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Application and Simulation of Neuromorphic Devices for use in Neural NetworksWenke, Sam 28 September 2018 (has links)
No description available.
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Integration of Ferroelectricity into Advanced 3D Germanium MOSFETs for Memory and Logic ApplicationsWonil Chung (7887626) 20 November 2019 (has links)
<div>Germanium-based MOS device which is considered as one of the promising alternative channel materials has been studied with well-known FinFET, nanowire structures and HKMG (High-k metal gate). Recent introduction of Ferroelectric (FE) Zr-doped HfO<sub>2</sub> (Hf<sub>x</sub>Zr<sub>1-x</sub>O<sub>2</sub>, HZO) has opened various possibilities both in memory and logic</div><div>applications.</div><div><br></div><div>First, integration of FE HZO into the conventional Ge platform was studied to demonstrate Ge FeFET. The FE oxide was deposited with optimized atomic layer deposition (ALD) recipe by intermixing HfO<sub>2</sub> and ZrO<sub>2</sub>. The HZO film was characterized with FE tester, XRD and AR-XPS. Then, it was integrated into conventional gate stack of Ge devices to demonstrate Ge FeFETs. Polarization switching was measured with ultrafast measurement set-up down to 100 ps.</div><div><br></div><div>Then, HZO layer was controlled for the first demonstration of hysteresis-free Ge negative capacitance (NC) CMOS FinFETs with sub-60mV/dec SS bi-directionally at room temperature towards possible logic applications. Short channel effect in Ge NCFETs were compared with our reported work to show superior robustness. For smaller widths that cannot be directly written by the e-beam lithography tool, digital etching on Ge fins were optimized.</div><div>Lastly, Ge FeFET-based synaptic device for neuromorphic computing was demonstrated. Optimum pulsing schemes were tested for both potentiation and depression which resulted in highly linear and symmetric conductance profiles. Simulation was done to analyze Ge FeFET's role as a synaptic device for deep neural network.</div>
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STRUCTURAL AND MATERIAL INNOVATIONS FOR HIGH PERFORMANCE BETA-GALLIUM OXIDE NANO-MEMBRANE FETSJinhyun Noh (10225202) 12 March 2021 (has links)
<p>Beta-gallium oxide (<i>β</i>-Ga<sub>2</sub>O<sub>3</sub>) is an emerging wide bandgap semiconductor for
next generation power devices which offers the potential to replace GaN and
SiC. It has an ultra-wide bandgap (UWBG) of 4.8 eV and a corresponding <i>E</i><sub>br </sub>of 8 MV/cm. <i>β</i>-Ga<sub>2</sub>O<sub>3 </sub>also possesses a decent intrinsic electron mobility limit of 250
cm<sup>2</sup>/V<i>·</i>s, yielding high Baliga’s figure of merit of 3444. In addition,
the large bandgap of <i>β</i>-Ga<sub>2</sub>O<sub>3 </sub>gives stability in harsh
environment operation at high temperatures. </p>
<p>Although low-cost
large-size <i>β</i>-Ga<sub>2</sub>O<sub>3 </sub>native bulk substrates
can be realized by melt growth methods, the unique property that (100) surface
of <i>β</i>-Ga<sub>2</sub>O<sub>3 </sub>has a large lattice constant of 12.23 Å allows it to be cleaved easily into thin and long
nano-membranes. Therefore, <i>β</i>-Ga<sub>2</sub>O<sub>3 </sub>FETs on foreign substrates
by transferring can be fabricated and investigated before <i>β</i>-Ga<sub>2</sub>O<sub>3 </sub>epitaxy technology becomes mature and economical viable. Moreover,
integrating <i>β</i>-Ga<sub>2</sub>O<sub>3 </sub>on high thermal
conductivity materials has an advantage in terms of suppressing self-heating effects.
</p><p>In this dissertation, structural and material
innovations to overcome and improve critical challenges are summarized as
follows: 1) Top-gate nano-membrane <i>β</i>-Ga<sub>2</sub>O<sub>3 </sub>FETs on a high thermal conductivity diamond
substrate with record high maximum drain current densities are demonstrated.
The reduced self-heating effect due to high thermal conductivity of the
substrate was verified by thermoreflectance measurement. 2) Local
electro-thermal effect by electrical bias was applied to enhance the electrical
performance of devices and improvements of electrical properties were shown
after the annealing. 3) Thin thermal bridge materials such as HfO<sub>2 </sub>and ZrO<sub>2 </sub>were inserted between <i>β</i>-Ga<sub>2</sub>O<sub>3 </sub>and
a sapphire substrate to reduce self heating effects without using a diamond
substrate. The improved thermal performance of the device was analyzed by
phonon density of states plots of <i>β</i>-Ga<sub>2</sub>O<sub>3 </sub>and the thin film materials. 4) Nano-membrane
tri-gate <i>β</i>-Ga<sub>2</sub>O<sub>3 </sub>FETs on SiO<sub>2</sub>/Si substrate fabricated via exfoliation have been demonstrated for the
first time. 5) Using the robustness of <i>β</i>-Ga<sub>2</sub>O<sub>3 </sub>in harsh environments, <i>β</i>-Ga<sub>2</sub>O<sub>3 </sub>ferroelectric
FETs operating as synaptic devices up to 400 °C were demonstrated. The result
offers the potential to use the novel device for ultra-wide bandgap logic
applications, specifically neuromorphic computing exposed to harsh
environments.<br></p>
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