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TacPalm: A Soft Gripper With a Biomimetic Optical Tactile Palm for Stable Precise Grasping TacPalm:具有生物仿真光学触觉手掌的软抓手,可实现稳定的精确抓取
IF 4.3 2区 综合性期刊 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-10-07 DOI: 10.1109/JSEN.2024.3471812
Xuyang Zhang;Tianqi Yang;Dandan Zhang;Nathan F. Lepora
Manipulating fragile objects in environments such as homes and factories requires stable and gentle grasping along with precise and safe placement. Compared to traditional rigid grippers, the use of soft grippers reduces the control complexity and the risk of damaging objects. However, it is challenging to integrate camera-based optical tactile sensing into a soft gripper without compromising the flexibility and adaptability of the fingers, while also ensuring that the precision of tactile perception remains unaffected by passive deformations of the soft structure during object contact. In this article, we demonstrate a modular soft two-fingered gripper with a 3-D-printed optical tactile sensor (the TacTip) integrated into the palm. We propose a soft-grasping strategy that includes three functions: light contact detection, grasp pose adjustment, and loss-of-contact detection so that objects of different shapes and sizes can be grasped stably and placed precisely, which we test with both artificial and household objects. By sequentially implementing these three functions, the grasp success rate progressively improves from 45% without any functions, to 59% with light contact detection, 90% with grasp pose adjustment, and 97% with loss-of-contact detection, achieving a submillimeter placement precision. Overall, this work demonstrates the feasibility and utility of integrating optical tactile sensors into the palm of a soft gripper and of applicability to various types of soft manipulators. The proposed grasping strategy has potential applications in areas such as fragile product processing and home assistance.
在家庭和工厂等环境中操作易碎物品,需要稳定、轻柔的抓取以及精确、安全的放置。与传统的刚性机械手相比,软机械手的使用降低了控制的复杂性和损坏物体的风险。然而,如何在不影响手指灵活性和适应性的前提下,将基于摄像头的光学触觉传感技术集成到软机械手中,同时确保触觉感知的精度不受软结构在接触物体过程中的被动变形的影响,是一项具有挑战性的工作。在本文中,我们展示了一种模块化双指软抓手,手掌中集成了一个 3-D 打印光学触觉传感器(TacTip)。我们提出了一种软抓取策略,其中包括三种功能:光接触检测、抓取姿势调整和失接触检测,这样就能稳定地抓取不同形状和大小的物体,并精确地将其放置。通过依次实现这三种功能,抓取成功率从没有任何功能时的 45% 逐步提高到了有了光接触检测功能时的 59%、有了抓取姿势调整功能时的 90%、有了失接触检测功能时的 97%,实现了亚毫米级的放置精度。总之,这项工作证明了将光学触觉传感器集成到软抓手手掌中的可行性和实用性,以及对各种类型软机械手的适用性。所提出的抓取策略有望应用于易碎产品加工和家庭辅助等领域。
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引用次数: 0
Performance Analysis of High-Temperature Flexible Dual-Coil EMAT for Ferromagnetic Steel Measurement 用于铁磁钢测量的高温柔性双线圈 EMAT 性能分析
IF 4.3 2区 综合性期刊 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-10-07 DOI: 10.1109/JSEN.2024.3471814
Bao Liang;Weige Tao;Cailing Huo;Zhigang Sun
The electromagnetic acoustic transducer (EMAT), which uses a flexible dual-coil configuration, can be easily applied for noncontact ultrasonic testing of curved structures and objects with narrow inspection space. In this article, the high-temperature performance of a flexible dual-coil EMAT on ferromagnetic steel measurement is analyzed. The flexible dual-coil EMAT consists of an electromagnetic (EM) coil, an eddy-current (EC) coil, and a test specimen. First, the working principle and transduction mechanism in ferromagnetic steel by the designed dual-coil EMAT are analyzed. Then, a finite element model of the designed dual-coil EMAT is established, and the magnetic field and acoustic field distribution of the EM coil are simulated. Finally, a high-temperature experimental platform of flexible dual-coil EMAT is built, and the relationship between the designed EMAT’s received signal waveform and the temperature is analyzed. The results show that the designed EMAT allows the measurement of ferromagnetic steels between $25~^{circ }$ C and $770~^{circ }$ C without physical coupling or active cooling.
