1
|
Hadke S, Kang MA, Sangwan VK, Hersam MC. Two-Dimensional Materials for Brain-Inspired Computing Hardware. Chem Rev 2025; 125:835-932. [PMID: 39745782 DOI: 10.1021/acs.chemrev.4c00631] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/23/2025]
Abstract
Recent breakthroughs in brain-inspired computing promise to address a wide range of problems from security to healthcare. However, the current strategy of implementing artificial intelligence algorithms using conventional silicon hardware is leading to unsustainable energy consumption. Neuromorphic hardware based on electronic devices mimicking biological systems is emerging as a low-energy alternative, although further progress requires materials that can mimic biological function while maintaining scalability and speed. As a result of their diverse unique properties, atomically thin two-dimensional (2D) materials are promising building blocks for next-generation electronics including nonvolatile memory, in-memory and neuromorphic computing, and flexible edge-computing systems. Furthermore, 2D materials achieve biorealistic synaptic and neuronal responses that extend beyond conventional logic and memory systems. Here, we provide a comprehensive review of the growth, fabrication, and integration of 2D materials and van der Waals heterojunctions for neuromorphic electronic and optoelectronic devices, circuits, and systems. For each case, the relationship between physical properties and device responses is emphasized followed by a critical comparison of technologies for different applications. We conclude with a forward-looking perspective on the key remaining challenges and opportunities for neuromorphic applications that leverage the fundamental properties of 2D materials and heterojunctions.
Collapse
Affiliation(s)
- Shreyash Hadke
- Department of Materials Science and Engineering, Northwestern University, Evanston, Illinois 60208, United States
| | - Min-A Kang
- Department of Materials Science and Engineering, Northwestern University, Evanston, Illinois 60208, United States
| | - Vinod K Sangwan
- Department of Materials Science and Engineering, Northwestern University, Evanston, Illinois 60208, United States
| | - Mark C Hersam
- Department of Materials Science and Engineering, Northwestern University, Evanston, Illinois 60208, United States
- Department of Chemistry, Northwestern University, Evanston, Illinois 60208, United States
- Department of Electrical Engineering and Computer Science, Northwestern University, Evanston, Illinois 60208, United States
| |
Collapse
|
2
|
Ding G, Li H, Zhao J, Zhou K, Zhai Y, Lv Z, Zhang M, Yan Y, Han ST, Zhou Y. Nanomaterials for Flexible Neuromorphics. Chem Rev 2024; 124:12738-12843. [PMID: 39499851 DOI: 10.1021/acs.chemrev.4c00369] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/07/2024]
Abstract
The quest to imbue machines with intelligence akin to that of humans, through the development of adaptable neuromorphic devices and the creation of artificial neural systems, has long stood as a pivotal goal in both scientific inquiry and industrial advancement. Recent advancements in flexible neuromorphic electronics primarily rely on nanomaterials and polymers owing to their inherent uniformity, superior mechanical and electrical capabilities, and versatile functionalities. However, this field is still in its nascent stage, necessitating continuous efforts in materials innovation and device/system design. Therefore, it is imperative to conduct an extensive and comprehensive analysis to summarize current progress. This review highlights the advancements and applications of flexible neuromorphics, involving inorganic nanomaterials (zero-/one-/two-dimensional, and heterostructure), carbon-based nanomaterials such as carbon nanotubes (CNTs) and graphene, and polymers. Additionally, a comprehensive comparison and summary of the structural compositions, design strategies, key performance, and significant applications of these devices are provided. Furthermore, the challenges and future directions pertaining to materials/devices/systems associated with flexible neuromorphics are also addressed. The aim of this review is to shed light on the rapidly growing field of flexible neuromorphics, attract experts from diverse disciplines (e.g., electronics, materials science, neurobiology), and foster further innovation for its accelerated development.
