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Neural Inspired Behaviors in Electronics
Neural Inspired Behaviors in Electronics
Neural Inspired Behaviors in Electronics

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자료유형  
 학위논문 서양
최종처리일시  
20250211150957
ISBN  
9798382840697
DDC  
621.3
저자명  
Taghavi Nezam Abad, Milad.
서명/저자  
Neural Inspired Behaviors in Electronics
발행사항  
[Sl] : Cornell University, 2024
발행사항  
Ann Arbor : ProQuest Dissertations & Theses, 2024
형태사항  
208 p
주기사항  
Source: Dissertations Abstracts International, Volume: 85-12, Section: B.
주기사항  
Includes supplementary digital materials.
주기사항  
Advisor: Apsel, Alyssa.
학위논문주기  
Thesis (Ph.D.)--Cornell University, 2024.
초록/해제  
요약This thesis presents groundbreaking contributions in the fields of intelligent neural interfaces and microscopic machines, specifically focusing on applications in medical implants and autonomous microscopic robots, utilizing CMOS electronic chips.In Chapter 2, an innovative ASIC accelerator is introduced, tailored for the efficient implementation of large decision tree prediction models, highlighting its unparalleled classification efficiency. Furthermore, we propose enhancements to further curtail redundancy during inference, showcasing the potential of CMOS technology to elevate scalability and adaptability in machine learning hardware.In Chapter 3, we present a novel method for achieving autonomous coordinated emergent behaviors in microscopic machines through pulse-coupling CMOS oscillators. A comprehensive analysis covers synchronization quality, scalability, and robustness, complemented by demonstrations of emergent behaviors in Matlab and realistic locomotion simulations in Unity.Chapter 4 concludes the thesis with reflections on the distinctive contributions and the wide horizon of potentials that these advancements unleash across diverse applications, ranging from transformative healthcare solutions to revolutionary advancements in intelligent and autonomous microscopic systems. 
일반주제명  
Electrical engineering
일반주제명  
Robotics
일반주제명  
Health sciences
일반주제명  
Computer engineering
키워드  
Intelligent micromachines
키워드  
Autonomous microrobots
키워드  
Intelligent microrobots
키워드  
Machine learning hardware
키워드  
Pulse-coupling synchronization
키워드  
Ultra-low power
키워드  
Automated micromachines
기타저자  
Cornell University Electrical and Computer Engineering
기본자료저록  
Dissertations Abstracts International. 85-12B.
전자적 위치 및 접속  
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■020    ▼a9798382840697
■035    ▼a(MiAaPQ)AAI30993704
■040    ▼aMiAaPQ▼cMiAaPQ
■0820  ▼a621.3
■1001  ▼aTaghavi  Nezam  Abad,  Milad.▼0(orcid)0000-0002-5512-0603
■24510▼aNeural  Inspired  Behaviors  in  Electronics
■260    ▼a[Sl]▼bCornell  University▼c2024
■260  1▼aAnn  Arbor▼bProQuest  Dissertations  &  Theses▼c2024
■300    ▼a208  p
■500    ▼aSource:  Dissertations  Abstracts  International,  Volume:  85-12,  Section:  B.
■500    ▼aIncludes  supplementary  digital  materials.
■500    ▼aAdvisor:  Apsel,  Alyssa.
■5021  ▼aThesis  (Ph.D.)--Cornell  University,  2024.
■520    ▼aThis  thesis  presents  groundbreaking  contributions  in  the  fields  of  intelligent  neural  interfaces  and  microscopic  machines,  specifically  focusing  on  applications  in  medical  implants  and  autonomous  microscopic  robots,  utilizing  CMOS  electronic  chips.In  Chapter  2,  an  innovative  ASIC  accelerator  is  introduced,  tailored  for  the  efficient  implementation  of  large  decision  tree  prediction  models,  highlighting  its  unparalleled  classification  efficiency.  Furthermore,  we  propose  enhancements  to  further  curtail  redundancy  during  inference,  showcasing  the  potential  of  CMOS  technology  to  elevate  scalability  and  adaptability  in  machine  learning  hardware.In  Chapter  3,  we  present  a  novel  method  for  achieving  autonomous  coordinated  emergent  behaviors  in  microscopic  machines  through  pulse-coupling  CMOS  oscillators.  A  comprehensive  analysis  covers  synchronization  quality,  scalability,  and  robustness,  complemented  by  demonstrations  of  emergent  behaviors  in  Matlab  and  realistic  locomotion  simulations  in  Unity.Chapter  4  concludes  the  thesis  with  reflections  on  the  distinctive  contributions  and  the  wide  horizon  of  potentials  that  these  advancements  unleash  across  diverse  applications,  ranging  from  transformative  healthcare  solutions  to  revolutionary  advancements  in  intelligent  and  autonomous  microscopic  systems. 
■590    ▼aSchool  code:  0058.
■650  4▼aElectrical  engineering
■650  4▼aRobotics
■650  4▼aHealth  sciences
■650  4▼aComputer  engineering
■653    ▼aIntelligent  micromachines
■653    ▼aAutonomous  microrobots
■653    ▼aIntelligent  microrobots
■653    ▼aMachine  learning  hardware
■653    ▼aPulse-coupling  synchronization
■653    ▼aUltra-low  power
■653    ▼aAutomated  micromachines
■690    ▼a0544
■690    ▼a0771
■690    ▼a0566
■690    ▼a0464
■71020▼aCornell  University▼bElectrical  and  Computer  Engineering.
■7730  ▼tDissertations  Abstracts  International▼g85-12B.
■790    ▼a0058
■791    ▼aPh.D.
■792    ▼a2024
■793    ▼aEnglish
■85640▼uhttp://www.riss.kr/pdu/ddodLink.do?id=T17160326▼nKERIS▼z이  자료의  원문은  한국교육학술정보원에서  제공합니다.

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