采用柔性双线圈结构的电磁声换能器(EMAT)可方便地用于对曲面结构和检测空间狭窄的物体进行非接触式超声波检测。本文分析了柔性双线圈 EMAT 在铁磁钢测量中的高温性能。柔性双线圈电磁超声探伤仪由电磁(EM)线圈、涡流(EC)线圈和试样组成。首先,分析了所设计的双线圈电磁传感器在铁磁钢中的工作原理和传导机制。然后,建立了设计的双线圈电磁超声衰减器的有限元模型,并模拟了电磁线圈的磁场和声场分布。最后,建立了柔性双线圈电磁超声衰减器的高温实验平台,并分析了所设计的电磁超声衰减器接收信号波形与温度之间的关系。结果表明,所设计的电磁超声波探头可以在 25~^{circ }$ C 和 770~^{circ }$ C 之间测量铁磁性钢材,而无需物理耦合或主动冷却。
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引用次数: 0
Favorable Adsorption and Detection Properties of Metal Oxides (NiO and Ag₂O) Modified Janus SnSSe Monolayer Toward SF₆ Decomposition Gases in a Gas-Insulated Equipment 金属氧化物(NiO 和 Ag₂O)修饰 Janus SnSSe 单层对气体绝缘设备中 SF₆ 分解气体的有利吸附和检测特性
IF 4.3 2区 综合性期刊 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-10-07 DOI: 10.1109/JSEN.2024.3471830
Long Huang;Detao Lu;Wen Zeng;Qu Zhou
As the main monitoring method for the operation status and faults of gas-insulated equipment (GIE) equipment, SF6 decomposition gas analysis technology has been continuously upgraded, and the development of new gas-sensitive materials has always been one of the core breakthroughs. Herin, it is proposed the NiO and Ag2 O metal oxide-doped Janus tin sulfide selenide (SnSSe) (MOS-SnSSe) monolayers as prospective sensing materials for detection of four typical decomposition gases, namely, HF, SO2, SOF2, and SO2F2, to provide an option for upgrading the gas-sensitive units. The results suggest that the NiO and Ag2 O dopants are more inclined to stick to the S-surface of intrinsic SnSSe monolayer. Furthermore, the Mulliken analysis reveals the function of carrier-migration bridge of the NiO and Ag2 O dopants in the gas-sensing reaction that encourages the bidirectional migration of charges between the gas species and the SnSSe surface. The change in energy band confirms the adjusted electronic performances of MOS-SnSSe monolayers upon adsorbing gases, and the density of state redistribution in such four gas systems verifies the chemisorption of HF, SO2, SOF2, and SO2F2 on NiO-SnSSe monolayer, the chemisorption of HF and SO2 on Ag2 O-SnSSe monolayer, and the physisorption of SOF2 and SO2F2 on Ag2 O-SnSSe monolayer. Furthermore, our outcome demonstrates that the NiO-SnSSe monolayer is a feasible candidate for an SO2 resistive sensor operating at 458 K, while Ag2 O-SnSSe monolayer can serve as both a work-function-type sensor for such four gas SPICEs and a scavenger for SO2. These discoveries in this research expose the admirable gas sensitivity potentiality of the SnSSe-based system and the special attribute of the Janus community, which we anticipate could motivate more cutting-edge research in the industry of gas sensing.
