Potencialne vloge za suhe koristi za globo železne ore z uporabo tribo-elektrostatičnega pasu separator

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ST opreme & Tehnologija LLC (STET) tribo-electrostatic belt separator technology allows for the beneficiation of fine mineral powders with an entirely dry technology at a high throughput. The STET separator is well suited for separation of very fine (<1µm) do zmerno groba (500µm) particles, in contrast to other electrostatic separation processes that are typically limited to particles >75µm in size. STET has successfully beneficiated iron ore samples including run-of-mine ores, tailings and itabirite with iron feed contents ranging from 30-55%. Experimental findings indicate that low-grade iron ores can be upgraded to commercial grades (58-65% Fe) while simultaneously rejecting silica by using STET belt separator. Here, a compendium of experimental results and a preliminary study of potential applications for the STET technology for the iron industry are presented. The preliminary studies include high-level flowsheets and economic evaluations for selected applications. Challenges associated with the adoption of the technology and a comparison to currently available technologies for the processing of iron ore fines are also discussed.

1.0 Uvod
Iron ore is the fourth most common element in the earth’s crust and is essential for global economic development and steel manufacturing [1-2]. Iron ores have a wide range in chemical composition especially for Fe content and associated gangue minerals [1]. Major iron-bearing minerals are hematite, goethit, limonit in magnetit [1,3] and the main contaminants in iron ores are 2 and Al2O3. Vsaka nahajališča mineralov imajo svoje edinstvene značilnosti glede železa in ganga ležaj mineralov, zato zahteva drugačno tehniko koncentracije [4].

Modern processing circuits of iron bearing minerals may include gravimetric concentration, magnetic concentration, and flotation steps [1,3]. Vendar, modern circuits present challenges in terms of processing of iron ore fines and slimes [4-6]. Gravimetric techniques such as spirals are limited by particle size and are only deemed an efficient way of concentrating hematite and magnetite for the size fraction above 75μm [5]. Magnetna ločitev z nizko intenzivnostjo (LIMS) techniques are used to process high-grade iron ores with strong magnetic properties such as magnetite while wet high-intensity magnetic separation is used to separate the iron bearing minerals with weak magnetic properties such as hematite from gangue minerals. Magnetic methods present challenges due to their requirement for the iron ore to be susceptible to magnetic fields [3]. Flotata se uporablja za zmanjšanje vsebnosti nečistoče v nizkih stopnjah železa, but is limited by the cost of reagents, and the presence of silica, alumina-rich slimes and carbonate minerals [4,6]. In the absence of further downstream processing for the reject streams the fine iron rejects will end up disposed in a tailings dam [2].

Tailings disposal and processing of iron fines have become crucial for environmental preservation and recovery of iron valuables, Oziroma, and therefore the processing of iron ore tailings and fines in the mining industry has grown in importance[7].

Vendar, the processing of iron tailings and fines remains challenging via traditional flowcharts and therefore alternative beneficiation technologies such as tribo-electrostatic separation which is less restrictive in terms of the ore mineralogy and particle size may become of interest. Dry electrostatic processing of iron ore presents an opportunity to reduce costs and wet tailings generation associated with traditional gravimetric, flotation and wet magnetic separation circuits.

STET has developed a separation process that enables efficient separation of fly ash and minerals according to their response when exposed to a specific electric field. The technology has been applied successfully to the fly ash industry and the industrial minerals industry; and STET is currently exploring other market openings where their separators could offer a competitive advantage. One of the targeted markets is the upgrading of fine iron ore.

STET has performed exploratory studies with several iron ores and experimental results to date have demonstrated that low-grade iron ore fines can be upgraded by means of STET tribo-electrostatic belt separator. Proces suhega elektrostatičnega ločevanja STET ponuja številne prednosti pred tradicionalnimi metodami za obdelavo, including the ability to recover fine and ultra-fine iron that would otherwise be lost to tailings if processing with existing technology. še več, the technology requires no water consumption, which results in the elimination of pumping, zgoščenje in sušenje, stroški in tveganja, povezana z obdelavo in odstranjevanjem vode,; no wet tailings disposal – recent high-profile failures of tailings dams have highlighted the long-term risk of storing wet tailings; in, no chemical additional required, which therefore negates the ongoing expense of reagents and simplifies permitting.

