2025, Vol. 10, Special Issue 7
Evaluation of statistical models for forecasting of area, production and productivity of total Pulses in Chhattisgarh
Author(s): Sandeep Sonkar, D Nishad, Reshma Rakse, Dipti and Priyanka Sahu
Abstract: The study has been carried out to forecast time series data from 2001 to 2023 of total Pulses production in Chhattisgarh along with the evaluation of Statistical Models for forecasting of area, production and productivity of total Pulses in Chhattisgarh. To explain the fluctuation in area, production, and productivity of total Pulses in Chhattisgarh. An effort has been made to fit linear, polynomial, ARIMA models and in order to develop a methodology that can accurately explain the variation in area, production and productivity. In addition to the model selection for future forecasts, the significant higher coefficient of determination (R
2) and the lowest MAPE and RMSE values were used as model selection criteria. In this study production & productivity increased from 2001 to 2023, while the area of total pulses exhibited a fluctuating constant and dropping tendency during the predicted period which is up to five years. The prediction performance or better accuracy fitted models results in terms of MAE, RMSE, and R
2 for ARIMA. It is found that ARIMA(1,2,1) models for Area, ARIMA(0,0,0) for production and ARIMA(0,1,1) for productivity , where Area with lowest MAE (53.03), RMSE (65.26) value and greater R
2 (0.60) and Production with lowest MAE (64.580), RMSE (101.47) value and greater R
2 (0.80) and Productivity with lowest MAE (73.14), RMSE (78.98) value and greater R
2 (0.87) has outperformed than other model respectively. The future projection of the total Pulses crop showed a declining tendency for area and production whereas a minute inclining trend in productivity.
Pages: 65-70 | Views: 754 | Downloads: 8Download Full Article: Click HereHow to cite this article:
Sandeep Sonkar, D Nishad, Reshma Rakse, Dipti, Priyanka Sahu. Evaluation of statistical models for forecasting of area, production and productivity of total Pulses in Chhattisgarh. Int J Stat Appl Math 2025;10(7S):65-70.