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Lee S, Jang BC, Kim M, Lim SH, Ko E, Kim HH, Yoo H. Machine Learning Attacks-Resistant Security by Mixed-Assembled Layers-Inserted Graphene Physically Unclonable Function. ADVANCED SCIENCE (WEINHEIM, BADEN-WURTTEMBERG, GERMANY) 2023; 10:e2302604. [PMID: 37587782 PMCID: PMC10602573 DOI: 10.1002/advs.202302604] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/27/2023] [Revised: 07/09/2023] [Indexed: 08/18/2023]
Abstract
Mixed layers of octadecyltrichlorosilane (ODTS) and 1H,1H,2H,2H-perfluorooctyltriethoxysilane (FOTS) on an active layer of graphene are used to induce a disordered doping state and form a robust defense system against machine-learning attacks (ML attacks). The resulting security key is formed from a 12 × 12 array of currents produced at a low voltage of 100 mV. The uniformity and inter-Hamming distance (HD) of the security key are 50.0 ± 12.3% and 45.5 ± 16.7%, respectively, indicating higher security performance than other graphene-based security keys. Raman spectroscopy confirmed the uniqueness of the 10,000 points, with the degree of shift of the G peak distinguishing the number of carriers. The resulting defense system has a 10.33% ML attack accuracy, while a FOTS-inserted graphene device is easily predictable with a 44.81% ML attack accuracy.
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Affiliation(s)
- Subin Lee
- Department of Electronic Engineering Gachon University1342 Seongnam‐daeroSeongnam13120Republic of Korea
| | - Byung Chul Jang
- School of Electronics EngineeringKyungpook National University80 Daehakro, BukguDaegu41566Republic of Korea
- School of Electronics and Electrical EngineeringKyungpook National University80 Daehakro, BukguDaegu41566Republic of Korea
| | - Minseo Kim
- Department of Electronic Engineering Gachon University1342 Seongnam‐daeroSeongnam13120Republic of Korea
| | - Si Heon Lim
- Department of Energy Engineering Convergence & School of Materials Science and EngineeringKumoh National Institute of Technology61 DaehakroGumi‐siGumi39177Republic of Korea
| | - Eunbee Ko
- Department of Energy Engineering Convergence & School of Materials Science and EngineeringKumoh National Institute of Technology61 DaehakroGumi‐siGumi39177Republic of Korea
| | - Hyun Ho Kim
- Department of Energy Engineering Convergence & School of Materials Science and EngineeringKumoh National Institute of Technology61 DaehakroGumi‐siGumi39177Republic of Korea
| | - Hocheon Yoo
- Department of Electronic Engineering Gachon University1342 Seongnam‐daeroSeongnam13120Republic of Korea
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Wang Z, Lin H, Zhang X, Li J, Chen X, Wang S, Gong W, Yan H, Zhao Q, Lv W, Gong X, Xiao Q, Li F, Ji D, Zhang X, Dong H, Li L, Hu W. Revealing molecular conformation-induced stress at embedded interfaces of organic optoelectronic devices by sum frequency generation spectroscopy. SCIENCE ADVANCES 2021; 7:7/16/eabf8555. [PMID: 33853785 PMCID: PMC8050595 DOI: 10.1126/sciadv.abf8555] [Citation(s) in RCA: 17] [Impact Index Per Article: 5.7] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 11/26/2020] [Accepted: 02/25/2021] [Indexed: 05/28/2023]
Abstract
Interface stresses are pervasive and critical in conventional optoelectronic devices and generally lead to many failures and reliability problems. However, detection of the interface stress embedded in organic optoelectronic devices is a long-standing problem, which causes the unknown relationship between interface stress and organic device stability (one key and unsettled issue for practical applications). In this study, a kind of previously unknown molecular conformation-induced stress is revealed at the organic embedded interface through sum frequency generation (SFG) spectroscopy technique. This stress can be greater than 10 kcal/mol per nm2 and is sufficient to induce molecular disorder in the organic semiconductor layer (with energy below 8 kcal/mol per nm2), finally causing instability of the organic transistor. This study not only reveals interface stress in organic devices but also correlates instability of organic devices with the interface stress for the first time, offering an effective solution for improving device stability.
