Tag: Dashboards
AquiferPulse
AquiferPulse is a groundwater observation & analytics dashboard (Streamlit): well-level tracking, seasonal anomalies, satellite-assisted indicators, and short-term ML forecasts.
Tag: Drought
Binary Drought Event Classifier
A monthly, station-level drought event classifier for nine stations in Southeastern Australia (1994–2024).
Phase 1 (R): SPI-3/12, NDVI/EVI prep, past-only labels.
Phase 2 (Python): chronological split, class-weighted Random Forest (AUC≈0.90), PR-curve thresholding, compact NN/ensembles comparisons.
Phase 3: transfer to unseen station; recalibration + light fine-tuning recovers recall while keeping ranking skill.
Soil Moisture Memory and Wavelet Entropy Synergy in Machine Learning Drought Forecasting
Tag: Groundwater
AquiferPulse
AquiferPulse is a groundwater observation & analytics dashboard (Streamlit): well-level tracking, seasonal anomalies, satellite-assisted indicators, and short-term ML forecasts.
Groundwater management using IoT, technology, machine learning, and civil engineering approach
Tag: Hydrology
Binary Drought Event Classifier
A monthly, station-level drought event classifier for nine stations in Southeastern Australia (1994–2024).
Phase 1 (R): SPI-3/12, NDVI/EVI prep, past-only labels.
Phase 2 (Python): chronological split, class-weighted Random Forest (AUC≈0.90), PR-curve thresholding, compact NN/ensembles comparisons.
Phase 3: transfer to unseen station; recalibration + light fine-tuning recovers recall while keeping ranking skill.
Tag: Machine Learning
Binary Drought Event Classifier
A monthly, station-level drought event classifier for nine stations in Southeastern Australia (1994–2024).
Phase 1 (R): SPI-3/12, NDVI/EVI prep, past-only labels.
Phase 2 (Python): chronological split, class-weighted Random Forest (AUC≈0.90), PR-curve thresholding, compact NN/ensembles comparisons.
Phase 3: transfer to unseen station; recalibration + light fine-tuning recovers recall while keeping ranking skill.
Groundwater management using IoT, technology, machine learning, and civil engineering approach
Soil Moisture Memory and Wavelet Entropy Synergy in Machine Learning Drought Forecasting
Tag: Python
AquiferPulse
AquiferPulse is a groundwater observation & analytics dashboard (Streamlit): well-level tracking, seasonal anomalies, satellite-assisted indicators, and short-term ML forecasts.
Binary Drought Event Classifier
A monthly, station-level drought event classifier for nine stations in Southeastern Australia (1994–2024).
Phase 1 (R): SPI-3/12, NDVI/EVI prep, past-only labels.
Phase 2 (Python): chronological split, class-weighted Random Forest (AUC≈0.90), PR-curve thresholding, compact NN/ensembles comparisons.
Phase 3: transfer to unseen station; recalibration + light fine-tuning recovers recall while keeping ranking skill.
Tag: R
Binary Drought Event Classifier
A monthly, station-level drought event classifier for nine stations in Southeastern Australia (1994–2024).
Phase 1 (R): SPI-3/12, NDVI/EVI prep, past-only labels.
Phase 2 (Python): chronological split, class-weighted Random Forest (AUC≈0.90), PR-curve thresholding, compact NN/ensembles comparisons.
Phase 3: transfer to unseen station; recalibration + light fine-tuning recovers recall while keeping ranking skill.
Tag: Streamlit
AquiferPulse
AquiferPulse is a groundwater observation & analytics dashboard (Streamlit): well-level tracking, seasonal anomalies, satellite-assisted indicators, and short-term ML forecasts.