作为气体绝缘设备(GIE)设备运行状态和故障的主要监测方法,SF6分解气体分析技术不断升级,新型气敏材料的开发一直是核心突破之一。赫林提出将掺杂NiO和Ag2 O金属氧化物的亚纳硫化锡(SnSSe)(MOS-SnSSe)单层材料作为检测HF、SO2、SOF2和SO2F2四种典型分解气体的前瞻性传感材料,为气敏装置的升级换代提供了一种选择。研究结果表明,NiO 和 Ag2 O 掺杂剂更倾向于粘附在本征锡硒单层的 S 表面。此外,Mulliken 分析还揭示了 NiO 和 Ag2 O 掺杂剂在气敏反应中的载流子迁移桥功能,它促进了气体物种与锡硒表面之间的电荷双向迁移。能带的变化证实了 MOS-SnSSe 单层在吸附气体后电子性能的调整,而这四种气体体系的状态密度重新分布则验证了 HF、SO2、SOF2 和 SO2F2 在 NiO-SnSSe 单层上的化学吸附,HF 和 SO2 在 Ag2 O-SnSSe 单层上的化学吸附,以及 SOF2 和 SO2F2 在 Ag2 O-SnSSe 单层上的物理吸附。此外,我们的研究结果表明,NiO-SnSSe 单层是在 458 K 温度下工作的二氧化硫电阻式传感器的可行候选材料,而 Ag2 O-SnSSe 单层既可以作为四种气体 SPICE 的功函数型传感器,也可以作为二氧化硫的清除剂。这项研究中的这些发现揭示了基于 SnSSe 的系统令人钦佩的气体灵敏度潜力和 Janus 社区的特殊属性,我们预计这将激励气体传感行业开展更多前沿研究。
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引用次数: 0
Electrodeposition of Gold Nanoparticles for a Highly Sensitive Immunosensor for White Spot Syndrome Virus (WSSV) Envelope Protein VP28 Detection Based on Electrochemical Impedance Spectroscopy Technique 基于电化学阻抗光谱技术的高灵敏度白斑综合征病毒 (WSSV) 包膜蛋白 VP28 检测免疫传感器的金纳米粒子电沉积技术
IF 4.3 2区 综合性期刊 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-10-07 DOI: 10.1109/JSEN.2024.3468318
Linh Huynh Thi Thuy;Phu Nguyen Dang;Hung Cao;Anh H. Nguyen;Jung-Chih Chiao;Chun-Ping Jen;Loc Do Quang;Trinh Chu Duc;Tung Thanh Bui
Lacking effective treatment, white spot syndrome virus (WSSV) causes mass mortality in farmed shrimp, significantly damaging the shrimp industry worldwide. To enable early detection and diagnosis of this disease, we have demonstrated an electrochemical immunosensor to detect the VP28 antigen, a key envelope protein of this virus. First, gold nanoparticles (AuNPs) were electrodeposited on the sensor’s carbon surface to enhance both its sensitivity and its capability to form a self-assembled monolayer (SAM). Subsequently, an SAM using 11-Mercaptoundecanoic acid was coated as an intermediary layer for immobilizing VP28 antibodies. The specific interaction of VP28 antigen-antibody, confirmed by Western Blot, impeded electrons transfer, leading to an increase in charge transfer resistance. Cyclic voltammetry (CV) was utilized to deposit AuNPs and combined with electrochemical impedance spectroscopy (EIS) to characterize the modification of the sensor’s electrode surface through changes in electric current and impedance. The scanning electron microscope (SEM) results showed that nanosized gold particles were uniformly dispersed on the carbon electrode surface. Electric measurement results showed that the change in charge transfer resistance ( $Delta {R}_{text {CT}}$ ) correlates linearly with the VP28 protein concentration range from 0 to 60 ng/mL, with an ${R}^{,{2}}$ coefficient of 0.98945 and a low limit of detection (LOD) of 2.38 ng/mL. Additionally, the anode peak current decreased from 15.150 to $7.725~mu $ A with increasing antigen concentration. Control experiments with various proteins demonstrated the specificity of the proposed immunosensor for detecting VP28. This sensor offers an accessible electrochemical sensing tool, enabling convenient, direct, and immediate diagnosis of WSSV on shrimp farms.
由于缺乏有效的治疗手段,白斑综合征病毒(WSSV)会导致养殖对虾大量死亡,严重损害全球对虾产业。为了能够早期检测和诊断这种疾病,我们展示了一种电化学免疫传感器来检测这种病毒的关键包膜蛋白 VP28 抗原。首先,在传感器的碳表面电沉积了金纳米粒子(AuNPs),以提高其灵敏度和形成自组装单层(SAM)的能力。随后,使用 11-Mercaptoundecanoic acid 涂覆 SAM,作为固定 VP28 抗体的中间层。经 Western Blot 证实,VP28 抗原与抗体的特异性相互作用阻碍了电子转移,导致电荷转移电阻增加。利用循环伏安法(CV)沉积 AuNPs,并结合电化学阻抗光谱法(EIS),通过电流和阻抗的变化来表征传感器电极表面的改性。扫描电子显微镜(SEM)结果表明,纳米级金颗粒均匀地分散在碳电极表面。电学测量结果表明,电荷转移电阻的变化($Δ {R}_{text {CT}}$)与 VP28 蛋白浓度范围(0 至 60 ng/mL)呈线性相关,{R}^{,{2}}$系数为 0.98945,检出限(LOD)低至 2.38 ng/mL。此外,随着抗原浓度的增加,阳极峰值电流从 15.150 A 下降到 7.725~mu $ A。用各种蛋白质进行的对照实验证明了所提出的免疫传感器检测 VP28 的特异性。该传感器提供了一种易于使用的电化学传感工具,使对虾养殖场能够方便、直接和即时地诊断 WSSV。
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引用次数: 0
A Remaining Useful Life Prediction Method for Insulated-Gate Bipolar Transistor Based on Deep Fusion of Nonlinear Features From Multisource Data 基于多源数据非线性特征深度融合的绝缘栅双极晶体管剩余使用寿命预测方法
IF 4.3 2区 综合性期刊 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-10-07 DOI: 10.1109/JSEN.2024.3471675
Gaige Chen;Xiaoyu Hao;Jun Huang;Hongbo Ma;Xianzhi Wang;Xianguang Kong
