In Japanese ■At first
■Crassical Control 【PID Gain tuning】 Ultimate sensitivity method , Step response method , Pole placement method:2nd order delay + PID
【Application】 I-PD type control , PD-D type control , Velocity type PID , Internal Model Control , IMC vs PID , Filtered derivative ■Modern Control Modern control is Derivation of state equation
【Observer】State observer , Disturbance observer , Kalman filter , Kalman gain , Transfer function of the state equation ■Control theory Transfer function , Transfer function synthesis , Closed-loop/Open-loop transfer function
【Low-pass filter】 first-order delay：transfer function , bode plot , second-order delay：Bode plot , Butterworth Filter , Bessel Filter
【High-pass filter】 Lagged derivative
【All-pass filter】 transfer function , Pade approximation
【Band-stop filter】 Notch filter , 【Band-pass filter 】 ■Digital signal processing Frequency analysis method , Calculate the Fourier transform , Detrending method , Sampling theorem , DC component , Floating point number , Bilinear transform , Resolution, sampling period ,
Fixed point number , Digital filter , Octave analysis ■Electrical/Electronic circuit Freewheeling Diode , Alternating Current , Termination resistor , IC related terms ,
Adders, Subtractors , H-bridge , Motor type , ROM, RAM, register, cash ,
Open/short circuit failures , High/low-side driver , Mechanism of electric shock , Zener diode , Rectifier circuit , Pull-up/pull-down resistors ,
Joule heat , Transformer , DC-DC converter , AC-DC converter , Inverter , Solenoid valves, relay , Switch type , Comparator ,
Analog-to-Digital Conversion , Impedance, resistance, reactance , Clock generator , Surge current , Clarke transformation , Sine Wave Generation ■Communication technology 【Serial communication】 CAN,LIN communication , SENT communication , USB communication , Ethernet , SPI , Data transfer speed , Parity check, Check sum, Cyclic redundancy check , Clock synchronous, Asynchronous methods ,
Differential Signaling , Power Line Communication
【Network communication】 Message authentication, Digital signature ■Mechanics Force, torque, work, power , Aacceleration, angular acceleration , Mass-spring-damper model , Moment of inertia , inverted pendulum , Differential eq. for motors and disks , Slope angle , Frictional force ■Thermodynamics, fluid mechanics Heat transfer coefficient , Heat quantity ■Electromagnetism Electromagnetic induction ■Mathematics Exponential, Power function , Arctangent and Hyperbolic Tangent , Matrix multiplication , Transposed matrix , Fourier Transform , Fast Fourier Transform , Matrix derivative , Manhattan/Euclidean distance , Centroid ,
Vertical bar , Gaussian integral formula , Cosine similarity , summation Σ, product Π , Decibel , Numerical differentiation , induction, deduction, abduction , Spline curve , Lagrange's Method of Undetermined Multipliers ,
Purpose of the matrix , Proof by contradiction ■Probability / Statistics Expected value , Weighted/moving average , Root Mean Square , Variance, Standard deviation, Covariance , least squares formula , Joint probability, Conditional probability , Weibull distribution , Chi-square distribution ,
Gaussian process regression , Basis functions , Kernel function , Ridge/Lasso regression ■Machine learning ε-greedy method , Reinforcement learning , Temporal Difference learning , Regression vs Classification vs Clustering , Parametric model vs Nonparametric model , LSTM , Error function , Experience replay ,
Gradient Method , Softmax function , Gaussian Naive Bayes ■Software Horner's rule , Web image download , Validation, Verification , Affine transformation , Program, script , Image filter, padding ■Automotive engineering Fuel injection amount , Running resistance , Vehicle acceleration , Alternator , IMEP vs BMEP , Model year , Roll, Pitch, Yaw , Turning radius of vehicle ,
Torque and Power , Engine vs vehicle speed , WLTP, WLTC , OBD , Tire size , Failsafe, failproof , Water/Buttock/Transverse Line , Gears, splines ,
Radial and thrust directions , Air conditioner, chiller , Cornering force , PWR, PMR , Certification test cycles , CD, CS mode , AC,DC efficiency , Regulations, Standards ,
Hybrid Systems , Normal/fast charging , BSFC ■Chemistry Lithium ion batteries , Polarization, overpotential, OCV, CCV , Voltaic battery, Daniel battery , Arrhenius equation ■Python 【library】 pip , MeCab
【common】 pickle , class , read, readline
【numpy】 asfarray , digitize , linalg.solve , meshgrid , mgrid , ndmin , pad , poly1d , polyfit , prod , shape
【matplotlib】 figure , pcolormesh , scatter
【pytorch】 BCELoss, MSELoss , device , Embedding , TensorDataset, Dataloader , RNN, LSTM
【sklearn】 SVC , GaussianNB
【scipy】 interpolate
【tkinter】 postscript , image display , frame, grid , Crop Image
【OpenAI gym】 CartPole-v0
【other】 linear interpolation , 1 of K coding , Hysteresis switch ■Scilab Basic usage of XCOS , TOWS , Invalid index , csvWrite , MUX , cat , CSCOPE , CMSCOPE , PRODUCT , GAIN ■Excel 【Setting】 Added Data Analysis tab , Combining/cutting shapes
