoteFirst NoteExpress
×
提示
您的信息不完整,为了账户安全,请先补充。
现在去补充
×
提示
您因"违规操作"
具体请查看互助需知
我知道了
×
提示
确定
请完成安全验证×
copy
已复制链接
快去分享给好友吧!
我知道了
右上角分享
点击右上角分享
0
联系我们:info@booksci.cn Book学术提供免费学术资源搜索服务,方便国内外学者检索中英文文献。致力于提供最便捷和优质的服务体验。 Copyright © 2023 布克学术 All rights reserved.
京ICP备2023020795号-1
ghs 京公网安备 11010802042870号
Book学术文献互助
Book学术文献互助群
群 号:604180095
Book学术官方微信