林詩淳

Characterization of Optoelectronic Synaptic Memristor Based on SnOx/SZO Heterojunction for Neuromorphic Computing and Visual Sensing

電子研究所・共同指導：曾俊元

憶阻器、光電突觸元件、金屬氧化物異質接面、氧化錫、鋯鍶氧化物、類神經網路、Memristor、optoelectronic synaptic device、metal oxide heterojunction、Tin oxide、SrZrOx、neuromorphic neural networks

Enhancing Optical Proximity Correction Training Efficiency with RL-controlled Partial Weight Reset

電子研究所

光學鄰近修正、訓練效率、最佳化、元學習、部分權重重設、Optical Proximity Correction、Training Efficiency、Optimization、Meta-Learning、Partial Weight Reset

Teacher-Free Knowledge Distillation via Non-progressive Reinforcement Learning with Reward Transformation

電子研究所

深度學習、模型壓縮、知識蒸餾、影像辨識、強化學習、Deep Learning、Model Compression、Knowledge Distillation、Image Classification、Reinforcement Learning

Using Multiple Data Type Machine Learning Model in Laser Silicidation Prediction

電子研究所

退火、雷射矽化、原子力顯微鏡、機器學習、半導體製程建模、半監督式學習、Annealing、Laser silicidation、Atomic force microscopy、Machine learning、Semiconductor process modeling、Semi-supervised learning

Optoelectronic Synaptic Characteristics of ZTO/SZO Bilayer Memristor and Its Application in Face Recognition for Neuromorphic Computing

電子研究所・共同指導：曾俊元

鈣鈦礦材料、氧化鋅錫、突觸元件、光學特性、類神經網路運算、Zinc Tin Oxide、Perovskite、synaptic device、optoelectronic characteristics、neuromorphic computing

Diffusion Model-Based Data Synthesis for Optical Proximity Correction Model

電子研究所

微影、機器學習、光學鄰近修正、擴散模型、資料生成、Lithography、Machine learning、Optical proximity correction、Diffusion model、Data synthesis

Greedy Encoding Vectors Generation with Semi-supervised Multi-task Learning for Automatic HyperNetwork Pruning

電子研究所

機器學習、模型壓縮、模型剪枝、自動化剪枝、貪婪演算法、半監督式學習、machine learning、model compression、model pruning、automated pruning、greedy algorithm、semi-supervised learning

Hypernetwork-based model pruning with partial weight training and semi-supervised multi-task learning using reinforcement learning

電子研究所

機器學習、模型壓縮、深度學習、超神經網路、強化學習、Machine Learning、Deep Learning、Reinforcement Learning、Model Compression、Hypernetwork

GaOx/HfOx based Conductive Bridge Random Access Memory for Neuromorphic Applications

電子研究所・共同指導：曾俊元

電橋式記憶體、神經形態計算、人工突觸、氧化鎵、導電絲、conductive bridge random access memory、neuromorphic computing、artificial synapse、gallium oxide、conductive filament

Reinforcement Learning via Meta-Learned Approximate State Selection Applied to Teacher-Free Knowledge Distillation

電子研究所

卷積神經網路、模型壓縮、知識蒸餾、元學習、強化學習、Convolutional Neural Networks、Model Compression、Knowledge Distillation、Meta-Learning、Reinforcement Learning

Applications of ZnO/HfON Based Conductive Bridge Random Access Memory in Neuromorphic Computing and Optoelectronic Systems

電子研究所・共同指導：曾俊元

電橋式記憶體、碲頂電極、氧化鋅、氮氧化鉿、類神經運算、光電系統、CBRAM、tellurium top electrode、zinc oxide、hafnium oxynitride、neuromorphic computing、optoelectronic system

Interface, Doping Modification and Photoelectric Properties of Memristors

電子研究所・共同指導：曾俊元

憶阻器、光致增強、突觸、圖像識別、負微分電阻效應、Memristor、Optical potentiation、Synapse、Image recognition、Negative differential resistance effect

Convergence of Machine Learning-Based Compact Model in Circuit Simulation

電子研究所・共同指導：陳士偉

元件建模、機器學習、電路模擬、Compact modeling、Machine learning、Circuit simulation、Verilog-A、SPICE

Construction of Compact Device Model and Model Compression Based on Machine Learning

電子研究所

機器學習、神經進化、精簡元件模型、模型壓縮、知識蒸餾、強化學習、Machine Learning、Neuroevolution、Compact Device Model、Model Compression、Knowledge Distillation、Reinforcement Learning

Neuroevolution-Based Neural Architecture Optimization Applying to Semiconductor Manufacturing