Iron ore is an industry with a dynamic that is different from the other base metals. This is due to its fluctuating market, the huge production volumes involved and corresponding expenses both on the capital and operating sides [8] as well as the absence of central exchange hubs such as the London Metals Exchange. This translates into huge returns that are possible when the price rockets upward and razor thin margins when circumstances are direr. This is one reason behind the huge production volumes and the emphasis on low unit production costs.

Here, results of a screening study of the iron ore industry developed by STET and Soutex is presented in order to identify niches in which the STET technology could offer an economic advantage in comparison to more conventional technologies. Soutex is a minerals processing and metallurgy consultancy and has experience designing, optimizing and operating various iron ore concentration processes, with an understanding of the CAPEX, OPEX as well as the marketing aspects of the iron ore industry. For this study, Soutex provided its expertise in evaluating potential applications for triboelectrostatic separation in iron ore. Soutex’ scope included flowsheet development and order of magnitude study-level capital and operating cost estimates. This paper explores three of the most promising applications found, on a technical and economical level. These three applications were identified as: Upgrading of iron ore fines in the Australian DSO mining; scavenging of fine iron concentrate in hematite/magnetite concentrators; in, reprocessing of rich-Fe tailings from Brazilians operations.

2.0 STET Triboelektrostatična ločilo pasu
Eksperimenti so izvedli z uporabo TRIBO-elektrostatičnega varnostnega pasu na klopi. Bench-scale testing is the first phase of a three-phase technology implementation process including bench-scale evaluation, poskusno preskušanje in izvajanje v komercialnem obsegu. Separator stacionarna se uporablja za presejalne preglede za dokaz TRIBO-elektrostatičnega polnjenja in za ugotavljanje, ali je material dober kandidat za elektrostatično ugodno. Glavne razlike med vsakim delom opreme so predstavljene v preglednici 1. Medtem ko se oprema, uporabljena v vsaki fazi, razlikuje po velikosti, načelo delovanja je v osnovi enako.

STET has evaluated several iron ore samples at bench scale and significant movement of iron and rejection of silicates has been observed (Glej tabelo 2). Experimental conditions were selected so that an iron recovery vs. iron increase curve could be drawn and later be used as input for an operating economic model

Tabela 2. Bench-scale results on different iron ores

ExpKrme
Fe wt.%
Izdelek
Fe wt.%
Absolute Fe
Increase %
Fe
Obnovitev %
SiO2
Rejection %
D10 (µm)D50 (µm)D90 (µm)
139.250.611.491.563.952359
239.460.521.150.896.052359
330.148.017.970.684.6118114
429.954.224.356.493.7118114
547.050.23.296.635.31762165
621.948.927.041.296.61762165
747.660.412.885.196.91762165
835.144.99.889.054.2361165
919.737.417.776.056.85103275
1054.562.58.086.377.7577772
1154.666.511.982.895.6845179

(See Section 3.0, Slika 4). Additional experimental results showing separation results on iron ore samples using STET technology are presented in a previous publication by STET on iron ore processing [9].

Tabela 1. Trifazni postopek implementacije z uporabo STET TRIBO-elektrostatičnega pasu separacija tehnologije.

FaziUsed For: Electrode LengthVrsta procesa
1- Bench Scale
Evaluation
Qualitative
Evaluation
250cmSerije
2- Pilotna lestvica
Testiranje
Quantitative
evaluation
610cmSerije
3- Commercial
Scale
Commercial
Production
610cmStalno

Kot je razvidno iz tabele 1, Glavna razlika med separatorjem za primerjalno razdaljo in ločevalniki v komercialnem merilu je, da je dolžina ločila za primerjalno zgornjo 0.4 čas trajanja pilotnih in trgovskih enot. Ker je ločevalna učinkovitost funkcija dolžine elektrode, preskušanje na ravni klopi ni mogoče uporabiti kot nadomestek za poskusno. Pilot-scale testing is necessary to determine the extent of the separation that the STET process can achieve at commercial scale, in ugotoviti, ali lahko proces STET izpolnjuje cilje glede na dane stopnje krme. Due to the difference in active separation length from bench scale to pilot scale, results typically improve at pilot scale.

