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Lee S, Kwon J, Park D. Optimized Replication of ADC-Based Particle Counting Algorithm with Reconfigurable Multi-Variables in Pseudo-Supervised Digital Twining of Reference Dust Sensor Systems. SENSORS (BASEL, SWITZERLAND) 2023; 23:5557. [PMID: 37420723 DOI: 10.3390/s23125557] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 05/08/2023] [Revised: 06/11/2023] [Accepted: 06/12/2023] [Indexed: 07/09/2023]
Abstract
As the application fields for digital twins have expanded, various studies have been conducted with the objective of optimizing the costs. Among these studies, research on low-power and low-performance embedded devices has been implemented at a low cost by replicating the performance of existing devices. In this study, we attempt to obtain similar particle count results in a single-sensing device replicated from the particle count results in a multi-sensing device without knowledge of the particle count acquisition algorithm of the multi-sensing device. Through filtering, we suppressed the noise and baseline movements of the raw data of the device. In addition, in the process of determining the multi-threshold for obtaining the particle counts, the existing complex particle count determination algorithm was simplified to make it possible to utilize the look-up table. The proposed simplified particle count calculation algorithm reduced the optimal multi-threshold search time by 87% on average and the root mean square error by 58.5% compared to existing method. In addition, it was confirmed that the distribution of particle count from optimal multi-thresholds has a similar shape to that from multi-sensing devices.
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Affiliation(s)
- Seungmin Lee
- School of Electronic and Electrical Engineering, Kyungpook National University, Daegu 41566, Republic of Korea
| | - Jisu Kwon
- School of Electronic and Electrical Engineering, Kyungpook National University, Daegu 41566, Republic of Korea
| | - Daejin Park
- School of Electronic and Electrical Engineering, Kyungpook National University, Daegu 41566, Republic of Korea
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2
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Azizi S, Madinei H, Khodaparast HH, Faroughi S, Friswell MI. On the nonlinear dynamics of a piezoresistive based mass switch based on catastrophic bifurcation. INTERNATIONAL JOURNAL OF MECHANICS AND MATERIALS IN DESIGN 2023; 19:1-15. [PMID: 36818752 PMCID: PMC9925932 DOI: 10.1007/s10999-023-09650-z] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 10/01/2022] [Accepted: 01/23/2023] [Indexed: 06/18/2023]
Abstract
This research investigates the feasibility of mass sensing in piezoresistive MEMS devices based on catastrophic bifurcation and sensitivity enhancement due to the orientation adjustment of the device with respect to the crystallographic orientation of the silicon wafer. The model studied is a cantilever microbeam at the end of which an electrostatically actuated tip mass is attached. The piezoresistive layers are bonded to the vicinity of the clamped end of the cantilever and the device is set to operate in the resonance regime by means of harmonic electrostatic excitation. The nonlinearities due to curvature, shortening and electrostatic excitation have been considered in the modelling process. It is shown that once the mass is deposited on the tip mass, the system undergoes a cyclic fold bifurcation in the frequency domain, which yields a sudden jump in the output voltage of the piezoresistive layers; this bifurcation is attributed to the nonlinearities governing the dynamics of the response. The partial differential equations of the motion are derived and discretized to give a finite degree of freedom model based on the Galerkin method, and the limit cycles are captured in the frequency domain by using the shooting method. The effect of the orientation of the device with respect to the crystallographic coordinates of the silicon and the effect of the orientation of the piezoresistive layers with respect to the microbeam length on the sensitivity of the device is also investigated. Thanks to the nonlinearity and the orientation adjustment of the device and piezoresistive layers, a twofold sensitivity enhancement due to the added mass was achieved. This achievement is due to the combined amplification of the sensitivity in the vicinity of the bifurcation point, which is attributed to the nonlinearity and maximizing the sensitivity by orientation adjustment of the anisotropic piezoresistive coefficients.
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Affiliation(s)
- Saber Azizi
- Urmia University of Technology, Urmia, Iran
- Swansea University, Swansea, UK
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Feng T, Yuan Q, Yu D, Wu B, Wang H. Concepts and Key Technologies of Microelectromechanical Systems Resonators. MICROMACHINES 2022; 13:mi13122195. [PMID: 36557494 PMCID: PMC9783679 DOI: 10.3390/mi13122195] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/09/2022] [Revised: 12/01/2022] [Accepted: 12/08/2022] [Indexed: 05/14/2023]
Abstract
In this paper, the basic concepts of the equivalent model, vibration modes, and conduction mechanisms of MEMS resonators are described. By reviewing the existing representative results, the performance parameters and key technologies, such as quality factor, frequency accuracy, and temperature stability of MEMS resonators, are summarized. Finally, the development status, existing challenges and future trend of MEMS resonators are summarized. As a typical research field of vibration engineering, MEMS resonators have shown great potential to replace quartz resonators in timing, frequency, and resonant sensor applications. However, because of the limitations of practical applications, there are still many aspects of the MEMS resonators that could be improved. This paper aims to provide scientific and technical support for the improvement of MEMS resonators in timing, frequency, and resonant sensor applications.