Collapse
Affiliation(s)
- Guanglong Ding
- State Key Laboratory of Radio Frequency Heterogeneous Integration, Shenzhen University, Shenzhen 518060, PR China
- College of Electronics and Information Engineering, Shenzhen University, Shenzhen 518060, PR China
| | - Hang Li
- Institute for Advanced Study, Shenzhen University, Shenzhen 518060, PR China
| | - JiYu Zhao
- Institute for Advanced Study, Shenzhen University, Shenzhen 518060, PR China
- State Key Laboratory of Fine Chemicals, Frontiers Science Center for Smart Materials, Dalian University of Technology, Dalian 116024, China
| | - Kui Zhou
- Institute for Advanced Study, Shenzhen University, Shenzhen 518060, PR China
- The Construction Quality Supervision and Inspection Station of Zhuhai, Zhuhai 519000, PR China
| | - Yongbiao Zhai
- College of Electronics and Information Engineering, Shenzhen University, Shenzhen 518060, PR China
| | - Ziyu Lv
- College of Electronics and Information Engineering, Shenzhen University, Shenzhen 518060, PR China
| | - Meng Zhang
- State Key Laboratory of Radio Frequency Heterogeneous Integration, Shenzhen University, Shenzhen 518060, PR China
- College of Electronics and Information Engineering, Shenzhen University, Shenzhen 518060, PR China
| | - Yan Yan
- State Key Laboratory of Radio Frequency Heterogeneous Integration, Shenzhen University, Shenzhen 518060, PR China
- College of Electronics and Information Engineering, Shenzhen University, Shenzhen 518060, PR China
| | - Su-Ting Han
- Department of Applied Biology and Chemical Technology, The Hong Kong Polytechnic University, Hung Hom 999077, Hong Kong SAR PR China
| | - Ye Zhou
- State Key Laboratory of Radio Frequency Heterogeneous Integration, Shenzhen University, Shenzhen 518060, PR China
- Institute for Advanced Study, Shenzhen University, Shenzhen 518060, PR China
| |
Collapse
|
3
|
Synnatschke K, Müller A, Gabbett C, Mohn MJ, Kelly AG, Mosina K, Wu B, Caffrey E, Cassidy O, Backes C, Sofer Z, Kaiser U, Coleman JN. Inert Liquid Exfoliation and Langmuir-Type Thin Film Deposition of Semimetallic Metal Diborides. ACS NANO 2024; 18:28596-28608. [PMID: 39382209 PMCID: PMC11503910 DOI: 10.1021/acsnano.4c04626] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 04/08/2024] [Revised: 09/17/2024] [Accepted: 09/20/2024] [Indexed: 10/10/2024]
Abstract
Graphite is one of only a few layered materials that can be exfoliated into nanosheets with semimetallic properties, which limits the applications of nanosheet-based electrodes to material combinations compatible with the work function of graphene. It is therefore important to identify additional metallic or semimetallic two-dimensional (2D) nanomaterials that can be processed in solution for scalable fabrication of printed electronic devices. Metal diborides represent a family of layered non-van der Waals crystals with semimetallic properties for all nanosheet thicknesses. While previous reports show that the exfoliated nanomaterial is prone to oxidation, we demonstrate a readily accessible inert exfoliation process to produce quasi-2D nanoplatelets with intrinsic material properties. For this purpose, we demonstrate the exfoliation of three representative metal diborides (MgB2, CrB2, and ZrB2) under inert conditions. Nanomaterial is characterized using a combination of transmission electron microscopy, scanning electron microscopy, atomic force microscopy, IR, and UV-vis measurements, with only minimal oxidation indicated postprocessing. By depositing the pristine metal diboride nanoplatelets as thin films using a Langmuir-type deposition technique, the ohmic behavior of the networks is validated. Furthermore, the material decomposition is studied by using a combination of electrical and optical measurements after controlled exposure to ambient conditions. Finally, we report an efficient, low-cost approach for sample encapsulation to protect the nanomaterials from oxidation. This is used to demonstrate low-gauge factor strain sensors, confirming metal diboride nanosheets as a suitable alternative to graphene for electrode materials in printed electronics.