2.1 Operation Principle

V TRIBO-elektrostatičnem pasu separator (see Figure 1 in slika 2), material se dovaja v tanko vrzel 0.9 – 1.5 cm med dvema vzporednima planarnima elektrodama.

belt-separator Delci so triboelektrično, ki jih zaračuna interdelcev stik. Na primer, in the case of an iron sample comprising mainly hematite and quartz mineral particles, pozitivno zaračunano (Hematit) and the negatively
charged (Quartz) privlačijo nasprotni elektrode. Delci so nato swept up, ki ga neprekinjeno gibljejo odprti mrežni pas in prepeljani v nasprotni smeri. Pas premakne delce, ki mejijo na vsako elektrodo proti nasprotni konci ločila. The counter current flow of the separating particles and continual triboelectric charging by particle-particle collisions provides for a multi-stage separation and results in excellent purity and recovery in a single-pass unit. The belt allows for processing on fine and ultra-fine particles including particles smaller than 20µm, by providing a method to continuously clean the surface of the electrodes and remove the fine particles, which would otherwise adhere to the surface of the electrodes. The high belt speed also enables throughputs up to 40 tonnes per hour on a single separator by continuously conveying material out of the separator. Z nadzorovanjem različnih procesnih parametrov, naprava omogoča optimizacijo mineralnega razreda in predelave.

Ločevalni dizajn je razmeroma preprost. Pas in pripadajoči valji so edini gibajoči se deli. The electrodes are stationary and composed of a highly durable material. The belt is a consumable part which requires infrequent but periodic replacement, a process which is able to be completed by a single operator in only 45 minutes. Dolžina ločilne elektrode je približno 6 metrov (20 Ft.) in širino 1.25 metrov (4 Ft.) za polne velikosti komercialnih enot (see Figure 3). Poraba energije je manjša od 2 kWh per tonne of material processed with most of the power consumed by two motors driving the belt.

tribo-belt separatorPostopek je popolnoma suh, ne zahteva dodatnega materiala in ne proizvaja odpadne vode ali emisij iz zraka. For mineral separation the separator provides a technology to reduce water usage, podaljšanje rezervnega življenja in/ali povrnitev in ponovno obdelavo.

Kompaktnost sistema omogoča prilagodljivost pri montaži modelov. TRIBO-elektrostatični pas ločitev tehnologija je robusten in industrijsko dokazano in je bil prvič uporablja industrijsko za predelavo premoga pepel letenje pepela v 1995. Tehnologija je učinkovita pri ločevanju ogljikovih delcev iz nepopolnega zgorevanja premoga, iz steklastega aluminosilikatnega mineralnega delcev v muharni pepel. Tehnologija je bila ključnega pomena pri omogočanju reciklaže mineralnega bogatega pepela za cementno zamenjavo v betonski proizvodnji.

Ker 1995, nad 20 milijon ton proizvoda letenje pepel so bili obdelani z separatorji STET nameščeni v ZDA. The industrial history of fly ash STET separation is listed in Table 3.

Pri predelavi mineralov, za ločevanje širokega nabora materialov, vključno s kalcijevim/kvarčno tehnologijo, je bila uporabljena, smukec/magnezita, in barit/Quartz.

Tabela 3. Industrijska uporaba TRIBO-elektrostatičnega pasu ločitev za letenje pepel

Korist / ElektrarnaLokacijoStart of commercial
Operacije
Objekt
Podrobnosti
Duke Energy – Roxboro StationSeverna Karolina ZDA19972 Ločila
Talen energija- Brandon obaleMaryland Slovenija19992 Ločila
Škotska moč- Postaja longannetŠkotska Velika Britanija20021 Ločilo
Jacksonville Electric-St. Power Park Johns RiverFlorida Slovenija20032 Ločila
Južna Mississippi električna moč-R. D. MorrowMississippi Slovenija20051 Ločilo
Novi Brunswick Power-BelleduneNovi Brunswick Kanada20051 Ločilo
Postaja RWE npower-DidcotAnglija Velika Britanija20051 Ločilo
Postaja na otoku talen Energy-BrunnerPensilvanija ZDA20062 Ločila
Postaja Tampa Electric-Big bendFlorida Slovenija20083 Ločila
Postaja RWE npower-AberthawWales Združeno kraljestvo20081 Ločilo
Postaja EDF Energy-West BurtonAnglija Velika Britanija20081 Ločilo
ZGP (Lafarge cement/ciech Janikosoda JV)Poljska20101 Ločilo
Koreja Jugovzhodna moč- Južna KorejaJužna Koreja20141 Ločilo
PGNiG Termika-SierkirkiPoljska20181 Ločilo
Taiheiyo cement podjetje-ChichibuJaponska20181 Ločilo
Armstrong Fly Ash- Orel cementFilipini20191 Ločilo
Koreja Jugovzhodna moč- SamcheonpoJužna Koreja20191 Ločilo

3.0 Methodology
Three (3) cases have been identified for further evaluation and are processed through an order of magnitude study-level economic and risk/opportunity review. The evaluation is based on the potential gain an operator would perceive by incorporating STET’s technology into their plant’s flowsheet.

