技術計算における課題の解決方法を見つける

Academia

• Computational Thinking
• Open Science

Code Generation and Verification

• Abstract Interpretation
• Automotive SPICE
• CERT C
• Code Review
• Cyclomatic Complexity
• Formal Methods
• MISRA C and MISRA C++
• Software Metrics
• Software QA
• Software Quality Objectives
• Source Code Analysis
• Static Code Analysis

Computational Biology

• Pharmacokinetic/Pharmacodynamic (PK/PD) Model
• Quantitative Systems Pharmacology (QSP)

Computational Finance

• AI in Finance
• Backtesting
• Binomial Model
• Capital Asset Pricing Model (CAPM)
• Climate Stress Test
• Cointegration
• Commodities Trading
• Concentration Risk
• Counterparty Credit Risk
• Credit Derivatives
• Credit Risk
• Credit Scoring Model
• Equity Trading
• Financial Derivatives
• Fixed Income
  
• Fraud Analytics
• GARCH Models
• High-Frequency Trading
• Liquidity Risk
• Market Risk
• Momentum Trading
• Operational Risk
• Portfolio Optimization
• Predictive Modeling
• Smart Beta
  
• Statistical Arbitrage
• Swap Curve
• Swing Trading
• Time Series Regression
• Transaction Cost Analysis
• Yield Curve
• Zero Curve

Computer Vision

• Computer Vision
• Denoising
• Feature Extraction
• Image Recognition
• Kalman Filter
• MATLAB and OpenCV
• Object Detection
• Optical Flow
  
• Pattern Recognition
• Point Cloud
• RANSAC
• Stereo Vision
• Visual Inspection

Control Systems

• Bode Plot
• Control Design Software
• ECU Calibration
• Euler Angles
• Frequency Response
• Gain Scheduling
• Linearization
• OPC UA
• Optimal Control
• Parameter Estimation
• PID Control
• PID Tuning
• Quaternion
• Reduced Order Modeling
• Reinforcement Learning
• Root Locus
• Rotation Matrix
• State-Space Models
• Transfer Function

Electrification

• Battery Management Systems (BMS)
• Battery Modeling
• Battery Pack Design
• Battery State of Charge
• Battery Thermal Management System
• BLDC Motor Control
• Clarke and Park Transforms
• DC-DC Converter Control
• Droop Control
• EMT Simulation
• Dual Active Bridge
• Field-Oriented Control
• Field-Weakening Control
• Fuel Cell Model
• Grid-Forming Inverter
• Grid-Tied Inverter
• Hydrogen Electrolyzer
• Induction Motor Speed Control
• Microgrid Control
• Motor Control
• Motor Modeling and Simulation
• MPPT Algorithm
• Power Electronics Hardware-in-the-Loop (HIL) Testing
• Power Electronics Simulation
• Power Factor Correction
• Power System Simulation and Optimization
• Sensorless Brushless Motor Control
• Space Vector Modulation (SVM)
• Small-Signal Analysis

Energy Production

• Energy Trading and Risk Management
• Load Forecasting
• Microgrid Control
• MPPT Algorithm
• Power System Simulation and Optimization
• Seismic Data Processing
• Wind Resource Assessment

Event-Based Modeling

• Control Logic
• Queuing Theory
• State Diagram
• State Machine

Financial Services

• Algorithmic Trading
• Automated Trading
• Bank Stress Test
• Basel III
• Basel IV
• Black-Litterman
• CECL
• Climate Scenarios
• Conditional Value-at-Risk
• DSGE
• Expected Credit Loss
• Financial Engineering
• Financial Model Validation
• FRTB
• IFRS 9
• Model Risk
• Physical Risk
• Solvency II
• SR 11-7
• Systemic Risk
• Value-at-Risk

FPGA, ASIC, and System-on-Chip

• ASIC Design
• ASIC Verification
• FPGA Image Processing
• FPGA Programming
• Hardware Design
• High-Level Synthesis
• IP Core
• SoC Architecture
• SoC FPGA
• SystemVerilog
• UVM Verification
• Verilog Testbench
• VHDL Testbench

Image Processing and Mapping

• Affine Transformation
• Color Profile
• Denoising
• DICOM
• Digital Image Processing
• Edge Detection
• Geodesy
• Hyperspectral Imaging
• Image Analysis
• Image Enhancement
• Image Reconstruction
• Image Registration
• Image Segmentation
• Image Thresholding
• Image Transform
• Lab Color
• Map Projection
• Medical Image Analysis
• Medical Image Segmentation

Industrial Automation and Machinery

• Digital Twin
• Industry 4.0
• PackML
  
• PLC Simulation
• RSLogix Integration
• Virtual Commissioning

MATLAB

• Data Cleaning
• Data Fitting
• Data Preprocessing
• Data Visualization
• Extend Java Math Capabilities
• MATLAB
• MATLAB Apps
• MATLAB Code
• MATLAB GUI
• MATLAB Multicore
• Numerical Analysis
• Quantum Circuit
• Quantum Finance
• Quantum Gates
• Scientific Computing
• Smoke Testing
• Time Series Analysis
• Time Series Data
• Unit Testing
• Using MATLAB with Excel

