(Invited) Post-CMOS Compatible Silicon MEMS Nano-Tactile Sensor for Touch Feeling Discrimination of Materials

触觉传感器 CMOS芯片 微电子机械系统 制作 计算机科学 材料科学 电子工程 电气工程 光电子学 工程类 人工智能 机器人 医学 替代医学 病理
作者
Hidekuni Takao
出处
期刊:Meeting abstracts 卷期号:MA2020-01 (24): 1374-1374
标识
DOI:10.1149/ma2020-01241374mtgabs
摘要

Semiconductor silicon has realized various kinds of valuable electron devices. CMOS technology is the present standard silicon process to fabricate integrated circuits and systems. Therefore, the word “Post-CMOS” has been an important word which means that the technology makes it possible to fabricate various kinds of MEMS sensors/actuators/passives with highly sophisticated modern CMOS devices. Also, it emphasizes that MEMS devices fabricated by post-CMOS technology has “high compatibility” with “silicon FABs” that are most universal and distributed fabrication facilities in the world. High performance devices and fine microstructures can be fabricated by universal post-CMOS fabrication processes at present. Post-CMOS compatible process is a key technology to realize ultra-high-performance silicon MEMS tactile sensors in this study. We, humans have very sophisticated sense of touch on our fingertip skin, and we can recognize and distinguish various and delicate difference of touch feelings obtained by “sweep motion” of fingertip on various kinds of materials and objects. Our fingertip skin has the highest density of force and vibration (mechanical) receptors like Meissner’s corpuscles and Merkel disks under the surface skin layer where fine pitch patterns of fingerprint are formed on. It is known that human’s fingertip has a very high spatial resolution below 100µm or less, and can recognize existence of 13nm-pitch patterns as reported recently. The high performance of our fingertip sense of touch has never been realized by any tactile sensor device. In order to reproduce artificial sense of touch like the fingertip, very high performances on “spatial resolution” and “input sensitivities” are required to integrate all on a small tactile sensor. Therefore, CMOS-compatible fabrication technology is the most suitable process to fabricate such high-performance tactile sensors with integrated functions. Based on a silicon post-CMOS compatible process, we have realized high performance silicon MEMS tactile sensor called “Nano-tactile sensor”, which is comparable to the performance of fingertip sense of touch. In this tactile sensor device, all the mechanical structures are made from single crystalline silicon which is the active layer of SOI wafers. No elastomer/polymer structures are used in the mechanical sensing structure, and softness and elasticity necessary to tactile sensing are realized by silicon micro mechanical structures. All the fine mechanical movements and sensing circuits with strain-sensitive diffusion resistors (i.e. piezoresistors) are designed by 2D-CAD, and the characteristics can be controlled by layout pattern sizes. The contactor parts of the tactile sensor have curved shape which is similarly designed to the cross-section of a fingerprint, and its suspension springs are designed to have similar spring constant with human’s fingertip skin surface. In the latest version of our “Nano-tactile sensors”, six contactors with fingerprint-like shape are integrated at a pitch of 500µm to get distributed tactile images at a high spatial resolution. The pitch of 500µm corresponds to the average value of human’s fingerprint patterns. Each fingerprint-like contactor reproduces vertical motion (by micro roughness) and horizontal motion (by frictional force) of a fingerprint closely under sweeping motion of fingertip in touch feeling measurement. Spatial resolution of our tactile sensor reaches to sub-micron (200nm) in the finest version, and its force resolution of input reaches below 50µN range. These high performances are enough high to reproduce part of our fingertip sense of touch. The Nano-tactile sensors can get touch feeling waveforms of “hair surface condition”, “skin texture and the condition”, and touch feelings of various kinds of “papers” and “clothes” at a high spatial resolution like our fingertip skin. In the lecture, experimental results of very high-resolution tactile sensing are presented, and their importance and novelty are discussed. Machine learning based on deep neural network (DNN) has become very important for sensing data analysis. We think DNN is very important to understand/reproduce human sense of touch since a trained DNN behaves similarly with human’s senses based on our experiences. Since a lot of sample data are required for such applications, we have developed a measurement system called “Touch-Feeling Scanner”. A number of tactile sensing data can be measured by the touch-feeling scanner integrating a Nano-tactile sensor device. Obtained signals with the scanner were applied to train a DNN for discrimination of different kinds of clothes. 10 kinds of cloth samples have been successfully discriminated at a correct percentage over 95% as an example. Combination of high-resolution Nano-tactile sensors and state-of-the-art machine learning (DNN) is a strong approach to reproduce human fingertip sensation for various valuable applications. Figure 1
最长约 10秒,即可获得该文献文件

