Application of deep learning in iron ore sintering process: a …

The sintering process is an intricate system with a protracted process flow. The steps in the manufacturing line are primarily composed of the ingredients and mixing process, the sintering operation process, and the treatment of the sintered ore [39, 40].2.2 Important parameters and characteristics of sintering process. As shown in Fig. 2, all variables affecting …

GEOMETALLURGICAL APPROACH FOR QUALITY CONTROL OF IRON …

Geometallurgy is a holistic, multidisciplinary and powerful approach to decrease variability of industrial results, to implement technological solutions and improvements, to promote innovation and add value in use in all operational phases of the steel production, from the primary ore until the end product focusing on mine, mineral processing ...

Mineralogical, chemical, and physical characteristics of iron ore

Ojat-Abad Iron mine is located in northern Iran, about 73 km east of Semnan, in the iron metallogenic belt of Semnan Province. Hematite is the main ore mineralization in the studied area, with 4 main…

Comparison of the Mineralogy of Iron Ore Sinters Using a …

Many different approaches have been used in the past to characterise iron ore sinter mineralogy to predict sinter quality and elucidate the impacts of iron ore characteristics and process variables on the mechanisms of sintering. This paper compares the mineralogy of three sinter samples with binary basicities (mass ratio of CaO/SiO2) between 1.7 and 2.0. The …

(PDF) Geometallurgy of iron ores

World iron ore production doubled from 2003 to 2010 to. ... Liberation spectra starting at 1⁄4" indicate there is no liberation above 1 mm, therefore no lump ore can be expected. For the sinter feed fraction (850x150 μm) an overall …

Comparison of the Mineralogy of Iron Ore Sinters Using …

Iron ore sinter remains an important feed for the production of iron and steel, and research continues into the improvement of sinter quality for economic and environmental reasons [1,2].

Iron Ore 2021 Conference Proceedings

Characterisation of SFCA phases in iron ore sinter by combined optical microscopy and electron probe microanalysis (EPMA) ... Ore characterisation and geometallurgy Transformation of automated optical image analysis software Mineral4/Recognition4 to Mineral5/Recognition5 E Donskoi, A Poliakov and K Vining ...

(PDF) Integrated Geometallurgy Approaches for Iron Ore …

World iron ore production doubled from 2003 to 2010 to. ... Liberation spectra starting at 1⁄4" indicate there is no liberation above 1 mm, therefore no lump ore can be expected. For the sinter feed fraction (850x150 μm) an overall magnetite+hematite recovery close to 90% can be attained for a similar grade of the minerals, corresponding ...

Minerals | Special Issue : Mineralogy of Iron Ore …

In this process, a mixture of iron ore fines, flux, and coal particles is heated to about 1300 °C–1480 °C in a sinter bed. The strength and reducibility properties of iron ore sinter are obtained by liquid phase sintering. The silico-ferrite of …

OneMine | Iron Ore Geometallurgy – Examining the Influence …

This study combines in situ diffraction experiments in model sinter systems with laboratory-based compact sinter tests using natural ores to examine the links between iron ore …

iron ore sinter geometallurgy in Oman

Minerals | Special Issue : Mineralogy of Iron Ore Sinters. Iron ore sintering is an important stage in the production of steel from iron ore. Sinter can constitute more than 60% of ferrous burden in modern blast furnaces in Japan and most blast furnaces in Europe. Iron ore sintering is a high temperature process which converts iron ore fines (6 ...

Using a particle-based approach (sinter microtypes) for …

Iron ore sinter; sinter microtype; microhardness; fracture toughness; geometallurgy Introduction Determining macro-scale Fe ore sinter metallurgical propertiesbasedonthemicro-scalepropertiesofitscon-stituent phases has been attempted for several decades (e.g.Shigakietal.1986;Looetal.1988;LooandBristow 1994; Yang and Loo 1997;Yingetal.2006 ...

OneMine | Iron Ore Geometallurgy – Examining the Influence of Ore

The properties of iron ore sinter – commonly defined by measures of tumble strength, reduction degradation and reducibility – have a major impact on blast furnace performance. These properties are largely influenced by raw material properties, in particular the bulk ore composition. Despite this importance, there is a lack of quantitative data on the impact …

Quantifying the composite microhardness and fracture toughness of iron

Microindentation testing was undertaken on sinter phases in iron ore sinter to determine the range and mean of phase/morphology microhardness. The mean fracture toughness of each sinter phase/texture was calculated from indent-associated radial cracks. A value for the composite microhardness (CH) and composite fracture toughness (CFT) was ...

Important iron ore characteristics and their impacts on sinter …

In this review, the sintering process is first described and analyzed to identify the key factors affecting the structure and quality of iron ore sinter. Under fixed sintering conditions, the granulation efficiency, nucleus stability and primary sinter melt volume and properties of the iron ore are considered to have significant influence on the sinter structure and quality. …

Iron Ore Pelletizing Process: An Overview

The iron ore production has significantly expanded in recent years, owing to increasing steel demands in developing countries. ... Basic application Lump 6.3–31.7 Directly fed to blast furnace and direct reduction Sinter feed 0.15–6.3 Agglomeration by sintering to be fed in blast furnaces Pellet feed <0.15 Agglomeration by pelletizing to be ...

