Here, we present a machine learning (ML) approach to detect clinker microstructure phases automatically. To this extent, we create the first annotated dataset of cement clinker by segmenting alite and belite particles. Further, we use supervised ML methods to train models for identifying alite and belite regions.
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WhatsApp: +86 18221755073ASTM C1356 standard defines the steps to perform quantitative determination of Portland cement clinker phases through the point count method [12].After preparing the etched section, a petrographer must look at the section through the microscope and manually count the points corresponding to each phase [9], [10].A total of 3000 – 4000 points are required to …
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WhatsApp: +86 18221755073Cement is the most used construction material. The performance of cement hydrate depends on the constituent phases, viz. alite, belite, aluminate, and ferrites present in the cement clinker, both ...
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WhatsApp: +86 182217550732) Because grinding cement clinker typically consumes 10% of the manufacturing energy of cement (Gartner 2006), its elimination by self-pulverisation would save an estimated 5% of 'process' CO 2 emissions. 3) Accelerated carbonation of concrete generally consumes around 10% by weight of
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WhatsApp: +86 18221755073The content of free calcium oxide(f-CaO) in cement clinker is an important index affecting the quality of cement clinker. Because f-CaO content in cement clinker cannot be measured directly, it is ...
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WhatsApp: +86 18221755073Cement production requires a blend of limestone and clay combined with other materials such as slag sand, quartz sand, materials containing iron oxide, gypsum, schist or similar additives. Portland cement clinker is the sintered component in cement which is responsible for it curing with the addition of water.
WhatsApp: +86 18221755073Compressive strength prediction of Portland cement clinker using machine learning by XRD data. Fuli Cao a State Key Laboratory of Green Building ... The application potential of XRD data in predicting the compressive strength of cement clinker also offers novel insights into predicting the performance of other materials. Keywords: Portland ...
WhatsApp: +86 18221755073Reaction (1), the decarbonation of limestone, is the cause behind the largest source of CO 2 emissions in cement production. Thus, reducing the amount of CaO in the binder results directly in a reduction of CO 2 emissions.. The second one is the hydraulic ability, or reactivity, of the phases that are present in the CaO-SiO 2 system. Besides the main oxides, CaO and SiO 2, in their …
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