科研通智能强力驱动
Strongly Powered by AbleSci AI
科研通是完全免费的文献互助平台,具备全网最快的应助速度,最高的求助完成率。 对每一个文献求助,科研通都将尽心尽力,给求助人一个满意的交代。
实时播报
刻苦的幻巧完成签到 ,获得积分10
5秒前
张土豆完成签到 ,获得积分10
5秒前
李虎完成签到 ,获得积分10
6秒前
7秒前
阿盛完成签到,获得积分10
7秒前
研友_RLNzvL完成签到,获得积分10
10秒前
圈圈完成签到,获得积分10
10秒前
小菜完成签到 ,获得积分10
11秒前
123给123的求助进行了留言
12秒前
Zhouyanchi发布了新的文献求助10
12秒前
12秒前
14秒前
YC_Kao完成签到,获得积分10
14秒前
余小鱼完成签到,获得积分10
14秒前
LiuHK发布了新的文献求助10
15秒前
虚心念桃完成签到,获得积分10
15秒前
虚心念桃发布了新的文献求助10
19秒前
吹泡泡的红豆完成签到 ,获得积分10
19秒前
20秒前
LiuHK完成签到,获得积分10
21秒前
金木木发布了新的文献求助20
22秒前
23秒前
邵洋完成签到,获得积分10
25秒前
shuyu完成签到,获得积分10
26秒前
今后应助King16采纳,获得10
30秒前
30秒前
科研发布了新的文献求助10
30秒前
31秒前
科研通AI2S应助科研通管家采纳,获得10
31秒前
8R60d8应助科研通管家采纳,获得10
31秒前
慕青应助科研通管家采纳,获得10
32秒前
yana应助科研通管家采纳,获得10
32秒前
星辰大海应助科研通管家采纳,获得10
32秒前
8R60d8应助科研通管家采纳,获得10
32秒前
无花果应助科研通管家采纳,获得10
32秒前
机灵柚子应助科研通管家采纳,获得20
32秒前
英姑应助科研通管家采纳,获得10
32秒前
lioutu应助科研通管家采纳,获得10
32秒前
8R60d8应助科研通管家采纳,获得10
32秒前
上官若男应助科研通管家采纳,获得10
32秒前
高分求助中
【此为提示信息,请勿应助】请按要求发布求助,避免被关 20000
ISCN 2024 – An International System for Human Cytogenomic Nomenclature (2024) 3000
Continuum Thermodynamics and Material Modelling 2000
Encyclopedia of Geology (2nd Edition) 2000
105th Edition CRC Handbook of Chemistry and Physics 1600
Maneuvering of a Damaged Navy Combatant 650
Fashion Brand Visual Design Strategy Based on Value Co-creation 350
热门求助领域 (近24小时)
化学 材料科学 医学 生物 工程类 有机化学 物理 生物化学 纳米技术 计算机科学 化学工程 内科学 复合材料 物理化学 电极 遗传学 量子力学 基因 冶金 催化作用
热门帖子
关注 科研通微信公众号,转发送积分 3777858
求助须知:如何正确求助?哪些是违规求助? 3323378
关于积分的说明 10214206
捐赠科研通 3038610
什么是DOI,文献DOI怎么找? 1667553
邀请新用户注册赠送积分活动 798171
科研通“疑难数据库(出版商)”最低求助积分说明 758290