References | Algorithm | Plant | Data type | Data pre-processing | Other parameters | Predictor variables |
---|---|---|---|---|---|---|
[46] | KNN, MLP, SVR regression trees | Pepper, bean chickpea, corn potato, tomatoMexican husk tomato | Historical yield climateirrigation plans | / | / | Planting area min, max and avg temperature precipitation, irrigation solor radiation |
[51] | RF | Groundnut millet | Historicalyield | KNN for dataimputation | / | Sunlight, humidity precipitation min, max, avg temperature |
[54] | SVM, RF Gaussian process regression | Winter wheat | Remote sensing climate, soil yield,crop map | Google earth engine (GEE) | Regional differences of yieldvariable importance | Min, max temperature NDVI, EVI palmer drought severity index, precipitation soil: moisture, physical and chemical properties |
[121] | LSTM | Soybean | Satellite imageswheather and historicalyield | GEE | / | NDVI, EVI, land surface and air temperature precipitation |
[120] | RF | Corn, soybean | Historical yield satellite remote sensors ancillary and environment | / | / | Dynamic ranged vegetation index (WDRVI), temperature precipitation, soil moisture shortwave radiation statistics related to county-level irrigated harvested cropland |
[83] | DNN | Soybean | Multi remote sensing data | Pix4D mapper softwrare: UAl RGB, multi spectral andTIR imagesconversion of radiometric value | / | 25 features: canopy spectral structure, thermal and texture features NIR, NDVI, WDRVI, EVI |
[1] | SVR | Potato | proximal sensing (soil and crop properties) yield data | Effects of data-set size on accuracy | / | Soil electrical conductivity soil moisture, soil slope, soil chemistryNDVI |
[65] | SVR | Wheat | Satellite images climate and yield records and maps | KNN | / | NDVI, precipitation max temperature |
[40] | RF | Wheat, barley canola | Yield, soil, climate remote sensing Geo-physical data | / | Pre-sowing mid and late season | Soil maps, surveys rainfull, NDVI |
[42] | RF | Mango | Irrigation, historical yield | / | Different irrigation regimes | / |
[34] | ANN | Tomato | Historical data | / | Water monitoring different radiations values | CO2, day, water radiation, temperature |
[97] | RNN | Soybean maize | Multi sources: satellite, soil properties | / | Pre-season yield | Min and max temperature precipitation soil, pH and other 10 features |
[59] | RF | Wheat, maize potato | Multi sources: climate, soil photo-period water, yields fertilisation | / | Climate and biophysical variables at global and regional scales | Many features on climate and soil and nitrogen fertiliser |
[73] | ELM | Robusta coffee | Soil components | / | Soil fertility | Exchangeable calcium boron, magnesium and nitrogen, PH Zinc potassium, sulphur phosphorus |
[102] | ANN supervised kohonen counter propagation XY-fusion | Wheat | Multi-spectral satellite data | Orthorectification in-band reflectance calibration | Physico-chemical soil parameters | NDVI |
[114] | non-linear regression | Cabbage | Sensor data | / | Nitrogen variation | NDVI |