Medical Devices

• 21 CFR 820
• Biomedical Signal Processing
• DICOM
• IEC 62304
• In Silico Medicine
• Medical Device Design
• Medical Image Analysis
• Software as a Medical Device (SaMD)

Optimization

• Convex Optimization
• Design Optimization
• Genetic Algorithm
• Integer Programming
• Linear Programming
• Multiobjective Optimization
• Nonlinear Programming
• Quadratic Programming
• Simulated Annealing
• Surrogate Optimization

Partial Differential Equations

• Finite Element Analysis
• Physics-Informed Neural Networks

Physical Modeling

• Battery Modeling
• Battery Pack Design
• Fuel Cell Model
• Hydrogen Electrolyzer

Real-Time Simulation and Testing

• Hardware-in-the-Loop (HIL)
• Real-Time Simulation

Robotics and Autonomous Systems

• Advanced Driver-Assistance Systems (ADAS)
• Arduino Programming
• Cloud Robotics
  
• Cobots
• Cyber-Physical Systems
• Drone Mapping
• Drone Programming
• Drone Simulation
• Inertial Navigation System
• Inverse Kinematics
• Lidar
• Path Planning
• Raspberry Pi Programming
• Robot Programming
• Robot Simulation
• Simultaneous Localization and Mapping (SLAM)

Signal Processing and Communications

• 6G
• Bandpass Filter
• Beamforming
• Bluetooth Interference
• Bluetooth Mesh
• Channel Model
• Convolution
• Denoising
• Digital Signal Processing
• DVB-S2
• Electronically Steered Array (ESA) Radar
• Empirical Mode Decomposition
• Fast Fourier Transform (FFT)
• Filter Design
• GPU Signal Processing Algorithms
• High-Pass Filter
• How Radars Work
• IBIS-AMI
• Link Budget
• Logic Analyzer
• Low-Pass Filter
• LTE Tutorial
• Massive MIMO
• mmWave
• Modal Analysis
• Multi-Object Tracking
• Notch Filter
• OFDM
• O-RAN
• Oscilloscope Software
• Parametric Equalizer (EQ)
• Quantization
• Radar System Design
• RF System
• S-Parameter
• SerDes (Serializer/Deserializer)
• Signal Integrity
• Software-Defined Radio
• Sound Pressure Level (SPL)
• Spectrum Analyzer Software
• Stream Processing
• Synthetic Aperture Radar (SAR)
• Ultra-Wideband (UWB)
• Wavelet Transforms
• Wireless Network
• Wireless Transceiver

Simulink

• Block Diagram
• Cyber-Physical Systems
• Modeling and Simulation
• Service-Oriented Architecture (SOA)
• Simulation Software
• Simulink Support for Embedded Hardware
  
• Technology Readiness Level (TRL)
• Variant Design in Simulink

Statistics and Machine Learning

• AdaBoost
• Anomaly Detection
• Artificial Intelligence
• Autoencoders
• AutoML
• Clustering
• Condition Monitoring
• Convolutional Neural Network
• Cross-Validation
• Deep Learning
• Feature Selection
• Feature Engineering
• Generative Adversarial Networks (GANs)
• Ground Truth
• Interpretability
• Linear Model
• Linear Regression
• Long Short-Term Memory (LSTM) Networks
• Machine Learning
• Machine Learning Models
• Manufacturing Analytics
• MATLAB vs. R
• MLOps
• Monte Carlo Simulation
• Multivariate Analysis of Variance (MANOVA)
• Neural Network
• Nonlinear Model
• Nonlinear Regression
• Overfitting
• Panel Data
• Predictive Analytics
• Predictive Maintenance
• Prescriptive Analytics
• Probability Distributions
• Process Capability
• Prognostics and Health Management (PHM)
• Random Number
• Recurrent Neural Network (RNN)
• Regularization
• ROC Curve
• Smoothing
• Supervised Learning
• Support Vector Machine (SVM)
• TinyML
• Transfer Learning
• Unsupervised Learning

Symbolic Computing

• Analytical Solution
• Computer Algebra System
• Dimensional Analysis
• Integral
• Inverse Kinematics
• MuPAD

Test and Measurement

• Controller Area Network
• Data Acquisition System Development
• Requirements Traceability
• XCP Protocol for ECU Measurement and Calibration

Text Analytics

• Bag-of-Words (BoW)
• Lemmatization
• Natural Language Processing
• N-gram
• Sentiment Analysis
• Stemming
• Text Mining
• Word2vec

Verification, Validation, and Test

• Formal Verification
• IEC 62304
• Model-Based Testing
• Requirements Traceability