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Biao Huang

University of Alberta

SCHOLARLY PAPERS

13

DOWNLOADS

613

TOTAL CITATIONS

1

Scholarly Papers (13)

1.

Stictiongpt: Detecting Valve Stiction in Process Control Loops Using Large Vision Language Model

Number of pages: 22 Posted: 22 May 2025
Xi'an Jiaotong University (XJTU), Tsinghua University, Tsinghua University and University of Alberta
Downloads 106 (659,652)

Abstract:

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Valve Stiction Detection, Large Vision Language Model, Industrial Fault Diagnosis, process control

2.

Robust Soft Sensing with Causal and Injectivity-Preserving Graph Neural Network

Number of pages: 40 Posted: 26 Aug 2025 Last Revised: 07 Jan 2026
Warren Acheampong, Om Prakash and Biao Huang
University of Alberta, University of Alberta and University of Alberta
Downloads 99 (694,528)

Abstract:

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Graph Neural Networks, Soft Sensor, Graph Structure Learning, Dynamic Mode Decomposition, Injectivity, Causality

3.

A Parallel Bayesian Estimation Method for Nonlinear State-Space Systems

Number of pages: 28 Posted: 09 Jan 2025
affiliation not provided to SSRN, affiliation not provided to SSRN, Tsinghua University, affiliation not provided to SSRN and University of Alberta
Downloads 64 (924,743)

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Estimation, filtering, system identification, Metropolis-Hastings-within-Gibbs sampling.

Big Data-driven Predictive Control for Nonlinear Systems Based on Kernel Density Estimation of Data Trajectories

Number of pages: 31 Posted: 22 Oct 2025
Shuangyu Han, Yitao Yan, Jie Bao and Biao Huang
affiliation not provided to SSRN, affiliation not provided to SSRN, University of New South Wales and University of Alberta
Downloads 44 (1,157,169)

Abstract:

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big data-driven predictive control, behavioural systems theory, data trajectory clustering, kernel density estimation, behaviour interpolation, information entropy

Big Data-driven Predictive Control for Nonlinear Systems Based on Kernel Density Estimation of Data Trajectories

Number of pages: 31 Posted: 22 Oct 2025
Shuangyu Han, Yitao Yan, Jie Bao and Biao Huang
affiliation not provided to SSRN, affiliation not provided to SSRN, University of New South Wales and University of Alberta
Downloads 14 (1,570,077)

Abstract:

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big data-driven predictive control, behavioural systems theory, data trajectory clustering, kernel density estimation, behaviour interpolation, information entropy

5.

Robust and Constrained Tracking of Psv Interface Using Convolutional Neural Networks and Optimistic Moving Horizon Estimation

Number of pages: 11 Posted: 08 Jul 2024
University of Alberta, University of Alberta, University of Alberta and University of Alberta
Downloads 53 (1,031,043)

Abstract:

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Image Processing, Primary Separation Vessels, Moving Horizon Estimation, Interface Level Estimation, Robust and Constrained Estimation, Convolutional Neural Networks

6.

Physics-Guided Transfer Learning for Bayesian Optimization of Chemical Port-Hamiltonian Systems

Number of pages: 32 Posted: 27 Mar 2025
Negareh Mahboubi, Junyao Xie and Biao Huang
University of Alberta, University of Alberta and University of Alberta
Downloads 51 (1,052,702)

Abstract:

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Bayesian optimization, Transfer learning, Gaussian process, Port-Hamiltonian systems, Physics-enhanced machine learning

7.

Real-Time Freeze Point Prediction Using Multi-Rate Measurements in the Blending Process

Number of pages: 12 Posted: 22 May 2025
University of Alberta, University of Alberta, University of Alberta, affiliation not provided to SSRN, affiliation not provided to SSRN and University of Alberta
Downloads 48 (1,086,013)

Abstract:

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Freeze point, Soft sensor, Multi-rate measurements, Expectation-Maximization, Particle filtering

8.

Robust to Outlier Image Inpainting for Interface Detection in Primary Separation Vessel

Number of pages: 13 Posted: 12 Nov 2024
University of Alberta, University of Alberta, Imperial College London and University of Alberta
Downloads 44 (1,133,231)
Citation 1

Abstract:

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Image Inpainting, Latent Variable Modeling, Variational Inference, Sparsity, Primary Separation Vessel

9.

Moving Horizon Estimation for Pipeline Leak Detection, Localization, and Constrained Size Estimation

Number of pages: 29 Posted: 18 Feb 2024
Junyao Xie, Biao Huang and Stevan Dubljevic
University of Alberta, University of Alberta and University of Alberta
Downloads 32 (1,290,922)

Abstract:

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Distributed Parameter Systems, Hyperbolic Partial Differential Equations, Moving Horizon Estimation, Pipeline Leak Detection and Localization, Constrained Estimation

Oscillation Analysis Using Retrieval-Augmented Generation

Number of pages: 16 Posted: 22 Aug 2025
University of Alberta, University of Alberta and University of Alberta
Downloads 16 (1,548,841)

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oscillation detection, large language models, retrieval-augmented generation, control system monitoring, Industrial automation

11.

Digital Twin and Control of an Industrial-Scale Bitumen Extraction Process

Number of pages: 47 Posted: 11 Jan 2024
University of Alberta, affiliation not provided to SSRN, Imperial Oil Ltd, affiliation not provided to SSRN, affiliation not provided to SSRN, affiliation not provided to SSRN and University of Alberta
Downloads 26 (1,372,601)

Abstract:

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Digital Twin, Model Predictive Control, oil sands, Bitumen Extraction, Primary Separation Vessel, Flotation Cells

12.

Transfer H2 Estimation and Control of Linear Systems with Limited Data

Number of pages: 9 Posted: 16 Apr 2026
Junyao Xie and Biao Huang
University of Guelph and University of Alberta
Downloads 8 (1,555,090)

Abstract:

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Process monitoring and control, discrete-time systems, uncertain systems, Transfer learning, robust estimation and control, linear matrix inequalities

13.

Recursive State Estimation with Non-Negativity Constraints using Constrained Extended Kalman and Particle Filters with Truncated Distributions and Positivity-Preserving ODE Solvers

Number of pages: 25 Posted: 06 Feb 2026
J. Prakash, Biao Huang and Sirish L. Shah
affiliation not provided to SSRN, University of Alberta and University of Alberta
Downloads 8 (1,555,090)

Abstract:

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Constrained State Estimation, Extended Kalman Filter, Particle Filter, Dynamic Data Reconciliation