The cement industry is facing the challenge of a lack supplementary cementitious materials substituting clinker. This applies primarily to granulated blast furnace slag, most commonly used as main component cements, due changes in metallurgical industry, and siliceous fly ash abandonment fossil fuels world. A potential new common cements may be calcined marls, which are available large quantiti...

Modern manufacturing systems are becoming increasingly complex, dynamic, and connected, their performance is being affected by not only constituent processes but also system-level interactions. This paper presents an integrated modelling method based on a graph neural network (GNN) multi-agent reinforcement learning (MARL) collaborative control for adjusting individual machining process paramet...

In order to evaluate the effects of parent material on clay mineralogy in northface of the Elborz mountain area that is covered with deciduous trees, five mountain physiographical units with dolomite, sandstone, marl, limestone and conglomera parent material were selected and in each physiographical unit some soil profiles were studied. Soil samples were taken from different horizons and leyers...

This paper depict using multi-agent reinforcement learning (MARL) algorithm for learning traffic pattern to minimize the traveling time or maximizing safety and optimizing traffic pattern (OTP). This model provides a description and solution to optimize traffic pattern that use multi-agent based reinforcement learning algorithms. MARL uses multi agent structure where vehicles and traffic signal...

generally, the evaluation and assessment critical condition of rill formation are useful for a better understanding of soil erosion processes. the inherence characteristics of soils, which have much dynamic variations on the hill-slopes and are affected by rill formation, are the soil critical shear stress and soil erodibility factors. this study aims to assess experimental rill incision thresh...

Limestone–marl alternations are commonly used for high-resolution cyclostratigraphic studies and palaeoenvironmental reconstructions, but diagenetic indicate that not all limestone–marl reflect genuine differences in the initial sediment composition driven by environmental changes. Differences ratios of diagenetically inert trace elements between limestones marls changes affecting terrigenous f...

This paper addresses the challenge of minimizing training time for control Heating, Ventilation, and Air-conditioning (HVAC) systems with online Reinforcement Learning (RL). is done by developing a novel approach to Multi-Agent (MARL) HVAC systems. In this paper, environment formed system formulated as Markov Game (MG) in general sum setting. The MARL algorithm designed decentralized structure,...