電子研究所・共同指導：陳士偉

神經進化、基因演算法、神經架構搜索、半導體製造、科技電腦輔助設計、Neuroevolution、GA、NAS、semiconductor manufacturing、TCAD

Models with Attention Mechanisms Applied to Optical Proximity Correction

電子研究所

機器學習、注意力機制、光學鄰近修正、machine learning、attention mechanism、optical proximity correction

Optical Response and Neuromorphic Synaptic Functionality in TaOx-based Bilayer Resistive Switching Devices

電子研究所・共同指導：曾俊元

氧化鉭、電阻式記憶體、類神經特性、光學元件、Tantalum oxide、Resistive memory、Neural properties、Optical devices

Flexible Bilayer Tungsten Oxide-Based Resistive Random Access Memory for Neural Applications and Optoelectronic Characteristics in Wearable Devices

電子研究所・共同指導：曾俊元

電阻式記憶體、氧化鎢、類神經元件、可穿戴式設備、光學元件、可撓性基板、Resistive memory、Tungsten oxide、Neural devices、Wearable devices、Optical devices、Flexible substrates

Resistive Switching of Transparent Zinc Oxide for Brain-Inspired Computing and Optoelectronic Application

電子研究所・共同指導：曾俊元

非揮發電阻式記憶體、馮·諾依曼瓶頸、成對刺激加成、脈衝時序依賴可塑性、Non-Volatile RRAM、Von-Neumann Bottleneck、Paired-Pulse Faciliation、Spike-Timing-Dependent-Plasticity、Hop-Field Simulation(HNN)

Optimization and Neural Network Applications of MgO/HZO Ferroelectric Tunneling Junction Device

電子研究所・共同指導：曾俊元

鐵電穿隧元件、退火處理、電流開關比、類神經網路、圖像辨識、ferroelectric tunnel junction、annealing、on/off ratio、neuromorphic computing、image recognition

HZO/HfAlO based ferroelectric tunneling junction for neuromorphic application

電子研究所・共同指導：曾俊元

鐵電穿隧記憶體、氧化鉿鉻、氧化鉿鋁、類神經特性、霍普菲爾德神經網絡、Ferroelectric Tunneling Junction、Hafnium Zirconium Oxide、Hafnium Aluminum alloy、Neuromorphic Characteristic、Hopfield neural network

Excitatory and Inhibitory Synaptic Behavior of Photoelectric Memristor for Neuro-inspired Computing

電機資訊國際學程・共同指導：曾俊元

光電憶阻器、類神經計算、強化和抑制性突觸、傷害感受器、半導體異質結 構、photoelectric memristor、neuro-inspired computing、excitatory and inhibitory synapse、nociceptor、semiconductor heterostructure

Automatic Filter Pruning Method via Semi-supervised Multi-task Learning HyperNetwork

電子研究所

模型壓縮、強化學習、網路剪枝、卷積神經網路、超網路、Model compression、Reinforcement learning、Network pruning、Convolutional Neural Networks、Hypernetwork

Optimization of Laser Annealing Processing Parameters Based on Bayesian Reinforcement Learning

電子研究所

雷射退火、半導體工藝模擬軟體、機器學習、貝氏定理、強化學習、laser annealing、TCAD、machine learning、Bayes’ theorem、reinforcement learning

GaOx/ZTO Based Resistive Random Access Memory for Neuromorphic Synapse and Optoelectronic Applications

電子研究所・共同指導：曾俊元

電阻式記憶體、類神經運算、人工突觸、光電突觸、光學復位、自製靶材、resistive switching random‐access memory、neuromorphic computing、artificial synapse、optoelectronic synapse、optical reset、self-made target

Intelligent manufacturing of semiconductor devices using machine learning.

電機資訊國際學程

機器學習、強化學習、半導體、歐朗、熱光伏濾波器、Machine learning、Reinforcement learning、Semiconductor、ORRAM、Thermo photovoltaic filters

GaOx/ZnO Optoelectronic Resistive Switching Memory for Neuromorphic Computing Application

電子研究所・共同指導：曾俊元

氧化鎵、電阻式記憶體、類神經元件、光學應用、非揮發性記憶體、GaOx、RRAM、neuro-like device、optical application、nonvolatile memory

Machine Learning-Based Compact Modeling for Cryogenic CMOS

電子研究所

低溫互補式金氧半導體、機器學習、類神經網路、精簡模型、基因演算法、cryogenic CMOS、machine learning、artificial neural network、compact model、genetic algorithm

Smart Fabrication and Machine Learning based Compact Device Modeling for Semiconductor Devices

