STIMP
0.1.0
  • Installation
  • Usage
  • Train baselines
  • Four representative coastal ocean area analysis
    • Pearl River Estuary
    • Northern Gulf of Mexico
    • Chesapeake Bay
    • Yangtze River Estuary
      • Imputation with trained STIMP in the Yangtze River Estuary
      • Prediction performance of STIMP in the Yangtze River Estuary
      • Case study of prediction performance in the Yangtze River Estuary
  • Supplementary main results
STIMP
  • Four representative coastal ocean area analysis
  • Yangtze River Estuary
  • View page source

Yangtze River Estuary

The Yangtze River is the third longest river in the world. The river discharges into the adjacent Yangtze River Estuary near the megacities, Shanghai and Hangzhou.

  • Imputation with trained STIMP in the Yangtze River Estuary
    • Fig 5g: Missing rate is equal to 0.1
    • Fig 5g: Missing rate is equal to 0.5
    • Fig 5g: Missing rate is equal to 0.9
  • Prediction performance of STIMP in the Yangtze River Estuary
    • Supplementary Fig 4d: imputation reduces the mean square error of prediction
    • Supplementary Fig 2d: overall prediction performance in terms of mean square error
    • Supplementary Fig 4d: imputation reduces the mean absolute error of prediction
    • Fig 2b: overall performance in term of mean absolute error
    • Fig 5h: mean absolute error of PredRNN
    • Fig 5h: mean absolute error of STIMP
    • Fig 5h: improvement of STIMP compared to PredRNN
  • Case study of prediction performance in the Yangtze River Estuary
    • Fig 5f: Predicted Chl_a of XGBoost, STIMP and PredRNN at Position 1
    • Fig 5f: Predicted Chl_a of XGBoost, STIMP and PredRNN at Position 2
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