An insulated-gate bipolar transistor (IGBT) has multiple degradation mechanisms; it is a challenge to accurately integrating multiple signals to capture the device’s degradation patterns and health state. Therefore, comprehensively characterizing the health state of IGBT and predicting its remaining useful life (RUL) using multiple signals poses a significant challenge. To address this challenge, a RUL prediction method for IGBT based on the deep fusion of nonlinear features from multisource data is proposed. First, the time-domain multifeatures of IGBT degradation data are constructed, and key features are selectively selected; then, dimensionality reduction is performed and these features are fused into health indicators (HIs) to characterize the health level. Second, the health of IGBT is effectively evaluated by unsupervised clustering without data labeling. Third, end-condition monitoring is refined to enable the identification of near-failure state. Finally, deep learning is utilized to provide the accurate and reliable prediction of the RUL of IGBT devices [ ${R}^{{2}}$ are all greater than 0.98, the mean absolute error (MAE) all less than 2.3, and the root mean square error (RMSE) all less than 5.5.]. The results demonstrate that the method effectively integrates multisource information, characterizes the health state of the device, and can more accurately and reliably predict the RUL of IGBT. The proposed method can enhance the scientific basis for the health management of new energy systems such as wind power and photovoltaic systems.
绝缘栅双极晶体管(IGBT)具有多种退化机制;要准确地整合多种信号以捕捉器件的退化模式和健康状态是一项挑战。因此,利用多种信号全面描述 IGBT 的健康状态并预测其剩余使用寿命(RUL)是一项重大挑战。为应对这一挑战,本文提出了一种基于多源数据非线性特征深度融合的 IGBT 剩余使用寿命预测方法。首先,构建 IGBT 退化数据的时域多特征,并有选择性地选择关键特征;然后,进行降维,并将这些特征融合为健康指标(HI),以表征健康水平。其次,在没有数据标记的情况下,通过无监督聚类对 IGBT 的健康状况进行有效评估。第三,对终端条件监控进行了改进,以识别接近故障状态。最后,利用深度学习对 IGBT 设备的 RUL 进行准确可靠的预测[{R}^{{2}}$均大于 0.98,平均绝对误差(MAE)均小于 2.3,均方根误差(RMSE)均小于 5.5。]结果表明,该方法有效地整合了多源信息,描述了设备的健康状态,能更准确、可靠地预测 IGBT 的 RUL。该方法可为风力发电和光伏发电等新能源系统的健康管理提供科学依据。
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引用次数: 0
Design of an Imaging Polarized Skylight Compass Using Mechanical Rotation 利用机械旋转设计成像偏振天窗罗盘
IF 4.3 2区 综合性期刊 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-10-07 DOI: 10.1109/JSEN.2024.3468020
Fang Kong;Xiaojing Fan;Xiaohan Guo;Xiaohui Deng;Xiaolong Chen;Yinjing Guo
This study introduces the design and implementation of an innovative imaging polarized skylight compass (PSC) based on mechanical rotating components. The device employs a stepper motor to drive the polarizer, facilitating rapid and uniform rotation in front of the camera lens for efficient polarization imaging. The mechanical rotating components are fabricated using 3-D printing technology, which enhances its engineering application capabilities. To mitigate angle errors arising from the rotating mechanism, we propose an optimal robust measurement method based on Newton–Gauss iterations. The method utilizes the intensity images from four distinct polarization directions in consecutive compass output frames to estimate the rotation angle and skylight polarization information. Even in the presence of notable errors in the detected rotation angle, the calculated values of rotation angle, polarization angle, and polarization degree reliably converge to their actual values. To assess the performance of the compass, measurements of actual skylight polarization patterns were conducted and compared with polarizing camera measurements and the predictions based on single-scattering Rayleigh theory. The results affirm the compass’s high sensitivity to detecting polarized skylight. Shipborne experiments under optimal weather conditions illustrate that the compass attains a root mean square error (RMSE) of 3.0269° while independently orienting the dynamic heading angle, with an output frequency of 2 Hz. In practical applications, the compass proves capable of providing relatively accurate heading angle information, thus contributing to the advancement of mechanical rotating polarized imaging sensors in the field of polarized navigation.