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Affiliation(s)
- Zhongwu Wang
- Tianjin Key Laboratory of Molecular Optoelectronic Sciences, Department of Chemistry, Institute of Molecular Aggregation Science, Tianjin University, Tianjin 300072, China
| | - Hongzhen Lin
- Suzhou Institute of Nano-Tech and Nano-Bionics, Chinese Academy of Sciences, Suzhou 215123, China
| | - Xi Zhang
- Beijing National Laboratory for Molecular Sciences, Key Laboratory of Organic Solids, Institute of Chemistry, Chinese Academy of Sciences, Beijing 100190, China
| | - Jie Li
- Tianjin Key Laboratory of Molecular Optoelectronic Sciences, Department of Chemistry, Institute of Molecular Aggregation Science, Tianjin University, Tianjin 300072, China
| | - Xiaosong Chen
- Tianjin Key Laboratory of Molecular Optoelectronic Sciences, Department of Chemistry, Institute of Molecular Aggregation Science, Tianjin University, Tianjin 300072, China
| | - Shuguang Wang
- Tianjin Key Laboratory of Molecular Optoelectronic Sciences, Department of Chemistry, Institute of Molecular Aggregation Science, Tianjin University, Tianjin 300072, China
| | - Wenbin Gong
- Suzhou Institute of Nano-Tech and Nano-Bionics, Chinese Academy of Sciences, Suzhou 215123, China
| | - Hui Yan
- School of Pharmaceutical Sciences, Liaocheng University, Liaocheng 252059, China
| | - Qiang Zhao
- College of Science, Civil Aviation University of China, Tianjin 300300, China
| | - Weibang Lv
- Suzhou Institute of Nano-Tech and Nano-Bionics, Chinese Academy of Sciences, Suzhou 215123, China
| | - Xue Gong
- Suzhou Institute of Nano-Tech and Nano-Bionics, Chinese Academy of Sciences, Suzhou 215123, China
| | - Qingbo Xiao
- Suzhou Institute of Nano-Tech and Nano-Bionics, Chinese Academy of Sciences, Suzhou 215123, China
| | - Fujin Li
- Suzhou Institute of Nano-Tech and Nano-Bionics, Chinese Academy of Sciences, Suzhou 215123, China
| | - Deyang Ji
- Tianjin Key Laboratory of Molecular Optoelectronic Sciences, Department of Chemistry, Institute of Molecular Aggregation Science, Tianjin University, Tianjin 300072, China
| | - Xiaotao Zhang
- Tianjin Key Laboratory of Molecular Optoelectronic Sciences, Department of Chemistry, Institute of Molecular Aggregation Science, Tianjin University, Tianjin 300072, China
| | - Huanli Dong
- Beijing National Laboratory for Molecular Sciences, Key Laboratory of Organic Solids, Institute of Chemistry, Chinese Academy of Sciences, Beijing 100190, China
| | - Liqiang Li
- Tianjin Key Laboratory of Molecular Optoelectronic Sciences, Department of Chemistry, Institute of Molecular Aggregation Science, Tianjin University, Tianjin 300072, China.