電機資訊國際學程

電阻式隨機存取儲存器、機器學習、MOS電容器、精簡模型建模、SPICE、RRAM、Machine learning、MOSCAP、Compact modeling

Field Effect Transistor Compact Device Model Based on Neuroevolution

電子研究所

場效電晶體、神經進化演算法、元件精簡模型、神經網絡、Field Effect Transistor、Neuroevolution、Device compact model、Neural network

Compact Device Modeling using Physics and Machine Learning

電子研究所

元件建模、機器學習、半導體元件物理、compact device modeling、machine learning、semiconductor device physics

Semiconductor Devices are applied to integrated circuits based on Machine Learning Models

電子研究所・共同指導：陳士偉

機器學習、製程感知、金氧半場效電晶體、金氧半電容元件、Machine learning、Process aware、MOSFET、MOS Capacitor

BERT Assisted Low-Resource Machine Translation Using Embedding to Embedding Transformer and Dual Objective Fitting

電子研究所

深度學習、類神經網路、機器翻譯、自然語言處理、詞嵌入、Deep Learning、Neural Network、Machine Translation、Natural Language Processing、Word Embedding

Process aware machine learning model of MOS capacitor by using Multi-task learning

電子研究所・共同指導：陳士偉

製程感知、機器學習、元件模型、金氧半電容、多任務學習、Process aware、Machine learning、Device model、MOS capacitor、Multi-task learning

Intelligent Manufacturing of Dry Oxide MOSCAP Device by Using Ensemble Learning

電子研究所

金氧半電容元件、工業4.0、機器學習、多層感知器、集成學習、MOS Capacitor、Industry 4.0、Machine Learning、Multi-Layer Perceptron(MLP)、Ensemble Learning

RRAM SPICE Compact Model Based on Machine Learning

電子研究所

電阻式隨機存取記憶體、機器學習、精簡模型、多層感知器、長短期記憶、氧化層後退火、真空退火、RRAM、Machine Learning、Compact Model、Multilayer Perceptron、Long Short Term Memory、Post Oxide Annealing、Vacuum Annealing

Intelligent Systems Applied to Optical Proximity Correction and Algorithmic Trading

電機資訊國際學程

計算微影、光學鄰近校正、長短期記憶、半監督學習、監督學習、算法交易、轉移學習、Computational Lithography、Optical proximity correction、Long short-Term memory (LSTM)、Semi-supervised Learning、Supervised learning、Algorithmic Trading、Transfer Learning

The Electrical Characteristics Simulation and Performance Analysis for the CMOS Image Sensors Having 5 Micrometer Pixels by Using 0.11 Micrometer Process Technology

電子研究所

CMOS影像感測器、離子佈植、傳輸電晶體、位障高度、釘扎電壓、電位井容量、CMOS image sensor、ion implantation、transfer transistor、barrier height、pinned voltage、full well capacity

Mask Design Based on Nonlinear Dimensionality Reduction Optimized Machine Learning

電子研究所

光學鄰近效應、蝕刻鄰近效應、非線性降維、機器學習、Optical Proximity Correction、Etch Proximity Correction、Nonlinear Dimensionality Reduction、Machine Learning

Linear Dimensionality Reductions for Optical Proximity Correction (OPC) and Etch Proximity Correction (EPC)

電子研究所・共同指導：沈昌宏

線性維度降級、光學鄰近效應修正、蝕刻鄰近校應修正、Linear Dimensionality Reduction、Optical Proximity Correction、Etch Proximity Correction

The exploration of CIGSeS thin-film absorber and luminescent down-shifting layer for high-efficiency solar cell and broadband CMOS image sensor

電子研究所

銅銦鎵硒硫薄膜吸收層、太陽能電池、CMOS影像感測器、元件模擬、CIGSeS thin film、solar cell、CMOS image sensor、TCAD

Prediction of Bosch DRIE Process Using Machine Learning

電子研究所

深離子反應蝕刻、貝氏類神經網路、Bosch、DRIE、BNN

A study of Thermophotovoltaic (TPV) emitter and integrating filter to increase efficiency

電子研究所

熱光伏、發射器、濾波器、Thermophotovoltaic、emitter、filter

Reliability Study of TPV Emitter with SiO2 Passivation

電子研究所

熱光伏、放射器(Emitter)、太陽能電池、Thermophotovoltaic、Thermal Emitter、Solar Cell

The applications of metamaterial perfect absorbers: functional absorbers and the thermal emitter