本研究介绍了基于机械旋转组件的创新成像偏振天光罗盘(PSC)的设计与实施。该装置采用步进电机驱动偏振片,有利于在相机镜头前快速均匀地旋转,从而实现高效的偏振成像。机械旋转部件采用 3-D 打印技术制造,从而增强了其工程应用能力。为了减少旋转机构产生的角度误差,我们提出了一种基于牛顿-高斯迭代的最佳稳健测量方法。该方法利用罗盘连续输出帧中四个不同偏振方向的强度图像来估算旋转角度和天窗偏振信息。即使在检测到的旋转角存在明显误差的情况下,旋转角、偏振角和偏振度的计算值仍能可靠地趋近于其实际值。为了评估罗盘的性能,我们对实际的天窗偏振模式进行了测量,并将其与偏振相机的测量结果和基于单散射瑞利理论的预测结果进行了比较。结果证实了罗盘对检测偏振天光的高灵敏度。在最佳天气条件下进行的船载实验表明,罗盘在独立定向动态航向角时的均方根误差(RMSE)为 3.0269°,输出频率为 2 赫兹。在实际应用中,罗盘被证明能够提供相对准确的航向角信息,从而推动了机械旋转偏振成像传感器在偏振导航领域的发展。
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引用次数: 0
Robust Characterization of Terahertz Metasurface Sensor With Ultrahigh Frequency Selectivity and Polarization Sensitivity 具有超高频率选择性和偏振灵敏度的太赫兹元表面传感器的稳健特性分析
IF 4.3 2区 综合性期刊 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-10-07 DOI: 10.1109/JSEN.2024.3470995
Yuan Yuan;Tianyao Zhang;Zhaohui Zhang;Xiaoyan Zhao;Xianhao Wu;Shaowen Zheng;Liang Liang;Can Cao
By enhancing light-matter interaction, terahertz (THz) metasurface can significantly improve the performance of THz spectroscopic sensing. Despite their theoretical promise, a robust and practical characterization method for THz metasurface remains urgently needed. This article presents a novel characterization approach for THz metasurface that is resilient to environmental water vapor, enabling ultrahigh frequency selectivity and polarization sensitivity. The performance of the proposed method is demonstrated using a series of lithography-fabricated split-ring metasurface, theoretically designed to be evenly separated over the 0.6–1.0 THz range. A continuous wave THz frequency-domain spectroscopy system was employed for experimental characterization. Following sophisticated raw photocurrent data processing, ultrahigh frequency resolution (0.05 GHz) spectral characterization was achieved within the frequency range of 0.05 to 1.4 THz. The measured data exhibit linear correlation with the theoretical simulation results, and deviations of the resonance frequencies are less than 0.02 THz. By presenting the characterization results with and without water vapor exhibited in the THz pathway, we demonstrate the robustness of the proposed method in the ambient environment. Furthermore, we incorporated a sample rotating frame into the THz optical path to achieve polarization-sensitive measurements. As the era of 6G integrated sensing and communication approaches, our research significantly advances the practicality of metasurface enhanced THz sensing.