Effect of FeO concentration in sinter iron ore on reduction …

Japan started the national project "COURSE 50" for CO2 reduction in the 2000s. This project aimed to establish novel technologies to reduce CO2 emissions with partially utilization of hydrogen in blast furnace-based ironmaking by 30% by around 2030 and use it for practical applications by 2050. The idea is that instead of coke, hydrogen is used as the reducing agent, …

Optimal proportioning of iron ore in sintering process based …

Proportioning is an important part of sintering, as it affects the cost of sintering and the quality of sintered ore. To address the problems posed by the complex raw material information and numerous constraints in the sintering process, a multi-objective optimisation model for sintering proportioning was established, which takes the proportioning cost and TFe …

Using a particle-based approach (sinter microtypes) for …

microtypes) for the geometallurgical characterisation of iron ore sinter, Mineral Processing and Extractive Metallurgy, DOI: 10.1080/25726641.2022.2088960 To link to this article: https://doi ...

GEOMETALLURGICAL APPROACH FOR QUALITY …

In this contribution, a geometallurgical approach for quality control of iron ores for sintering, pelletizing and reduction processes is highlighted. A geometallurgical …

Comparison of the Mineralogy of Iron Ore Sinters

Explore millions of resources from scholarly journals, books, newspapers, videos and more, on the ProQuest Platform.

Determining the physical and metallurgical properties of …

A rapid increase in iron ore production, exceeding the rate at which steel was produced (Figure 1.1) has resulted in an iron ore surplus within the global market. The divergence between the world iron ore and world steel production trends can be seen from the year 2004, increasing to what is seen today.

Comparison of the mineralogy of iron ore sinters using …

Many different approaches have been used in the past to characterise iron ore sinter mineralogy to predict sinter quality and elucidate the impacts of iron ore characteristics and process variables on the mechanisms of ... 7 Geometallurgy Team Leader, Carbon Steel Materials Group, CSIRO Mineral Resources, Clayton, VIC 3168, Australia; mark ...

Iron Ore Geometallurgy

This study combines in situ diffraction experiments in model sinter systems with laboratory-based compact sinter tests using natural ores to examine the links between iron ore composition and …

Comparison of the mineralogy of iron ore sinters using a …

Many different approaches have been used in the past to characterise iron ore sinter mineralogy to predict sinter quality and elucidate the impacts of iron ore characteristics and process …

Using a particle-based approach (sinter …

These studies have utilised microindentation testing on the most abundant sinter phases (hematite, magnetite, silico-ferrite of calcium and aluminium – SFCA – and glass) to determine mean microhardness and …

(PDF) Comparative Study of Iron Ore Sinter Mineralogy …

Many different approaches have been used in the past to characterise iron ore sinter mineralogy to predict sinter quality and elucidate the impacts of iron ore characteristics and process variables on the mechanisms of sintering. ... VIC 3168, Australia; [email protected] 7 Geometallurgy Team Leader, Carbon Steel Materials Group, CSIRO ...

(PDF) Geometallurgy of iron ores | Erick …

• The first example shows that iron ore samples with different texture but similar mineralogy undergo different degrees of assimilation in compact sintering. • The second example shows that empirical modelling of sinter properties was …

Forecasting of iron ore sintering quality index: A latent …

The soft sensing models of sinter quality mainly include mechanism-based models, knowledge-based models, and data-driven models (Sun and Ge, 2021).The mechanism-based models are usually formulated as some differential equations to describe the physical and chemical changes (Cheng et al., 2016).However, part of the sintering mechanisms are still …

Using a particle-based approach (sinter microtypes) for …

iron ore by calculating CH and CFT for particle material types (ore groups) with distinct metallurgical properties (Peterson 2022). It has the potential advan-tage, over a phase-based …

Geometallurgical Characterisation of Australian Iron Ores

The iron ore group classification scheme is a tool developed for predicting the metallurgical response of lump and fine ore by defining textural groups that have been correlated with properties ...

Iron Ore Geometallurgy

We plan on releasing these every month focusing on a different aspect of iron ore geometallurgy. Agree & Join LinkedIn ... Thermochemical Data for Iron Ore Sinter Phases Apr 21, 2017

Iron Ore Pelletizing Process: An Overview

PDF | On Jul 11, 2018, Sandra Lúcia de Moraes and others published Iron Ore Pelletizing Process: An Overview | Find, read and cite all the research you need on ResearchGate. ... Sinter feed 0.15 ...

Linking Fine Ore Composition and High-Temperature Phase …

Iron ore sinter is ideally composed of unreacted iron ore nuclei (~30 - 40 per cent) cemented together by a porous matrix (~60 - 70 per cent) comprising mainly complex ferrite phases (denoted by the acronym SFCA - silico-ferrite of calcium and aluminium) plus minor calcium silicates and glass. The sinter matrix forms largely from high-temperature reactions between …

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