Future Securing of the Raw Materials Base

Abstract

The growth in human population results in an increasing demand for raw materials. Recycling is a way to reduce the primary raw materials demand, but growing dilution of technology metals in consumer products and continuous shortening of life cycles lead to an increasing demand for such primary raw materials. In addition, the quality of secondary raw materials is lower compared to primary mining products. However, in circular resources chemistry, the raw materials are processed independent from their source, i.e., it does not matter if they come from mining, recycling, or renewable resources, and they always have primary product quality.

Ensemble Learning Applications in Multiple Industries: A Review

“…The growth in human population results in an increasing demand for raw materials. the raw materials are processed independent from their source [23]. For the mining industry, the largest source of raw materials, integrated learning has also shown its excellent performance, i.e., [24] Lawley et al combines the available datasets significantly reduces the search space for mineral exploration targeting, as demonstrated by gradient boosting machines (GBM), XGBoost, generalized linear model (GLM), distributed random forest (DRF), extremely randomized forest (XRT), deep neural networks (DNN), stacked ensembles.…”