通过增强光与物质的相互作用,太赫兹(THz)元表面可以显著提高太赫兹光谱传感的性能。尽管太赫兹元表面在理论上大有可为,但仍迫切需要一种稳健实用的表征方法。本文介绍了一种新颖的太赫兹元表面表征方法,该方法对环境中的水蒸气具有很强的抵抗力,可实现超高的频率选择性和偏振灵敏度。使用一系列光刻制造的分环元表面演示了所提方法的性能,这些分环元表面在理论上被设计为在 0.6-1.0 THz 范围内均匀分离。实验表征采用了连续波太赫兹频域光谱系统。经过复杂的原始光电流数据处理,在 0.05 至 1.4 太赫兹的频率范围内实现了超高频率分辨率(0.05 GHz)光谱表征。测量数据与理论模拟结果呈线性相关,共振频率偏差小于 0.02 太赫兹。通过展示太赫兹通路中存在和不存在水蒸气时的表征结果,我们证明了所提出的方法在环境中的稳健性。此外,我们还在太赫兹光路中加入了样品旋转框架,以实现偏振敏感测量。随着 6G 集成传感和通信时代的到来,我们的研究极大地推动了元表面增强型太赫兹传感的实用性。
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引用次数: 0
GDO-SLAM: Visual-Based Ground-Aware Decoupling Optimized SLAM for UGV in Outdoor Environments GDO-SLAM:用于室外环境中 UGV 的基于视觉的地面感知解耦优化 SLAM
IF 4.3 2区 综合性期刊 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-10-07 DOI: 10.1109/JSEN.2024.3452114
Chu Wu;Xu Li;Dong Kong;Yue Hu;Peizhou Ni
Due to the homogeneity of the ground in outdoor scenes, i.e., self-similar textures, it is prone to cause inaccurate or even incorrect match of ground features. This mismatch inevitably introduces additional errors when calculating reprojection function, which in turn degrades the accuracy of simultaneous localization and mapping (SLAM). In this article, we propose a ground-aware decoupled optimized SLAM, called GDO-SLAM, which is essentially a pruning semantics-guided SLAM where a custom ground decoupling optimization module is introduced in the tracking and local mapping threads based on ORB-SLAM2. Essentially, the optimization module is a decoupling constraint that adds the weights of vertical observations of ground features and reduces the weights of horizontal observations in the reprojection error function. Specifically, we design a novel ground segmentation network that achieves an optimal balance between accuracy and real-time performance, and verify its ground category IoU of 98.6% on the urban landscape dataset. Extensive experiments on both the public KITTI dataset and our self-collected dataset demonstrate that our proposed ground-aware decoupling optimized SLAM (GDO-SLAM) outperforms the representative baseline ORB-SLAM2 in terms of translation and rotation accuracy by 7.5% and 8.3%, respectively.
由于室外场景中地面的同质性,即自相似纹理,容易造成地面特征匹配不准确甚至错误。在计算重投影函数时,这种不匹配不可避免地会带来额外的误差,进而降低同步定位和映射(SLAM)的精度。在本文中,我们提出了一种地面感知解耦优化 SLAM,称为 GDO-SLAM,它本质上是一种剪枝语义引导的 SLAM,在基于 ORB-SLAM2 的跟踪和本地映射线程中引入了一个定制的地面解耦优化模块。从本质上讲,该优化模块是一个解耦约束,它在重投影误差函数中增加了地面特征垂直观测值的权重,减少了水平观测值的权重。具体来说,我们设计了一种新型地面分割网络,在准确性和实时性之间实现了最佳平衡,并在城市景观数据集上验证了其地面类别 IoU 为 98.6%。在公开的 KITTI 数据集和我们自己收集的数据集上进行的广泛实验表明,我们提出的地面感知解耦优化 SLAM(GDO-SLAM)在平移和旋转精度方面分别比具有代表性的基线 ORB-SLAM2 高出 7.5% 和 8.3%。
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引用次数: 0
Driver Cognitive Architecture Based on EEG Signals: A Review 基于脑电信号的驾驶员认知架构:综述
IF 4.3 2区 综合性期刊 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-10-07 DOI: 10.1109/JSEN.2024.3471699
Peiwen Mi;Lirong Yan;Yu Cheng;Yan Liu;Jun Wang;Muhammad Usman Shoukat;Fuwu Yan;Guofeng Qin;Peng Han;Yikang Zhai
To improve the driving performance of vehicles, it is of great significance to study the changes in the driver’s brain cognition during driving and to establish an intelligent driving computational framework based on the cognitive process. Electroencephalogram (EEG) is an effective means to study driver cognition because of its low cost, high temporal resolution, and different cognitive state information. The application of brain-computer interface (BCI) technology based on EEG signals to driver assistance systems has the potential to transform the way humans interact with vehicles. It can also help intelligent vehicles to understand and predict driver’s behavior and to enhance the cognitive ability of vehicles. This article reviews the research on theorizing and modeling driver cognitive processes based on cognitive architectures (e.g., adaptive control for thoughtful rationality (ACT-R), queuing network (QN), and Soar) and proposes an EEG-based driver cognitive architecture. Then, according to the relationship between the modules of this proposed driver cognitive architecture, the driver’s perception of stationary and hazardous scenarios in the driving environment, the understanding of the driver’s intention to control the longitudinal and lateral movements of the vehicle, and the influence of driver’s working memory as well as human factors, such as fatigue, distraction, and emotion on driving performance based on EEG signals, are reviewed. The integration of EEG signals with cognitive modeling has the potential to improve the accuracy of driver perception, intention, and cognitive state prediction, thereby enhancing vehicle safety.
