frappe / erpnext

Free and Open Source Enterprise Resource Planning (ERP)
https://erpnext.com
GNU General Public License v3.0
20.81k stars 7.14k forks source link

Integrate some common demand forecasting algorithms, replenishment algorithms, solvers, and cutting-edge machine learning algorithms #34716

Open azaleaFang opened 1 year ago

azaleaFang commented 1 year ago

Now the supply chain is fully transformed to Digital age, entering the era of Industry 4.0. I would like to ask if you have any plans in the future to integrate some common demand forecasting algorithms, replenishment algorithms, solvers and machine learning algorithms into this ERP system. I think if these algorithms are integrated, the system will be more perfect and conform to the latest development direction of supply chain software technology. For example, we often talk about EMA, ARIMA, Holt-winters, and so on. Next, with the development of machine learning, there are machine learning driven prediction algorithms like LGB and random forest. Later, some deep learning algorithms have been developed, such as TFT and Deepar. Looking forward to your reply.

azaleaFang commented 1 year ago

For example, in the demand forecasting interface, integrate relevant demand forecasting algorithms, and integrate corresponding replenishment algorithms in the replenishment and inventory management modules

azaleaFang commented 1 year ago

Because I have found through research that many of our domestic erp software are developing in this direction, integrating corresponding algorithms, and developing relatively rapidly.