Faculty profile
Jinfeng Liu
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Research
Latest papers
Surface-Enhanced Raman Spectroscopy-Machine Learning for Multiplex Naphthenic Acid Profiling in Water.
Analytical chemistry · 2025
Determination of Trace Organic Contaminant Concentration via Machine Classification of Surface-Enhanced Raman Spectra.
Environmental science & technology · 2024
Sensitivity-based dynamic performance assessment for model predictive control with Gaussian noise.
ISA transactions · 2023
Latest funding
- $30,000
Data-driven optimal control for continuous monoclonal antibodies manufacturing
NSERC · 2022 · Principal investigator
- $30,000
Optimal control algorithm for continuous processes with switching operations
NSERC · 2021 · Principal investigator
- $140,376
Towards water sustainability in agriculture through closed-loop irrigation
NSERC · 2020 · Principal investigator
4 publications.
Surface-Enhanced Raman Spectroscopy-Machine Learning for Multiplex Naphthenic Acid Profiling in Water.
Rashidi M, Kianpoor Z, Wu H, Wang X, Liu J, Maeda N, Zhang X
Determination of Trace Organic Contaminant Concentration via Machine Classification of Surface-Enhanced Raman Spectra.
Jayaprakash V, You JB, Kanike C, Liu J, McCallum C, Zhang X
Sensitivity-based dynamic performance assessment for model predictive control with Gaussian noise.
Liu J, Bo S, Decardi-Nelson B, Liu J, Hu J, Zou T
Robust control of saturating systems with Markovian packet dropouts under distributed MPC.
Zhang L, Xie W, Liu J
Data-driven optimal control for continuous monoclonal antibodies manufacturing
Principal investigators: Liu, Jinfeng J
Keywords: Artificial intelligence; Biopharmaceutical processes; Control invariant set; Data-driven; Graph theory; Monoclonal antibodies manufacturing; Optimal control; Stability
Optimal control algorithm for continuous processes with switching operations
Principal investigators: Liu, Jinfeng
Towards water sustainability in agriculture through closed-loop irrigation
Principal investigators: Liu, Jinfeng J
Modeling and optimal control of integrated continuous monoclonal antibody manufacturing processes _x000d_
Principal investigators: Liu, Jinfeng
An Economic Model Predictive Control Framework for Smart Manufacturing
Principal investigators: Liu, Jinfeng
Keywords: Model Predictive Control; Nonlinear Processes; Optimal Control; Process Control; State Estimation
Soil water content map construction using microwave sensor and agro-hydrological model**
Principal investigators: Liu, Jinfeng
Industrial Alarm Management using Reinforcement Learning
Principal investigators: Liu, Jinfeng
A systems engineering approach for precision irrigation
Principal investigators: Liu, Jinfeng
Approximation of irregular irrigation areas and irrigation command calculation
Principal investigators: Liu, Jinfeng
Modeling and control of hemoglobin response for anemia management
Principal investigators: Liu, Jinfeng
From CIHR, NSERC and SSHRC funding decisions: CIHR since 2008, NSERC since 1991 and SSHRC since 1998, including their latest published competition results.
Frequent collaborators
- Jinfeng Liu and Xuehua Zhang: 2 shared papers
- Xuehua Zhang and NOBUO MAEDA: 2 shared papers
- Jinfeng Liu and NOBUO MAEDA: 1 shared paper
- Chemical and Materials Engineering
- Chemical and Materials Engineering - University of Alberta
- Civil & Environmental Engineering
Co-authors at University of Alberta, colored by department. Thicker lines mean more shared papers; select anyone to open their profile and their own map.
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