Collapse
Affiliation(s)
- Kevin Synnatschke
- School
of Physics, CRANN & AMBER Research Centres, Trinity College Dublin, Dublin 2, Ireland
| | - Alina Müller
- School
of Physics, CRANN & AMBER Research Centres, Trinity College Dublin, Dublin 2, Ireland
- Chair
of Applied Physical Chemistry, Heidelberg
University, Im Neuenheimer
Feld 253, 69120 Heidelberg, Germany
| | - Cian Gabbett
- School
of Physics, CRANN & AMBER Research Centres, Trinity College Dublin, Dublin 2, Ireland
| | - Michael Johannes Mohn
- Central
Facility of Electron Microscopy, Electron Microscopy Group of Materials
Science, Ulm University, Albert-Einstein-Allee 11, 89081 Ulm, Germany
| | - Adam G. Kelly
- School
of Physics, CRANN & AMBER Research Centres, Trinity College Dublin, Dublin 2, Ireland
| | - Kseniia Mosina
- Department
of Inorganic Chemistry, Faculty of Chemical Technology, University of Chemistry and Technology Prague, Technická 5, Prague16628 Czech Republic
| | - Bing Wu
- Department
of Inorganic Chemistry, Faculty of Chemical Technology, University of Chemistry and Technology Prague, Technická 5, Prague16628 Czech Republic
| | - Eoin Caffrey
- School
of Physics, CRANN & AMBER Research Centres, Trinity College Dublin, Dublin 2, Ireland
| | - Oran Cassidy
- School
of Physics, CRANN & AMBER Research Centres, Trinity College Dublin, Dublin 2, Ireland
| | - Claudia Backes
- Chair
of Applied Physical Chemistry, Heidelberg
University, Im Neuenheimer
Feld 253, 69120 Heidelberg, Germany
- Institute
of Physical Chemistry, University of Kassel, Heinrich-Plett-Straße 40, 34132 Kassel, Germany
| | - Zdenek Sofer
- Department
of Inorganic Chemistry, Faculty of Chemical Technology, University of Chemistry and Technology Prague, Technická 5, Prague16628 Czech Republic
| | - Ute Kaiser
- Central
Facility of Electron Microscopy, Electron Microscopy Group of Materials
Science, Ulm University, Albert-Einstein-Allee 11, 89081 Ulm, Germany
| | - Jonathan N. Coleman
- School
of Physics, CRANN & AMBER Research Centres, Trinity College Dublin, Dublin 2, Ireland
- Chair
of Applied Physical Chemistry, Heidelberg
University, Im Neuenheimer
Feld 253, 69120 Heidelberg, Germany
| |
Collapse
|
4
|
Dai Y, He Q, Huang Y, Duan X, Lin Z. Solution-Processable and Printable Two-Dimensional Transition Metal Dichalcogenide Inks. Chem Rev 2024; 124:5795-5845. [PMID: 38639932 DOI: 10.1021/acs.chemrev.3c00791] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 04/20/2024]
Abstract
Two-dimensional (2D) transition metal dichalcogenides (TMDs) with layered crystal structures have been attracting enormous research interest for their atomic thickness, mechanical flexibility, and excellent electronic/optoelectronic properties for applications in diverse technological areas. Solution-processable 2D TMD inks are promising for large-scale production of functional thin films at an affordable cost, using high-throughput solution-based processing techniques such as printing and roll-to-roll fabrications. This paper provides a comprehensive review of the chemical synthesis of solution-processable and printable 2D TMD ink materials and the subsequent assembly into thin films for diverse applications. We start with the chemical principles and protocols of various synthesis methods for 2D TMD nanosheet crystals in the solution phase. The solution-based techniques for depositing ink materials into solid-state thin films are discussed. Then, we review the applications of these solution-processable thin films in diverse technological areas including electronics, optoelectronics, and others. To conclude, a summary of the key scientific/technical challenges and future research opportunities of solution-processable TMD inks is provided.
