Nano-magnetic devices for computation

The continuous scaling down of the metal-oxide-semiconductor field-effect transistor (MOSFET) has improved the performance of electronic appliances. Unfortunately, it has come to a stage where further scaling of the MOSFET is no longer possible due to the physical and the fabrication limitations. This has motivated researchers towards designing and fabricating novel devices that can replace MOSFET technology. Carbon Nanotube Field-Effect Transistors, Single Electron Tunneling Junctions, Nano-Magnetic Devices, and Spin Field-Effect Transistors are some prospective candidates that could replace MOSFET devices. In this dissertation, we have studied the computational performance of Nano−Magnetic Devices due to their attractive features such as room temperature operation, high density, robustness towards thermal noise, radiation hardened nature and low static power dissipation. In this work, we have established that data can be propagated in a causal fashion from a driver cell to the driven cells. We have fabricated a ferromagnetic wire architecture and used a magnetic force microscopy (MFM) tip to provide localized magnetic inputs. This experiment validated two important phenomena; (1) a clocking field is essential to propagate data and (2) upon removal of the clocking field data can be propagated according to the input data. Next, we have fabricated and captured MFM images of a nano-magnetic logic architecture that has computed the majority of seven binary variables. The architecture was designed by interconnecting three three-input majority logic gates with ferromagnetic and antiferromagnetic wire architectures. This seven input majority logic architecture can potentially implement eight different logic functions that could be configured in real-time. All eight functions could be configured by three control parameters in real-time (by writing logic one or zero to them). Even though we observed error-free operations in nano-magnetic logic architectures, it became clear that we needed better control (write/read/clock) over individual single layer nano-magnetic devices for successful long-term operation. To address the write/clock/read problems, we designed and fabricated amultilayer nano-magnetic device. We fabricated and performed a set of experiments with patterned multilayer stacks of Co/Cu/Ni80Fe20 with a bottom layer having a perpendicular magnetization to realize neighbor interactions between adjacent top layers of devices. Based on the MFM images, we conclude that dipolar coupling between the top layers of the neighboring devices can be exploited to construct three-input majority logic gates, antiferromagnetic and ferromagnetic wire architectures. Finally, we have experimentally demonstrated a magnetic system that could be used to solve quadratic optimization problems that arise in computer vision applications. We have harnessed the energy minimization nature of a magnetic system to directly solve a quadratic optimization process. We have fabricated a magnetic system corresponding to a real world image and have identified salient features with true positive rate more than 85%. These experimental results feature the potentiality of this unconventional computing method to develop a magnetic processor which solves such complex problems in few clock cycles.

[1]  J. Bokor,et al.  Cascade-like signal propagation in chains of concave nanomagnets , 2012 .

[2]  M. Reed,et al.  Molecular random access memory cell , 2001 .

[3]  S. Karna,et al.  Single Electron Transistor Fabrication using Focused Ion Beam direct write technique , 2006, The 17th Annual SEMI/IEEE ASMC 2006 Conference.

[4]  T. Yamashita,et al.  Single Cooper-pair tunneling junctions using high-T/sub c/ superconducting materials , 1999 .

[5]  Michael I. Jordan,et al.  On Spectral Clustering: Analysis and an algorithm , 2001, NIPS.

[6]  Sanjukta Bhanja,et al.  Study of single layer and multilayer nano-magnetic logic architectures , 2012 .

[7]  C. Lageweg,et al.  Single electron encoded latches and flip-flops , 2004, IEEE Transactions on Nanotechnology.

[8]  R. Cowburn,et al.  Single-Domain Circular Nanomagnets , 1999 .

[9]  Sudeep Sarkar,et al.  An experimental demonstration of the viability of energy minimizing computing using nano-magnets , 2011, 2011 11th IEEE International Conference on Nanotechnology.

[10]  Ryoichi Nakatani,et al.  Magnetic logic devices composed of permalloy dots , 2009 .

[11]  R. Allenspach,et al.  Analytical approach to the single-domain-to-vortex transition in small magnetic disks , 2004 .

[12]  R. Chau Benchmarking nanotechnology for high-performance and low-power logic transistor applications , 2004 .

[13]  W. Porod,et al.  Exploring the Design of the Magnetic–Electrical Interface for Nanomagnet Logic , 2013, IEEE Transactions on Nanotechnology.