- Suzhou Institute of Nano-Tech and Nano-Bionics, Chinese Academy of Sciences, Suzhou 215123, China
- Joint School of National University of Singapore and Tianjin University, International Campus of Tianjin University, Fuzhou 350207, China
| | - Wenping Hu
- Tianjin Key Laboratory of Molecular Optoelectronic Sciences, Department of Chemistry, Institute of Molecular Aggregation Science, Tianjin University, Tianjin 300072, China
- Beijing National Laboratory for Molecular Sciences, Key Laboratory of Organic Solids, Institute of Chemistry, Chinese Academy of Sciences, Beijing 100190, China
- Joint School of National University of Singapore and Tianjin University, International Campus of Tianjin University, Fuzhou 350207, China
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Belding L, Root SE, Li Y, Park J, Baghbanzadeh M, Rojas E, Pieters PF, Yoon HJ, Whitesides GM. Conformation, and Charge Tunneling through Molecules in SAMs. J Am Chem Soc 2021; 143:3481-3493. [DOI: 10.1021/jacs.0c12571] [Citation(s) in RCA: 21] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/15/2023]
Affiliation(s)
- Lee Belding
- Department of Chemistry and Chemical Biology, Harvard University 12 Oxford Street, Cambridge, Massachusetts 02138, United States
| | - Samuel E. Root
- Department of Chemistry and Chemical Biology, Harvard University 12 Oxford Street, Cambridge, Massachusetts 02138, United States
| | - Yuan Li
- Department of Chemistry and Chemical Biology, Harvard University 12 Oxford Street, Cambridge, Massachusetts 02138, United States
| | - Junwoo Park
- Department of Chemistry and Chemical Biology, Harvard University 12 Oxford Street, Cambridge, Massachusetts 02138, United States
| | - Mostafa Baghbanzadeh
- Department of Chemistry and Chemical Biology, Harvard University 12 Oxford Street, Cambridge, Massachusetts 02138, United States
| | - Edwin Rojas
- Department of Chemistry and Chemical Biology, Harvard University 12 Oxford Street, Cambridge, Massachusetts 02138, United States
| | - Priscilla F. Pieters
- Department of Chemistry and Chemical Biology, Harvard University 12 Oxford Street, Cambridge, Massachusetts 02138, United States
| | - Hyo Jae Yoon
- Department of Chemistry, Korea University, Seoul 02841, Korea
| | - George M. Whitesides
- Department of Chemistry and Chemical Biology, Harvard University 12 Oxford Street, Cambridge, Massachusetts 02138, United States
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Aghamohammadi M, Rödel R, Zschieschang U, Ocal C, Boschker H, Weitz RT, Barrena E, Klauk H. Threshold-Voltage Shifts in Organic Transistors Due to Self-Assembled Monolayers at the Dielectric: Evidence for Electronic Coupling and Dipolar Effects. ACS APPLIED MATERIALS & INTERFACES 2015; 7:22775-85. [PMID: 26415103 DOI: 10.1021/acsami.5b02747] [Citation(s) in RCA: 22] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/19/2023]
Abstract
The mechanisms behind the threshold-voltage shift in organic transistors due to functionalizing of the gate dielectric with self-assembled monolayers (SAMs) are still under debate. We address the mechanisms by which SAMs determine the threshold voltage, by analyzing whether the threshold voltage depends on the gate-dielectric capacitance. We have investigated transistors based on five oxide thicknesses and two SAMs with rather diverse chemical properties, using the benchmark organic semiconductor dinaphtho[2,3-b:2',3'-f]thieno[3,2-b]thiophene. Unlike several previous studies, we have found that the dependence of the threshold voltage on the gate-dielectric capacitance is completely different for the two SAMs. In transistors with an alkyl SAM, the threshold voltage does not depend on the gate-dielectric capacitance and is determined mainly by the dipolar character of the SAM, whereas in transistors with a fluoroalkyl SAM the threshold voltages exhibit a linear dependence on the inverse of the gate-dielectric capacitance. Kelvin probe force microscopy measurements indicate this behavior is attributed to an electronic coupling between the fluoroalkyl SAM and the organic semiconductor.