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Affiliation(s)
- Tianren Feng
- College of Information Science and Technology, Beijing University of Chemical Technology, Beijing 100029, China
| | - Quan Yuan
- College of Information Science and Technology, Beijing University of Chemical Technology, Beijing 100029, China
- Correspondence: (Q.Y.); (D.Y.)
| | - Duli Yu
- College of Information Science and Technology, Beijing University of Chemical Technology, Beijing 100029, China
- Correspondence: (Q.Y.); (D.Y.)
| | - Bo Wu
- Guangdong Institute of Semiconductor Micro-Nano Manufacturing Technology, Foshan 528000, China
| | - Hui Wang
- Guangdong Institute of Semiconductor Micro-Nano Manufacturing Technology, Foshan 528000, China
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Botta F, Rossi A, Belfiore NP. A Cantilever-Based Piezoelectric MEMS for Arbitrary XY Path Generation. MICROMACHINES 2022; 13:1514. [PMID: 36144137 PMCID: PMC9506270 DOI: 10.3390/mi13091514] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 07/21/2022] [Revised: 08/28/2022] [Accepted: 09/07/2022] [Indexed: 06/16/2023]
Abstract
This work pertains to the design of a cantilever-based piezoelectric MEMS device that is capable of generating arbitrary paths of its tip. The conceived device consists of a pair of rigidly coupled piezoelectric bimorph cantilevers, and a theoretical model is developed for the analytical evaluation of the proper voltage distribution to be supplied to the inner and outer electrodes of each piezoelectric actuator, in order to drive the tip along any desired trajectory. Such a device could be appealing in some microsurgical operations, i.e., the unclogging of arteries, endoluminal treatment of obstructive lesions, but also as a 2D micropositioning stage, etc. Theoretical predictions of voltage versus time that allow several pathways such as circles, ellipses, spirals, etc., to be accomplished have been verified with multiphysics FEM simulations and the numerical outcomes seem to corroborate the proposed model.
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Chellasivalingam M, Zielinski AT, Whitney TS, Boies AM, Seshia AA. Towards Portable MEMS Oscillators for Sensing Nanoparticles. SENSORS (BASEL, SWITZERLAND) 2022; 22:5485. [PMID: 35897988 PMCID: PMC9330167 DOI: 10.3390/s22155485] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Received: 06/22/2022] [Revised: 07/15/2022] [Accepted: 07/18/2022] [Indexed: 06/15/2023]
Abstract
This paper reports on the design, and implementation of piezoelectric-on-silicon MEMS resonators installed within a portable experimental setup for sensing nanoparticles in a laboratory environment. MEMS oscillators with a center frequency of approximately 5.999 MHz are employed for sensing 50 nm size-selected silver nanoparticles generated in the laboratory. The same experimental setup is then assembled to sense indoor particles that are present in the laboratory environment. The challenges associated with particle deposition as a result of assembling the portable experimental setup is highlighted. Furthermore, the MEMS oscillators demonstrate that the total mass of silver nanoparticles deposited onto the MEMS resonator surface using the inertial impaction technique-based experimental setup is approximately 7.993 nanograms. The total indoor particle mass accumulated on the MEMS resonator surface is estimated to be approximately 1.732 nanograms and 26.9 picograms for two different runs. The frequency resolution of the MEMS oscillator is estimated to be approximately 32 ppb and, consequently, the minimum detectable particle mass is approximately 60 femtograms for a 9.2 s integration time.
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Affiliation(s)
- Malar Chellasivalingam
- Department of Engineering, University of Cambridge, Cambridge CB2 1PZ, UK; (T.S.W.); (A.M.B.)
- The Nanoscience Centre, University of Cambridge, Cambridge CB3 0FF, UK
| | - Arthur T. Zielinski
- Department of Chemistry, University of Cambridge, Cambridge CB2 1EW, UK;
- Centre for Atmospheric Science, University of Cambridge, Cambridge CB2 1EZ, UK
| | - Thomas S. Whitney
- Department of Engineering, University of Cambridge, Cambridge CB2 1PZ, UK; (T.S.W.); (A.M.B.)
| | - Adam M. Boies
- Department of Engineering, University of Cambridge, Cambridge CB2 1PZ, UK; (T.S.W.); (A.M.B.)
| | - Ashwin A. Seshia
- Department of Engineering, University of Cambridge, Cambridge CB2 1PZ, UK; (T.S.W.); (A.M.B.)