[14]  H. Wong,et al.  Carbon nanotube field effect transistors for logic applications , 2001, International Electron Devices Meeting. Technical Digest (Cat. No.01CH37224).

[15]  Sanjukta Bhanja,et al.  Magnetic cellular automata coplanar cross wire systems , 2010 .

[16]  Hiroshi Inokawa,et al.  A single-electron-transistor logic gate family and its application - Part I: basic components for binary, multiple-valued and mixed-mode logic , 2004, Proceedings. 34th International Symposium on Multiple-Valued Logic.

[18]  H. Rahaman,et al.  Synthesis of symmetric functions using quantum cellular automata , 2006, International Conference on Design and Test of Integrated Systems in Nanoscale Technology, 2006. DTIS 2006..

[19]  A. Forestier,et al.  Limits to voltage scaling from the low power perspective , 2000, Proceedings 13th Symposium on Integrated Circuits and Systems Design (Cat. No.PR00843).

[20]  J. E. Brewer,et al.  Extending the road beyond CMOS , 2002 .

[21]  Edward J. Nowak,et al.  Maintaining the benefits of CMOS scaling when scaling bogs down , 2002, IBM J. Res. Dev..

[22]  W. Porod,et al.  On-Chip Clocking of Nanomagnet Logic Lines and Gates , 2012, IEEE Transactions on Nanotechnology.

[23]  John F. Canny,et al.  A Computational Approach to Edge Detection , 1986, IEEE Transactions on Pattern Analysis and Machine Intelligence.

[24]  Michael T. Niemier,et al.  Logic in wire: using quantum dots to implement a microprocessor , 1999, Proceedings Ninth Great Lakes Symposium on VLSI.

[25]  Magnetoelectric Spin-FET for Memory, Logic, and Amplifier Applications , 2006 .

[26]  Shazia Yasin,et al.  Fabrication of <5 nm width lines in poly(methylmethacrylate) resist using a water:isopropyl alcohol developer and ultrasonically-assisted development , 2001 .

[27]  S. Tyagi Moore's Law: A CMOS Scaling Perspective , 2007, 2007 14th International Symposium on the Physical and Failure Analysis of Integrated Circuits.

[28]  S. Bhanja,et al.  Synthesizing energy minimizing quantum-dot cellular automata circuits for vision computing , 2005, 5th IEEE Conference on Nanotechnology, 2005..

[29]  J. F. Stoddart,et al.  Nanoscale molecular-switch crossbar circuits , 2003 .

[30]  R. White THE MAGNETIC HAMILTONIAN , 2022, The Mathematics of Open Quantum Systems.

[31]  Sudeep Sarkar,et al.  Supervised Learning of Large Perceptual Organization: Graph Spectral Partitioning and Learning Automata , 2000, IEEE Trans. Pattern Anal. Mach. Intell..

[32]  J. Bokor,et al.  Simulation studies of nanomagnet-based logic architecture. , 2008, Nano letters (Print).

[33]  Shinji Umeyama,et al.  An Eigendecomposition Approach to Weighted Graph Matching Problems , 1988, IEEE Trans. Pattern Anal. Mach. Intell..

[34]  Stamatis Vassiliadis,et al.  Single electron encoded logic memory elements , 2003, 2003 Third IEEE Conference on Nanotechnology, 2003. IEEE-NANO 2003..

[35]  Supriyo Datta,et al.  Modeling circuits with spins and magnets for all-spin logic , 2012, 2012 Proceedings of the European Solid-State Device Research Conference (ESSDERC).

[36]  Jaap Hoekstra,et al.  Programmable logic using a SET electron box , 2001, ICECS 2001. 8th IEEE International Conference on Electronics, Circuits and Systems (Cat. No.01EX483).

[37]  James S. Harris,et al.  Magnetic coupled spin-torque devices for nonvolatile logic applications , 2009 .

[38]  Wolfgang Porod,et al.  Quantum cellular automata , 1994 .

[39]  Yuan Taur,et al.  Device scaling limits of Si MOSFETs and their application dependencies , 2001, Proc. IEEE.

[40]  Christophe Vieu,et al.  Electron beam lithography: resolution limits and applications , 2000 .

[41]  V. Metlushko,et al.  Magnetic QCA systems , 2005, Microelectron. J..

