AI & Time-series Modeling
Deep learning, multivariate forecasting, transfer learning, and interpretable model design.
Hi, I’m Jingzhe Hu.
I am currently pursuing a Ph.D. at Hohai University.
Academic profile at a glance
- 6+
- Publications
- 75+
- Citations
- 3
- Authorized Patents
- 1
- Software Copyright
Interdisciplinary profile
Research depth with engineering range.
A researcher building intelligent models and deployable systems for complex water environments.
I am a Ph.D. student in Hydrology and Water Resources at Hohai University. My work focuses on AI-driven water quality forecasting, watershed-scale environmental modeling, and intelligent systems for complex water environments.
My background spans computer science, embedded development, UAV control, and hydrological modeling. I build systems that aim to be accurate, transferable, interpretable, and deployable.
Hydrology & Water Environment
Watershed processes, water quality dynamics, marine ranching, and monitoring networks.
Embedded Systems & UAVs
Firmware, sensor fusion, GNSS integration, flight control, and intelligent hardware.
Research interests
Three pillars of water intelligence.
The research connects predictive intelligence, environmental process understanding, and systems that can operate beyond the laboratory.
Pillar 01
AI-driven Water Quality Forecasting
Transferable, interpretable, and long-term prediction of critical water-quality variables across monitoring regimes.
- Multi-horizon
- Cross-basin
- Interpretable AI
Pillar 02
Watershed-scale Environmental Modeling
Modeling hydrological and water-quality dynamics across complex basins, marine ranches, and monitoring networks.
- Basin processes
- Water environment
- Smart aquaculture
Pillar 03
Embedded Intelligence for Water Systems
Deployable sensing, GNSS, sensor fusion, and UAV platforms that connect environmental models to field operations.
- Embedded systems
- GNSS
- UAV sensing
Selected work
Featured projects
Representative research and engineering work spanning water intelligence, embedded sensing, GNSS, and UAV systems.
Selected project cluster
From watershed intelligence to field sensing
Hover or focus the stack to reveal three connected research directions.
- 01Cross-basin Water Quality ForecastingAI Models
- 02Marine Ranching Water Quality PredictionResearch
- 03Multi-input Multi-output Water Quality ModelingAI Models
AI ModelsCross-basin Water Quality Forecasting
A transferable long-term forecasting framework combining multiscale decomposition and fuzzy-rule attention across basin regimes.
ResearchMarine Ranching Water Quality Prediction
Long-horizon prediction for dissolved oxygen and key aquaculture variables using multivariate deep learning.
AI ModelsMulti-input Multi-output Water Quality Modeling
A multi-variable framework for forecasting several critical water-quality factors over extended horizons.
01 / Current focus
Cross-basin Water Quality Forecasting
A transferable long-term forecasting framework combining multiscale decomposition and fuzzy-rule attention across basin regimes.
- Transfer Learning
- Multiscale
- Fuzzy Attention
- Water Research
02 / Current focus
Marine Ranching Water Quality Prediction
Long-horizon prediction for dissolved oxygen and key aquaculture variables using multivariate deep learning.
- Marine Ranching
- Dissolved Oxygen
- Time Series
03 / Completed
Multi-input Multi-output Water Quality Modeling
A multi-variable framework for forecasting several critical water-quality factors over extended horizons.
- MIMO
- Transformer
- Long-term Forecasting
04 / Completed
Embedded GNSS Development
Beidou GNSS integration, automotive-grade SDK engineering, and positioning workflows informed by A-SPICE practice.
- Beidou GNSS
- SDK
- RTK
- A-SPICE
05 / Completed
Quadrotor UAV Flight Control System
Flight control, attitude estimation, altitude hold, telemetry, and vision-assisted navigation for complex indoor and field environments.
- STM32
- Kalman Filter
- Quaternion
- Cascade PID
06 / Current focus
Smart Aquaculture Decision Support
Multi-source environmental sensing and predictive services for marine ranching and intelligent aquaculture operations.
- Smart Fisheries
- IoT
- Decision Support
- Water Quality
Recognition
Selected honors and intellectual property
A compact record of research recognition, authorized patents, and engineering competition outcomes.
Selected honors
View all honorsOutstanding Student Presentation, 11th Youth Geoscience Forum
ConferenceShandong Provincial Outstanding Graduate
ProvincialSchool-Level Outstanding Student Title
UniversityNational Second Prize, 21st China Graduate Mathematical Modeling Competition, Team Leader
NationalNational Third Prize, 20th China Graduate Mathematical Modeling Competition, Team Leader
NationalAuthorized patents
View research outputsA watershed hydrological multivariate forecasting method based on meta-learning TFT architecture
AuthorizedA spatial intelligent watershed hydrological and water quality multivariate forecasting method based on quaternion time-frequency multiscale
AuthorizedA watershed monitoring network layout optimization method based on mutual-information active learning
AuthorizedBeyond research
Landscapes beyond datasets.
Hiking restores scale and patience. Photography records how light, water, terrain, and time shape the world.
Beyond research
Hiking and photography
Hiking restores scale and patience. Photography records how light, water, terrain, and time shape the world.
Hiking
Hiking helps me observe landscapes beyond datasets.
Photography
Photography records how light, water, terrain, and time shape the world.
Contact
Let us work on difficult water problems.
I am open to academic collaboration, research exchanges, and engineering conversations around AI for water, environmental sensing, and intelligent hardware.