Evolving Programmable Computational Metamaterials

被引:4
作者
Parsa, Atoosa [1 ]
Wang, Dong [2 ]
O'Hern, Corey S. [2 ]
Shattuck, Mark D. [3 ]
Kramer-Bottiglio, Rebecca [2 ]
Bongard, Josh [1 ]
机构
[1] Univ Vermont, Burlington, VT 05405 USA
[2] Yale Univ, New Haven, CT USA
[3] CUNY City Coll, New York, NY USA
来源
PROCEEDINGS OF THE 2022 GENETIC AND EVOLUTIONARY COMPUTATION CONFERENCE (GECCO'22) | 2022年
基金
美国国家科学基金会;
关键词
Granular Metamaterials; Mechanical Computing; Logic Gates; Inverse Design Problem; Multiobjective Optimization; GRANULAR-MATERIALS;
D O I
10.1145/3512290.3528861
中图分类号
TP3 [计算技术、计算机技术];
学科分类号
0812 ;
摘要
Digital signal processors are widely used in today's computers to perform advanced computational tasks. But, the selection of digital electronics as the physical substrate for computation a hundred years ago was influenced more by technological limitations than substrate appropriateness. In recent decades, advances in chemical, physical and material sciences have provided new options. Granular metamaterials are one such promising target for realizing mechanical computing devices. However, their high-dimensional design space and the unintuitive relationship between microstructure and desired macroscale behavior makes the inverse design problem formidable. In this paper, we use multiobjective evolutionary optimization to solve this inverse problem: we demonstrate the design of basic logic gates embedded in a granular metamaterial, and that the designed material can be "reprogrammed" via frequency modulation. As metamaterial design advances, more computationally dense materials may be evolved, amenable to reprogramming by increasingly sophisticated programming languages written in the frequency domain.
引用
收藏
页码:122 / 129
页数:8
相关论文
共 28 条
[1]   Topics in the theory of DNA computing [J].
Amos, M ;
Paun, G ;
Rozenberg, G ;
Salomaa, AT .
THEORETICAL COMPUTER SCIENCE, 2002, 287 (01) :3-38
[2]   The physics of jamming for granular materials: a review [J].
Behringer, Robert P. ;
Chakraborty, Bulbul .
REPORTS ON PROGRESS IN PHYSICS, 2019, 82 (01)
[3]   Bistable metamaterial for switching and cascading elastic vibrations [J].
Bilal, Osama R. ;
Foehr, Andre ;
Daraio, Chiara .
PROCEEDINGS OF THE NATIONAL ACADEMY OF SCIENCES OF THE UNITED STATES OF AMERICA, 2017, 114 (18) :4603-4606
[4]   A fast and elitist multiobjective genetic algorithm: NSGA-II [J].
Deb, K ;
Pratap, A ;
Agarwal, S ;
Meyarivan, T .
IEEE TRANSACTIONS ON EVOLUTIONARY COMPUTATION, 2002, 6 (02) :182-197
[5]  
Deymier P. A., 2013, Acoustic Metamaterials and Phononic Crystals
[6]  
Fortin FA, 2013, GECCO'13: PROCEEDINGS OF THE 2013 GENETIC AND EVOLUTIONARY COMPUTATION CONFERENCE, P615
[7]  
Fortin FA, 2012, J MACH LEARN RES, V13, P2171
[8]   Quantum computing: an introduction [J].
Hey, T .
COMPUTING & CONTROL ENGINEERING JOURNAL, 1999, 10 (03) :105-112
[9]  
Hold-Geoffroy Y., 2014, P 2014 ANN C EXTR SC, P1
[10]  
Hooker S., 2021, COMMUN ACM, V64, P58