Collapse
Affiliation(s)
- Yongping Dai
- Department of Chemistry, Engineering Research Center of Advanced Rare Earth Materials (Ministry of Education), Tsinghua University, Beijing 100084, China
| | - Qiyuan He
- Department of Materials Science and Engineering, City University of Hong Kong, 83 Tat Chee Avenue, Kowloon, Hong Kong 99907, China
| | - Yu Huang
- Department of Materials Science and Engineering, University of California, Los Angeles, Los Angeles, California 90095, United States
| | - Xiangfeng Duan
- Department of Chemistry and Biochemistry, University of California, Los Angeles, Los Angeles, California 90095, United States
- California NanoSystems Institute, University of California, Los Angeles, Los Angeles, California 90095, United States
| | - Zhaoyang Lin
- Department of Chemistry, Engineering Research Center of Advanced Rare Earth Materials (Ministry of Education), Tsinghua University, Beijing 100084, China
| |
Collapse
|
5
|
Peng Z, Grillo A, Pelella A, Liu X, Boyes M, Xiao X, Zhao M, Wang J, Hu Z, Di Bartolomeo A, Casiraghi C. Fully printed memristors made with MoS 2 and graphene water-based inks. MATERIALS HORIZONS 2024; 11:1344-1353. [PMID: 38180062 DOI: 10.1039/d3mh01224g] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/06/2024]
Abstract
2-Dimensional materials (2DMs) offer an attractive solution for the realization of high density and reliable memristors, compatible with printed and flexible electronics. In this work we fabricate a fully inkjet printed MoS2-based resistive switching memory, where graphene is used as top electrode and silver is used as bottom electrode. Memristic effects are observed only after annealing of each printed component. The printed memory on silicon shows low SET/RESET voltage, short switching times (less than 0.1 s) and resistance switching ratios of 103-105, comparable or superior to the performance obtained in devices with both printed silver electrodes on rigid substrates. The same device on Kapton shows resistance switching ratios of 102-103 and remains stable at least up to 2% of strain. The memristor resistance switching is attributed to the formation of Ag conductive filaments, which can be suppressed by integrating graphene grown by chemical vapour deposition (CVD) onto the silver electrode. Temperature-dependent electrical measurements starting from 200 K show that memristic behavior appears at a temperature of ∼300 K, confirming that an energy threshold is needed to form the conductive filament. This work shows that inkjet printing is a very powerful technique for the fabrication of 2DMs-based resistive switches onto rigid and flexible substrates.
Collapse
Affiliation(s)
- Zixing Peng
- Department of Chemistry, University of Manchester, Oxford Road, Manchester, UK.
| | - Alessandro Grillo
- Department of Chemistry, University of Manchester, Oxford Road, Manchester, UK.
| | - Aniello Pelella
- Physics Department "E. R. Caianiello", University of Salerno, via Giovanni Paolo II n. 132, Fisciano, 84084, Salerno, Italy
| | - Xuzhao Liu
- Department of Materials, University of Manchester, Oxford Road, Manchester, UK
- Photon Science Institute, University of Manchester, Oxford Road, Manchester, UK
| | - Matthew Boyes
- Department of Chemistry, University of Manchester, Oxford Road, Manchester, UK.
| | - Xiaoyu Xiao
- Department of Electrical and Electronics, University of Manchester, Oxford Road, Manchester, UK
| | - Minghao Zhao
- Department of Chemistry, University of Manchester, Oxford Road, Manchester, UK.
| | - Jingjing Wang
- Department of Chemistry, University of Manchester, Oxford Road, Manchester, UK.
| | - Zhirun Hu
- Department of Electrical and Electronics, University of Manchester, Oxford Road, Manchester, UK
| | - Antonio Di Bartolomeo
- Physics Department "E. R. Caianiello", University of Salerno, via Giovanni Paolo II n. 132, Fisciano, 84084, Salerno, Italy
| | - Cinzia Casiraghi
- Department of Chemistry, University of Manchester, Oxford Road, Manchester, UK.
| |
Collapse
|
6
|
Al-Amri AM. Recent Progress in Printed Photonic Devices: A Brief Review of Materials, Devices, and Applications. Polymers (Basel) 2023; 15:3234. [PMID: 37571128 PMCID: PMC10422352 DOI: 10.3390/polym15153234] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/02/2023] [Revised: 07/26/2023] [Accepted: 07/27/2023] [Indexed: 08/13/2023] Open
Abstract
Printing electronics incorporates several significant technologies, such as semiconductor devices produced by various printing techniques on flexible substrates. With the growing interest in printed electronic devices, new technologies have been developed to make novel devices with inexpensive and large-area printing techniques. This review article focuses on the most recent developments in printed photonic devices. Photonics and optoelectronic systems may now be built utilizing materials with specific optical properties and 3D designs achieved through additive printing. Optical and architected materials that can be printed in their entirety are among the most promising future research topics, as are platforms for multi-material processing and printing technologies that can print enormous volumes at a high resolution while also maintaining a high throughput. Significant advances in innovative printable materials create new opportunities for functional devices to act efficiently, such as wearable sensors, integrated optoelectronics, and consumer electronics. This article provides an overview of printable materials, printing methods, and the uses of printed electronic devices.
Collapse
Affiliation(s)
- Amal M Al-Amri
- Physics Department, Collage of Science & Arts, King Abdulaziz University, Rabigh 25724, Saudi Arabia
| |
Collapse
|