[42]  A. Kumari Design Issues in Magnetic Field Coupled Array: Clock Structure, Fabrication Defects and Dipolar Coupling , 2011 .

[43]  K. Guslienko,et al.  Magnetic anisotropy in two-dimensional dot arrays induced by magnetostatic interdot coupling , 2001 .

[44]  G. Iafrate,et al.  Theory and applications of near ballistic transport in semiconductors , 1988, Proc. IEEE.

[45]  Javier F. Pulecio Field-Coupled Nano-Magnetic Logic Systems , 2010 .

[46]  S. Bhanja,et al.  Magnetic Cellular Automata Wire Architectures , 2011, IEEE Transactions on Nanotechnology.

[47]  Xiaofan Luo,et al.  Molecular Electronics , 2009 .

[49]  S. Hamdioui,et al.  Why is CMOS scaling coming to an END? , 2008, 2008 3rd International Design and Test Workshop.

[50]  Ryoichi Nakatani,et al.  NAND/NOR Logical Operation of a Magnetic Logic Gate with Canted Clock-Field , 2010 .

[51]  A. Scholl,et al.  Vortex Core-Driven Magnetization Dynamics , 2004, Science.

[52]  D. Nikonov,et al.  Research directions in beyond CMOS computing , 2007 .

[53]  Z. Li,et al.  Magnetization dynamics with a spin-transfer torque , 2003 .

[54]  Hui Zhao,et al.  Probing dipole coupled nanomagnets using magnetoresistance read , 2011 .

[55]  Jitendra Malik,et al.  Normalized cuts and image segmentation , 1997, Proceedings of IEEE Computer Society Conference on Computer Vision and Pattern Recognition.

[56]  Bernard Dieny,et al.  GIANT MAGNETORESISTANCE IN SPIN-VALVE MULTILAYERS , 1994 .

[57]  H. Hoffmann,et al.  Single domain and vortex state in ferromagnetic circular nanodots , 2002 .

[58]  R. Cowburn,et al.  Room temperature magnetic quantum cellular automata , 2000, Science.

[59]  Shinji Okazaki,et al.  Pushing the limits of lithography , 2000, Nature.

[60]  Vasileios Koutsos,et al.  Electrical and mechanical properties of carbon nanotube-polyimide composites , 2009 .

[61]  W. Porod,et al.  Quantum-dot cellular automata , 1999 .

[62]  K. Roy,et al.  Proposal for Switching Current Reduction Using Reference Layer With Tilted Magnetic Anisotropy in Magnetic Tunnel Junctions for Spin-Transfer Torque (STT) MRAM , 2012, IEEE Transactions on Electron Devices.

[63]  Joachim Stöhr,et al.  Magnetism From Fundamentals to Nanoscale Dynamics , 2006 .

[64]  Wolfgang Porod,et al.  Investigation of shape-dependent switching of coupled nanomagnets , 2003 .

[65]  C. Tsang,et al.  Design, fabrication and testing of spin-valve read heads for high density recording , 1994 .

[66]  J. Kavalieros,et al.  Emerging silicon and nonsilicon nanoelectronic devices: opportunities and challenges for future high-performance and low-power computational applications , 2005, IEEE VLSI-TSA International Symposium on VLSI Technology, 2005. (VLSI-TSA-Tech)..

[67]  A. Romero,et al.  Vortex state and effect of anisotropy in sub-100-nm magnetic nanodots , 2006 .

[68]  A. Heuberger,et al.  X‐ray lithography , 1988 .

[69]  A Imre,et al.  Majority Logic Gate for Magnetic Quantum-Dot Cellular Automata , 2006, Science.

[70]  前川 禎通,et al.  Spin dependent transport in magnetic nanostructures , 2002 .

[71]  João Paulo Costeira,et al.  A Global Solution to Sparse Correspondence Problems , 2003, IEEE Trans. Pattern Anal. Mach. Intell..

[72]  Jin Hyeong Park,et al.  Spectral Clustering for Robust Motion Segmentation , 2004, ECCV.

[73]  M. Liu,et al.  Scaling Limit of CMOS Supply Voltage from Noise Margin Considerations , 2006, 2006 International Conference on Simulation of Semiconductor Processes and Devices.

[74]  J. Hoekstra Towards a circuit theory for metallic single-electron tunnelling devices , 2007, Int. J. Circuit Theory Appl..