- The Nanoscience Centre, University of Cambridge, Cambridge CB3 0FF, UK
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Wang L, Wang C, Wang Y, Quan A, Keshavarz M, Madeira BP, Zhang H, Wang C, Kraft M. A Review on Coupled Bulk Acoustic Wave MEMS Resonators. SENSORS (BASEL, SWITZERLAND) 2022; 22:3857. [PMID: 35632263 PMCID: PMC9144905 DOI: 10.3390/s22103857] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/21/2022] [Revised: 05/11/2022] [Accepted: 05/17/2022] [Indexed: 05/14/2023]
Abstract
With the introduction of the working principle of coupled resonators, the coupled bulk acoustic wave (BAW) Micro-Electro-Mechanical System (MEMS) resonators have been attracting much attention. In this paper, coupled BAW MEMS resonators are discussed, including the coupling theory, the actuation and sensing theory, the transduction mechanism, and the applications. BAW MEMS resonators normally exhibit two types of vibration modes: lateral (in-plane) modes and flexural (out-of-plane) modes. Compared to flexural modes, lateral modes exhibit a higher stiffness with a higher operating frequency, resulting in a lower internal loss. Also, the lateral mode has a higher Q factor, as the fluid damping imposes less influence on the in-plane motion. The coupled BAW MEMS resonators in these two vibration modes are investigated in this work and their applications for sensing, timing, and frequency reference are also presented.
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Affiliation(s)
- Linlin Wang
- Micro- and Nanosystems—MNS, Department of Electrical Engineering ESAT, KU Leuven, B-3001 Leuven, Belgium; (L.W.); (A.Q.); (M.K.); (B.P.M.); (H.Z.); (C.W.); (M.K.)
| | - Chen Wang
- Micro- and Nanosystems—MNS, Department of Electrical Engineering ESAT, KU Leuven, B-3001 Leuven, Belgium; (L.W.); (A.Q.); (M.K.); (B.P.M.); (H.Z.); (C.W.); (M.K.)
| | - Yuan Wang
- Department of Electrical and Electronic Engineering, Huazhong University of Science and Technology, Wuhan 430074, China
| | - Aojie Quan
- Micro- and Nanosystems—MNS, Department of Electrical Engineering ESAT, KU Leuven, B-3001 Leuven, Belgium; (L.W.); (A.Q.); (M.K.); (B.P.M.); (H.Z.); (C.W.); (M.K.)
| | - Masoumeh Keshavarz
- Micro- and Nanosystems—MNS, Department of Electrical Engineering ESAT, KU Leuven, B-3001 Leuven, Belgium; (L.W.); (A.Q.); (M.K.); (B.P.M.); (H.Z.); (C.W.); (M.K.)
| | - Bernardo Pereira Madeira
- Micro- and Nanosystems—MNS, Department of Electrical Engineering ESAT, KU Leuven, B-3001 Leuven, Belgium; (L.W.); (A.Q.); (M.K.); (B.P.M.); (H.Z.); (C.W.); (M.K.)
| | - Hemin Zhang
- Micro- and Nanosystems—MNS, Department of Electrical Engineering ESAT, KU Leuven, B-3001 Leuven, Belgium; (L.W.); (A.Q.); (M.K.); (B.P.M.); (H.Z.); (C.W.); (M.K.)
| | - Chenxi Wang
- Micro- and Nanosystems—MNS, Department of Electrical Engineering ESAT, KU Leuven, B-3001 Leuven, Belgium; (L.W.); (A.Q.); (M.K.); (B.P.M.); (H.Z.); (C.W.); (M.K.)
| | - Michael Kraft
- Micro- and Nanosystems—MNS, Department of Electrical Engineering ESAT, KU Leuven, B-3001 Leuven, Belgium; (L.W.); (A.Q.); (M.K.); (B.P.M.); (H.Z.); (C.W.); (M.K.)