为了提高车辆的驾驶性能,研究驾驶员在驾驶过程中大脑认知的变化,建立基于认知过程的智能驾驶计算框架具有重要意义。脑电图(EEG)因其低成本、高时间分辨率和不同的认知状态信息而成为研究驾驶员认知的有效手段。将基于脑电信号的脑机接口(BCI)技术应用于驾驶辅助系统,有可能改变人类与车辆的交互方式。它还能帮助智能车辆理解和预测驾驶员的行为,增强车辆的认知能力。本文回顾了基于认知架构的驾驶员认知过程理论化和建模研究(例如,深思熟虑理性的自适应控制(ACT-R)、队列网络(QN)和 Soar),并提出了基于脑电图的驾驶员认知架构。然后,根据所提出的驾驶员认知架构各模块之间的关系,评述了基于脑电信号的驾驶员对驾驶环境中静止和危险场景的感知、对驾驶员控制车辆纵向和横向运动意图的理解、驾驶员工作记忆以及疲劳、分心和情绪等人为因素对驾驶性能的影响。脑电信号与认知建模的整合有望提高驾驶员感知、意图和认知状态预测的准确性,从而提高车辆安全性。
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引用次数: 0
Effective IoT-Based Arduino Design for Automated Bioreactor Control and Sample Collection in Biobutanol Production 基于物联网的 Arduino 有效设计,用于生物丁醇生产中的生物反应器自动控制和样品采集
IF 4.3 2区 综合性期刊 Q1 ENGINEERING, ELECTRICAL & ELECTRONIC Pub Date : 2024-10-07 DOI: 10.1109/JSEN.2024.3469273
Eakkachai Klaithin;Vissavakawn Matimapa-Kay;Wachira Daosud;Yanisa Laoonguthai
A successful automatic control was developed using Arduino and ESP32 microcontrollers to operate a low-cost prototype bioreactor, which resulted in the effective production of biobutanol. The system maintained a temperature of 30.70 °C, an average pH of 6.61, and effectively reduced oxygen levels to 0% v/v within 130 s. The highest cell concentration was $1.26 times 10^{{8}}$ CFU/mL, and GC-FID analysis showed acetone, butanol, and ethanol (ABE) concentrations of 0.3925, 0.05304, and 1.1184 g/L, respectively. In addition, a sample collector was designed to collect samples with a precision of $10 ; pm ; 1$ mL and a time deviation of $2 ; pm ; 13$ s. In terms of the cloud system, NETPIE was used for device management. It can effectively display real-time conditions and control equipment as required. Google Sheets collected 43 200 data points for each parameter for data analysis and observation. Moreover, the Line application was applied for message notification when a sample was collected. The cost of the automated prototype bioreactor was U.S. ${$}$ 1093.61 for a 10-L production volume, and the automated sample was U.S. ${$}$ 210.99 for 24 tubes, with a maximum volume capacity of 15 mL. Therefore, both the automated bioreactor and the sample collector system were effective for control and monitoring, contributing to improve the biobutanol production process.
利用 Arduino 和 ESP32 微控制器成功开发了一种自动控制方法,用于操作低成本的生物反应器原型,从而有效地生产出生物丁醇。最高细胞浓度为 10^{{8}}$ CFU/mL 的 1.26 倍,GC-FID 分析显示丙酮、丁醇和乙醇 (ABE) 的浓度分别为 0.3925、0.05304 和 1.1184 g/L。此外,还设计了一个样品采集器,样品采集精度为 10 ; pm ; 1$ mL,时间偏差为 2 ; pm ; 13$ s。它可以有效显示实时情况,并根据需要控制设备。Google Sheets 收集了每个参数的 43 200 个数据点,用于数据分析和观测。此外,Line 应用程序还可在采集样本时发出消息通知。自动化原型生物反应器的成本为 10 升产量 1093.61 美元,自动化样品的成本为 24 管 210.99 美元,最大容量为 15 毫升。因此,自动生物反应器和样品收集系统都能有效地进行控制和监测,有助于改进生物丁醇的生产过程。
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