[75]  H. Ahmed,et al.  Comparison of MIBK/IPA and water/IPA as PMMA developers for electron beam nanolithography , 2002 .

[76]  Werner Scholz,et al.  Transition from single-domain to vortex state in soft magnetic cylindrical nanodots , 2002 .

[77]  Yiran Chen,et al.  Spin Torque Random Access Memory Down to 22 nm Technology , 2008, IEEE Transactions on Magnetics.

[78]  Zhaohui Zhong,et al.  Terahertz time-domain measurement of ballistic electron resonance in a single-walled carbon nanotube. , 2008, Nature nanotechnology.

[79]  Olga Veksler,et al.  Fast Approximate Energy Minimization via Graph Cuts , 2001, IEEE Trans. Pattern Anal. Mach. Intell..

[80]  S. Bhanja,et al.  Study of magnetization state transition in closely spaced nanomagnet two-dimensional array for computation , 2011 .

[81]  I-V characteristics of single electron tunneling from symmetric and asymmetric double-barrier tunneling junctions , 2007 .

[82]  Wolfgang Porod,et al.  Bridging the gap between nanomagnetic devices and circuits , 2008, 2008 IEEE International Conference on Computer Design.

[83]  Andrew A. Bettiol,et al.  ION BEAM LITHOGRAPHY AND NANOFABRICATION: A REVIEW , 2005 .

[84]  H. Mcconnell,et al.  Intramolecular Charge Transfer in Aromatic Free Radicals , 1961 .

[85]  H. Brändle,et al.  Magnetic and magneto‐optical properties of cobalt‐platinum alloys with perpendicular magnetic anisotropy , 1992 .

[86]  Kim L. Boyer,et al.  Computer Perceptual Organization in Computer Vision , 1994, Series in Machine Perception and Artificial Intelligence.

[87]  Jae Young Lee,et al.  Alternate State Variables for Emerging Nanoelectronic Devices , 2009, IEEE Transactions on Nanotechnology.

[88]  Jian-Ping Wang,et al.  Communication Between Magnetic Tunnel Junctions Using Spin-Polarized Current for Logic Applications , 2010, IEEE Transactions on Magnetics.

[89]  R. Martel,et al.  Carbon nanotube field effect transistors - fabrication, device physics, and circuit implications , 2003, 2003 IEEE International Solid-State Circuits Conference, 2003. Digest of Technical Papers. ISSCC..

[90]  P. Ajayan,et al.  Reliability and current carrying capacity of carbon nanotubes , 2001 .

[91]  N. Spaldin Magnetic Materials : Fundamentals and Applications , 2010 .

[92]  Kim L. Boyer,et al.  Perceptual organization in computer vision: a review and a proposal for a classificatory structure , 1993, IEEE Trans. Syst. Man Cybern..

[93]  M. Meyyappan,et al.  Nanotechnology: Role in emerging nanoelectronics , 2006 .

[94]  Sorin Cotofana,et al.  Emerging non-CMOS nanoelectronic devices - What are they? , 2009, 2009 4th IEEE International Conference on Nano/Micro Engineered and Molecular Systems.

[95]  C. D. Gelatt,et al.  Optimization by Simulated Annealing , 1983, Science.

[96]  W. Porod,et al.  Experimental Demonstration of Fanout for Nanomagnetic Logic , 2010, IEEE Transactions on Nanotechnology.

[97]  J.E. Brewer,et al.  Emerging research logic devices , 2005, IEEE Circuits and Devices Magazine.

[98]  R. Wiesendanger,et al.  Direct Observation of Internal Spin Structure of Magnetic Vortex Cores , 2002, Science.

[99]  Scott Hauck,et al.  The Future of Integrated Circuits: A Survey of Nanoelectronics , 2010, Proceedings of the IEEE.

[100]  Kelly,et al.  Prediction and confirmation of perpendicular magnetic anisotropy in Co/Ni multilayers. , 1992, Physical review letters.

[101]  Charles M. Lieber,et al.  Logic Gates and Computation from Assembled Nanowire Building Blocks , 2001, Science.

[102]  Sanjukta Bhanja,et al.  Ultra-Low Power Hybrid CMOS-Magnetic Logic Architecture , 2012, IEEE Transactions on Circuits and Systems I: Regular Papers.