電子研究所

超穎材料完美吸收器、熱發射器、頻段吸收器、熱光伏太陽能電池、Metamaterial、Thermophotovoltaic、Thermal emitter

A Study on Schottky Diode with LOCOS Isolation and Trench Junction Barrier Schottky Diode on 4H-SiC

電子研究所

局部氧化隔離技術、溝槽式接面位障蕭基二極體、碳化矽隔離技術、4H-碳化矽、LOCOS Isolation、Trench Junction Barrier Schottky Diode、Isolation Technology of 4H-SiC、4H-SiC

An Ultra-Compact ultra broadband Carbon Nanotube Absorber Using Electrophoretic Deposition

電子研究所

電泳、奈米碳管、完美吸收器、寬頻、Electrophoretic Deposition、Carbon Nanotube、Perfect Absorber、Broadband

Polarization-selective ultra-broadband super

電子研究所・共同指導：沈昌宏

極化、超材料、寬頻、吸收器、Polarization、Metamaterial、broadband、absorber

Heterojunction with Intrinsic Thin Films (HIT) Solar Cell

電子研究所

異質接面、太陽能電池、下轉移、螢光粉、heterojunction、solar cell、down shifting、phosphor

The simulation and experiment of broadband metamaterial absorbers

電子研究所

寬頻吸收器、超穎材料、薄膜元件、broadband absorber、metamaterial、thin film device

Gated Hall Bar, Mobility Characteristics, and DMOSFET Study in 4H-SiC Power Devices

電子研究所

碳化矽、閘式霍爾結構、垂直型金氧半場效電晶體、功率元件、4H-SiC、Gated Hall bar、DMOSFET、Power device

The Simulation of 5μm and 7.5μm Pixel Using 0.11μm CMOS Technology for Back Side Illumination CMOS Image Sensor

電子研究所

影像感測器、背面照光式、CMOS Image Sensor、Back Side Illumination

A Multimetal Broadband Metamaterial Perfect Absorber With Compact Dimension

電子研究所

超材料、完美吸收器、寬頻、平面結構、Metamaterial、Perfect Absorber、Broadband、Planar

The External Light Trapping Using Luminescent Down Shifting Polymer and Diffuse Trench Reflectors

電子研究所・共同指導：沈昌宏

外部光補捉、漫反射器、非晶矽太陽能電池、下轉移、external light trapping、diffuse trench reflector、amorphous silicon solar cell、luminescent down shifting

The Simulation of 0.11um CMOS Technology for Back Side Illumination CMOS Image Sensor

電子工程學系 電子研究所

CMOS影像感測器、TCAD、背面照光式、CMOS image sensor、Back Side Illumination

Enhancement of Perovskite Solar Cell by Using Prospective Optical Nanostructure made by Nanoimprimt Lithography

電子工程學系 電子研究所・共同指導：沈昌宏

鈣鈦礦太陽能電池、奈米壓印微影技術、奈米結構、perovskite solar cell、nanoimprint lithography、nano-structure

Application of dielectric and plasmonic scatters in nano-photonics

電子工程學系 電子研究所

介電材料散射器、金屬散射器、奈米粒子波導、抗反射層、anti-reflection coating、dielectric scatters、plasmonic scatters、nano-particle waveguide

Straight-sidewall cavity broadband hyperbolic metamaterial perfect absorber

電子工程學系 電子研究所

超穎材料、吸收器、完美吸收器、熱光電太陽能電池、hyperbolic metamaterial、metamaterial、perfect absorber、thermophotovoltaic

Simulation of Thin-Film Solar Cells for Optimization of Light Trapping

電子工程學系 電子研究所・共同指導：蘇彬

太陽能、光捕捉、最佳化、FDTD、RCWA、基因演算法、solar cell、light trapping、optimization、RCA、GA

The advanced optics of Distributed-Brag-Reflector solar cells and hyperbolic meta material perfect absorbers

電子工程學系 電子研究所

超穎、太陽能、完美吸收器、meta material、solar cell、surface plasmon

Numerical simulation of high quality factor and low gain threshold SPASER

電子工程學系 電子研究所

受激輻射引致表面電漿子放大元件、局域化表面電漿子、SPASER、Localized Surface Plasmon

Low Cost All-Dielectric Thin-Film Solar Cell Using Diffuse Medium Reflectors

電子工程學系 電子研究所・共同指導：沈昌宏

漫反射器、無續陣列、Medium back reflector、disorder array

Numerical Simulation of Device Characteristics Degradation for Thin Film Silicon Solar Cells

電子工程學系 電子研究所

太陽能電池、薄膜矽太陽能電池、光柵、電性退化、solar cell、thin film silicon solar cell、grating、electrical degradation