Organic neuromorphic devices: Past, present, and future challenges

被引:63
作者
Tuchman, Yaakov [1 ]
Mangoma, Tanyaradzwa N. [2 ]
Gkoupidenis, Paschalis [3 ]
van de Burgt, Yoeri [4 ]
John, Rohit Abraham [5 ]
Mathews, Nripan [6 ]
Shaheen, Sean E. [7 ,8 ]
Daly, Ronan [9 ]
Malliaras, George G. [10 ]
Salleo, Alberto [11 ]
机构
[1] Stanford Univ, Dept Mat Sci, Stanford, CA 94305 USA
[2] Univ Cambridge, Dept Engn, Cambridge, England
[3] Max Planck Inst Polymer Res, Dept Mol Elect, Mainz, Germany
[4] Eindhoven Univ Technol, Neuromorph Engn Grp, Eindhoven, Netherlands
[5] Nanyang Technol Univ, Sch Mat Sci & Engn, Singapore, Singapore
[6] Nanyang Technol Univ, Sch Mat Sci & Engn, Mat Sci & Engn, Singapore, Singapore
[7] Univ Colorado, Dept Elect Comp & Energy Engn, Boulder, CO 80309 USA
[8] Univ Colorado, Dept Phys, Boulder, CO 80309 USA
[9] Univ Cambridge, Inst Mfg, Dept Engn, Cambridge, England
[10] Univ Cambridge, Technol, Cambridge, England
[11] Stanford Univ, Mat Sci & Engn Dept, Stanford, CA 94305 USA
基金
欧洲研究理事会; 英国工程与自然科学研究理事会; 欧盟地平线“2020”; 美国国家科学基金会;
关键词
SYNAPSE;
D O I
10.1557/mrs.2020.196
中图分类号
T [工业技术];
学科分类号
08 ;
摘要
The main goal of the field of neuromorphic computing is to build machines that emulate aspects of the brain in its ability to perform complex tasks in parallel and with great energy efficiency. Thanks to new computing architectures, these machines could revolutionize high-performance computing and find applications to perform local, low-energy computing for sensors and robots. The use of organic and soft materials in neuromorphic computing is appealing in many respects, for instance, because it allows better integration with living matter to seamlessly meld sensing with signal processing, and ultimately, stimulation in a closed-feedback loop. Indeed, not only can the mechanical properties of organic materials match those of tissue, but also, the working mechanisms of these devices involving ions, in addition to electrons, are compatible with human physiology. Another advantage of organic materials is the potential to introduce novel fabrication techniques relying on additive manufacturing amenable to one-of-a-kind form factors. This field is still nascent, therefore many concepts are still being proposed, without a clear winner. Furthermore, the field of application of organic neuromorphics, where bioinspiration and biointegration are extremely appealing, calls for a co-design approach from materials to systems.
引用
收藏
页码:619 / 630
页数:12
相关论文
共 88 条
[1]   Optimal solid state neurons [J].
Abu-Hassan, Kamal ;
Taylor, Joseph D. ;
Morris, Paul G. ;
Donati, Elisa ;
Bortolotto, Zuner A. ;
Indiveri, Giacomo ;
Paton, Julian F. R. ;
Nogaret, Alain .
NATURE COMMUNICATIONS, 2019, 10 (1)
[2]   Logical gates in actin monomer [J].
Adamatzky, Andrew .
SCIENTIFIC REPORTS, 2017, 7
[3]   An Organic Nanoparticle Transistor Behaving as a Biological Spiking Synapse [J].
Alibart, Fabien ;
Pleutin, Stephane ;
Guerin, David ;
Novembre, Christophe ;
Lenfant, Stephane ;
Lmimouni, Kamal ;
Gamrat, Christian ;
Vuillaume, Dominique .
ADVANCED FUNCTIONAL MATERIALS, 2010, 20 (02) :330-337
[4]   Equivalent-accuracy accelerated neural-network training using analogue memory [J].
Ambrogio, Stefano ;
Narayanan, Pritish ;
Tsai, Hsinyu ;
Shelby, Robert M. ;
Boybat, Irem ;
di Nolfo, Carmelo ;
Sidler, Severin ;
Giordano, Massimo ;
Bodini, Martina ;
Farinha, Nathan C. P. ;
Killeen, Benjamin ;
Cheng, Christina ;
Jaoudi, Yassine ;
Burr, Geoffrey W. .
NATURE, 2018, 558 (7708) :60-+
[5]  
[Anonymous], 2017, EUR J TRANSL MYOL, V27, p7X
[6]  
[Anonymous], 1950, Mind
[7]  
[Anonymous], 2016, Fundamentals of inkjet printing: the science of inkjet and droplets, DOI DOI 10.1002/9783527684724
[8]  
[Anonymous], 2016, J LARGE SCALE RES FA, V2, pA49
[9]  
[Anonymous], 2019, JMIR PUBLIC HLTH SUR, V4, pe53, DOI 10.2196/publichealth.9932
[10]   Introduction [J].
不详 .
DIABETES CARE, 2016, 39 :S1-S2