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Jang IR, Jung SI, Lee G, Park I, Kim SB, Kim HJ. Quartz crystal microbalance with thermally-controlled surface adhesion for an efficient fine dust collection and sensing. JOURNAL OF HAZARDOUS MATERIALS 2022; 424:127560. [PMID: 34879536 DOI: 10.1016/j.jhazmat.2021.127560] [Citation(s) in RCA: 4] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Subscribe] [Scholar Register] [Received: 09/02/2021] [Revised: 10/14/2021] [Accepted: 10/18/2021] [Indexed: 06/13/2023]
Abstract
The mass concentration of fine dust or particles acts as a standard measure to express the severity of air pollution. In connection with this, many related sensor technologies have been suggested for both indoor and outdoor uses. Among several technologies, the direct measurement of the dust mass using resonant platforms is the most preferable as it possesses multiple advantages including high sensitivity, low limit of detection, and a rapid response time. Such sensor performances directly rely on the adhesion quality between the sensor substrate and dust. In this work, we introduce a thermally controlled dust capturing scheme by integrating a polystyrene (PS) layer and microheater on quartz crystal microbalance (QCM). The Pt microheater can rapidly heat the sensor up to 100 °C, allowing a controlled switching between the soft and hard conditions of the PS film at a rapid rate. When the film is soft, the sensor can capture dust particle efficiently and we can calibrate the attached particle mass by measuring the resonance response. Compared to a bare QCM, our sensor used in this study exhibits 11 times larger detectable mass range. In addition, heated QCMs show a performance that is comparable to a high-cost particle sensing equipment such as an aerodynamic particle sizer and optical particle counter.
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Affiliation(s)
- Il Ryu Jang
- Department of Robotics Engineering, Daegu Gyeongbuk Institute of Science and Technology (DGIST), Daegu 41988, Republic of Korea.
| | - Soon In Jung
- Department of Robotics Engineering, Daegu Gyeongbuk Institute of Science and Technology (DGIST), Daegu 41988, Republic of Korea.
| | - Gunhee Lee
- Department of Environmental Machinery, Environmental System Research Division, Korea Institute of Machinery and Materials (KIMM), Daejeon 34103, Republic of Korea.
| | - Inyong Park
- Department of Environmental Machinery, Environmental System Research Division, Korea Institute of Machinery and Materials (KIMM), Daejeon 34103, Republic of Korea.
| | - Sang Bok Kim
- Department of Environmental Machinery, Environmental System Research Division, Korea Institute of Machinery and Materials (KIMM), Daejeon 34103, Republic of Korea.
| | - Hoe Joon Kim
- Department of Robotics Engineering, Daegu Gyeongbuk Institute of Science and Technology (DGIST), Daegu 41988, Republic of Korea.
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Bertke M, Kirsch I, Uhde E, Peiner E. Ultrafine Aerosol Particle Sizer Based on Piezoresistive Microcantilever Resonators with Integrated Air-Flow Channel. SENSORS (BASEL, SWITZERLAND) 2021; 21:3731. [PMID: 34072041 PMCID: PMC8199094 DOI: 10.3390/s21113731] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Subscribe] [Scholar Register] [Received: 05/12/2021] [Revised: 05/21/2021] [Accepted: 05/24/2021] [Indexed: 01/11/2023]
Abstract
To monitor airborne nano-sized particles (NPs), a single-chip differential mobility particle sizer (DMPS) based on resonant micro cantilevers in defined micro-fluidic channels (µFCs) is introduced. A size bin of the positive-charged fraction of particles herein is separated from the air stream by aligning their trajectories onto the cantilever under the action of a perpendicular electrostatic field of variable strength. We use previously described µFCs and piezoresistive micro cantilevers (PMCs) of 16 ng mass fabricated using micro electro mechanical system (MEMS) technology, which offer a limit of detection of captured particle mass of 0.26 pg and a minimum detectable particulate mass concentration in air of 0.75 µg/m3. Mobility sizing in 4 bins of a nebulized carbon aerosol NPs is demonstrated based on finite element modelling (FEM) combined with a-priori knowledge of particle charge state. Good agreement of better than 14% of mass concentration is observed in a chamber test for the novel MEMS-DMPS vs. a simultaneously operated standard fast mobility particle sizer (FMPS) as reference instrument. Refreshing of polluted cantilevers is feasible without de-mounting the sensor chip from its package by multiply purging them alternately in acetone steam and clean air.
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Affiliation(s)
- Maik Bertke
- Institute for Semiconductor Technology and Laboratory for Emerging Nanometrology (LENA), Technische Universität Braunschweig, Hans-Sommer-Str. 66/Langer Kamp 6a, 38106 Braunschweig, Germany;
| | - Ina Kirsch
- Fraunhofer Wilhelm-Klauditz-Institut (WKI), Bienroder Weg 54E, 38106 Braunschweig, Germany; (I.K.); (E.U.)
| | - Erik Uhde
- Fraunhofer Wilhelm-Klauditz-Institut (WKI), Bienroder Weg 54E, 38106 Braunschweig, Germany; (I.K.); (E.U.)
| | - Erwin Peiner
- Institute for Semiconductor Technology and Laboratory for Emerging Nanometrology (LENA), Technische Universität Braunschweig, Hans-Sommer-Str. 66/Langer Kamp 6a, 38106 Braunschweig, Germany;
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