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Affiliation(s)
- Mahdieh Aghamohammadi
- Max Planck Institute for Solid State Research , Heisenbergstr.1, 70569, Stuttgart, Germany
| | - Reinhold Rödel
- Max Planck Institute for Solid State Research , Heisenbergstr.1, 70569, Stuttgart, Germany
| | - Ute Zschieschang
- Max Planck Institute for Solid State Research , Heisenbergstr.1, 70569, Stuttgart, Germany
| | - Carmen Ocal
- Instituto de Ciencia de Materiales de Barcelona (ICMAB-CSIC) , Campus de la UAB, 08193 Bellaterra, Spain
| | - Hans Boschker
- Max Planck Institute for Solid State Research , Heisenbergstr.1, 70569, Stuttgart, Germany
| | - R Thomas Weitz
- BASF SE , GVE/T - J542s, 67056 Ludwigshafen, Germany
- Innovation Lab GmbH , Speyerer Str. 4, 69115 Heidelberg, Germany
| | - Esther Barrena
- Instituto de Ciencia de Materiales de Barcelona (ICMAB-CSIC) , Campus de la UAB, 08193 Bellaterra, Spain
| | - Hagen Klauk
- Max Planck Institute for Solid State Research , Heisenbergstr.1, 70569, Stuttgart, Germany
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Huang W, Besar K, Zhang Y, Yang S, Wiedman G, Liu Y, Guo W, Song J, Hemker K, Hristova K, Kymissis IJ, Katz HE. A High-Capacitance Salt-Free Dielectric for Self-Healable, Printable, and Flexible Organic Field Effect Transistors and Chemical Sensor. ADVANCED FUNCTIONAL MATERIALS 2015; 25:3745-3755. [PMID: 29238288 PMCID: PMC5724795 DOI: 10.1002/adfm.201404228] [Citation(s) in RCA: 35] [Impact Index Per Article: 3.9] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/20/2023]
Abstract
Printable and flexible electronics attract sustained attention for their low cost, easy scale up, and potential application in wearable and implantable sensors. However, they are susceptible to scratching, rupture, or other damage from bending or stretching due to their "soft" nature compared to their rigid counterparts (Si-based electronics), leading to loss of functionality. Self-healing capability is highly desirable for these "soft" electronic devices. Here, a versatile self-healing polymer blend dielectric is developed with no added salts and it is integrated into organic field transistors (OFETs) as a gate insulator material. This polymer blend exhibits an unusually high thin film capacitance (1400 nF cm -2 at 120 nm thickness and 20-100 Hz). Furthermore, it shows pronounced electrical and mechanical self-healing behavior, can serve as the gate dielectric for organic semiconductors, and can even induce healing of the conductivity of a layer coated above it together with the process of healing itself. Based on these attractive properties, we developed a self-healable, low-voltage operable, printed, and flexible OFET for the first time, showing promise for vapor sensing as well as conventional OFET applications.
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Affiliation(s)
- Weiguo Huang
- Department of Materials Science and Engineering The Johns Hopkins University 3400 North Charles Street, Baltimore, MD 21218, USA
| | - Kalpana Besar
- Department of Materials Science and Engineering The Johns Hopkins University 3400 North Charles Street, Baltimore, MD 21218, USA
| | - Yong Zhang
- Department of Mechanical Engineering, The Johns Hopkins University 3400 North Charles Street, Baltimore, MD 21218, USA
| | - Shyuan Yang
- Department of Electrical Engineering, Columbia University SEAS New York, NY 10027, USA
| | - Gregory Wiedman
- Department of Materials Science and Engineering The Johns Hopkins University 3400 North Charles Street, Baltimore, MD 21218, USA
| | - Yu Liu
- Department of Materials Science and Engineering The Johns Hopkins University 3400 North Charles Street, Baltimore, MD 21218, USA
| | - Wenmin Guo
- Department of Materials Science and Engineering The Johns Hopkins University 3400 North Charles Street, Baltimore, MD 21218, USA
| | - Jian Song
- Department of Materials Science and Engineering The Johns Hopkins University 3400 North Charles Street, Baltimore, MD 21218, USA, Key Laboratory on Integrated Optoelectronics College of Electronic Science and Engineering, Jilin University, 2699 Qianjin Street, Changchun 130012, P. R. China
| | - Kevin Hemker
- Department of Materials Science and Engineering The Johns Hopkins University 3400 North Charles Street, Baltimore, MD 21218, USA, of Mechanical Engineering, The Johns Hopkins University 3400 North Charles Street, Baltimore, MD 21218, USA
| | - Kalina Hristova
- Department of Materials Science and Engineering The Johns Hopkins University 3400 North Charles Street, Baltimore, MD 21218, USA
| | - Ionnis J Kymissis
- Department of Electrical Engineering, Columbia University SEAS New York, NY 10027, USA
| | - Howard E Katz
