Karl Ezra Pilario
University of the Philippines - Diliman
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Associate Professor, University of the Philippines - Diliman, Department of Chemical Engineering. Research Interests: process data analytics, process systems engineering, machine learning.
MATLAB
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AI 221 - Classical ML - Code Repository
Code Repository for AI 221, a graduate course at the A.I. Program, College of Engineering, University of the Philippines, Dilima...
11 Monate vor | 1 Download |
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Tutorial: Bayesian Optimization
1D and 2D black-box Bayesian optimization demonstration with visualizations.
fast 2 Jahre vor | 19 Downloads |
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Tutorial: Genetic Algorithm and Particle Swarm Optimization
GA and PSO: Code with comments for understanding the algorithms.
fast 2 Jahre vor | 9 Downloads |
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Newell-Lee Evaporator System for System Identification
Simulink implementation of an industrial case study with 3 inputs and 3 outputs
fast 4 Jahre vor | 6 Downloads |
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Sudoku Solver by Recursive Backtracking
A standard implementation of recursive backtracking in solving a Sudoku puzzle
fast 4 Jahre vor | 1 Download |
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Orthogonal Collocation on Finite Elements - CSTR Example
An implementation of OCFE as described in Liebman et al (1992) for the dynamic data reconciliation of a CSTR.
mehr als 4 Jahre vor | 2 Downloads |
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Kernel PCA Contour Maps for Fault Detection
Visualizations of the T2 and Q statistical indices for KPCA-based fault detection using contour maps
fast 5 Jahre vor | 6 Downloads |
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Binary and Multi-class SVM
SVMs for classifying 2D data to 2 or more classes, with 3D/2D visualizations as output.
fast 5 Jahre vor | 8 Downloads |
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Dragon Curve from Paper Folding
Plot of the Heighway Dragon Curve fractal from folding paper halfway N times
etwa 5 Jahre vor | 2 Downloads |
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Feedback-controlled CSTR Process for Fault Simulation
Three-state closed-loop CSTR dynamic model with simulation of incipient faults
etwa 5 Jahre vor | 9 Downloads |
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Cascade-controlled CSTR for Fault Simulation
A 4-state CSTR process dynamic simulation under 2 cascade control loops with fault simulation
mehr als 5 Jahre vor | 6 Downloads |
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Bayesian Polynomial Curve Fitting
An implementation of the example from Bishop, Pattern Recognition and Machine Learning, 2006
mehr als 5 Jahre vor | 3 Downloads |
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zeckendorf(N)
zeckendorf(N) using a greedy algorithm with binary exponentiation for computing Fib(n)
fast 6 Jahre vor | 1 Download |
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Animated Laser Bouncing in a 2D Box
A simple code for an animated line using MATLAB's animatedline
etwa 6 Jahre vor | 1 Download |
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Visualizations of Kernel Principal Components Analysis
Grayscale visualizations of the kernel space for toy 2D examples trained using KPCA
etwa 6 Jahre vor | 1 Download |
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PCA-based Fault Detection for 2D Multivariate Process Data
Fault detection in a simple process using PCA and Kernel Density Estimation
etwa 6 Jahre vor | 10 Downloads |
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Linear Steady-state Observability and Redundancy Analysis
Variable classification in a process flow network using QR factorization
mehr als 6 Jahre vor | 3 Downloads |
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Non-ideal Ethanol(1)/Water(2) Pxy Diagram
Generate a Pxy Diagram using non-ideal Bubble P calculations for a given T
mehr als 6 Jahre vor | 2 Downloads |
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Ford-Fulkerson Algorithm for Max Flow Problem
An Edmonds-Karp implementation to solve the Max-flow Min-cut Problem
mehr als 6 Jahre vor | 8 Downloads |