- Department of Materials Science and Engineering The Johns Hopkins University 3400 North Charles Street, Baltimore, MD 21218, USA, of Chemistry, The Johns Hopkins University 3400 North Charles Street, Baltimore, MD 21218, USA
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Mityashin A, Roscioni OM, Muccioli L, Zannoni C, Geskin V, Cornil J, Janssen D, Steudel S, Genoe J, Heremans P. Multiscale modeling of the electrostatic impact of self-assembled monolayers used as gate dielectric treatment in organic thin-film transistors. ACS APPLIED MATERIALS & INTERFACES 2014; 6:15372-8. [PMID: 25119143 DOI: 10.1021/am503873f] [Citation(s) in RCA: 7] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 05/19/2023]
Abstract
This study sheds light on the microscopic mechanisms by which self-assembled monolayers (SAMs) determine the onset voltage in organic thin-film transistors (OTFTs). Experiments and modeling are combined to investigate the self-assembly and electrostatic interaction processes in prototypical OTFT structures (SiO2/SAM/pentacene), where alkylated and fluoroalkylated silane SAMs are compared. The results highlight the coverage-dependent impact of the SAM on the density of semiconductor states and enable the rationalization and the control of the OTFT characteristics.
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7
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Martínez Hardigree JF, Katz HE. Through thick and thin: tuning the threshold voltage in organic field-effect transistors. Acc Chem Res 2014; 47:1369-77. [PMID: 24684566 DOI: 10.1021/ar5000049] [Citation(s) in RCA: 51] [Impact Index Per Article: 5.1] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
Abstract
Organic semiconductors (OSCs) constitute a class of organic materials containing densely packed, overlapping conjugated molecular moieties that enable charge carrier transport. Their unique optical, electrical, and magnetic properties have been investigated for use in next-generation electronic devices, from roll-up displays and radiofrequency identification (RFID) to biological sensors. The organic field-effect transistor (OFET) is the key active element for many of these applications, but the high values, poor definition, and long-term instability of the threshold voltage (V(T)) in OFETs remain barriers to realization of their full potential because the power and control circuitry necessary to compensate for overvoltages and drifting set points decrease OFET practicality. The drifting phenomenon has been widely observed and generally termed "bias stress." Research on the mechanisms responsible for this poor V(T) control has revealed a strong dependence on the physical order and chemical makeup of the interfaces between OSCs and adjacent materials in the OFET architecture. In this Account, we review the state of the art for tuning OFET performance via chemical designs and physical processes that manipulate V(T). This parameter gets to the heart of OFET operation, as it determines the voltage regimes where OFETs are either ON or OFF, the basis for the logical function of the devices. One obvious way to decrease the magnitude and variability of V(T) is to work with thinner and higher permittivity gate dielectrics. From the perspective of interfacial engineering, we evaluate various methods that we and others have developed, from electrostatic poling of gate dielectrics to molecular design of substituted alkyl chains. Corona charging of dielectric surfaces, a method for charging the surface of an insulating material using a constant high-voltage field, is a brute force means of shifting the effective gate voltage applied to a gate dielectric. A gentler and more direct method is to apply surface voltage to dielectric interfaces by direct contact or postprocess biasing; these methods could also be adapted for high throughput printing sequences. Dielectric hydrophobicity is an important chemical property determining the stability of the surface charges. Functional organic monolayers applied to dielectrics, using the surface attachment chemistry made available from "self-assembled" monolayer chemistry, provide local electric fields without any biasing process at all. To the extent that the monolayer molecules can be printed, these are also suitable for high throughput processes. Finally, we briefly consider V(T) control in the context of device integration and reliability, such as the role of contact resistance in affecting this parameter.
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Affiliation(s)
- Josué F. Martínez Hardigree
- Department of Materials Science
and Engineering, Johns Hopkins University, Baltimore, Maryland 21218, United States
| | - Howard E. Katz
- Department of Materials Science
and Engineering, Johns Hopkins University, Baltimore, Maryland 21218, United States
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