Performance of the STET separator is estimated according to bench scale tests performed (Glej tabelo 2). The data gathered with various iron ores allowed the calibration of a recovery model which was used to predict the recovery for the three (3) case studies. Slika 4 illustrates the outcome of the model in terms of performances and costs. The iron recovery is indicated directly on the bars, against the iron beneficiation in %Fe. In the bench scale testing, a single pass through the STET was tested as well as a two-pass flowsheet. Two-pass flowsheets involve the scavenging of the rougher tails, therefore increasing the recovery substantially. Vendar, this involves additional STET machines and therefore higher costs. The error bars over the CAPEX bars indicate CAPEX price variation depending on project size. The unitary CAPEX figures decrease with project size. As an example, for the typical ore tested with a two-pass flowsheet, an increase of 15% in iron grade (i.e. from 50% Fe to 65% Fe) would predict an iron recovery of 90%. Lower iron recoveries are voluntarily used in the following case studies in order to consider the inherent loss of recovery when producing higher grade iron ore concentrates.

For each case study, a flowsheet is presented at an order of magnitude level and only the main equipment is shown in order to support economical evaluation. For each flowsheet, the economics are estimated under the following categories: Capital expense (CAPEX); Operating expense (Opex); in, Revenue. At this screening stage, the level of accuracy for each category is at the “order of magnitude” (± 50%).

Main equipment CAPEX is estimated using internal databases (Provided by Soutex) and equipment quotes when available. Factors were then determined to establish the cost of both direct and indirect costs. STET specific CAPEX values also include secondary equipment and controls, justifying a lower factorization for installation and construction for this piece of equipment. The OPEX estimation is composed of maintenance, manpower, power and consumable costs. The technical elements provided by the process flowsheet support the cost evaluation both in terms of CAPEX and OPEX, and cost elements related to the installation and use of STET tribo-electrostatic belt separator were estimated using STET database of completed projects and iron ore bench scale test work.

The figures used in the following cost evaluations are derived from Figure 4. As an example, for the typical ore tested with two-pass of concentration and increase of 15% in iron grade (i.e. from 50% Fe to 65% Fe) would cost around 135 000$ per ton/h in CAPEX and 2$/t in OPEX (tons of iron concentrate). As this was intended as a screening study, it was decided to remain conservative on the product pricing and to perform sensitivity analysis versus the final grade and product price. As of November 2019, 62% Seaborne iron ore trades around 80USD/t, with a very high volatility.

graph

The premium on iron ore unit concentrate is also very volatile and depends on many factors such as contaminants and the needs from a specific customer. The price difference between 65% iron and 62% iron is constantly changing in time. V 2016, the difference was minimal (around 1 $/t/%Fe) but in 2017-2018, the premium climbed close to 10 $/t/%Fe. At the time of this writing, it is currently around 3 $/t/%Fe [10]. Tabela 4 shows selected design criteria used for the costing estimation.

Tabela 4. Assumptions for Economic Evaluations.

economic-evaluationsThe payback time is estimated from the first year of production. For each project, an additional two (2) years should be considered for the construction. The cash flow values (expenses and revenue) are discounted from the beginning of the construction.

4.0 Beneficiation process in a DSO dry operation

Direct shipping ore (DSO) projects produce the biggest volume of iron ore in the world, primarily feeding the Chinese market and most of the volume comes from Western Australia (WA) and Brazil. V 2017, the volume of iron ore produced in WA exceeded 800 million tons and Brazil’s volume was around 350 million tons [11]. The beneficiation processes are very simple, consisting mostly of crushing, washing and classifying [12].

Beneficiation of ultra-fines to generate a 65% Fe concentrate is an opportunity for the DSO market. The approach taken for evaluating the STET technology benefits for DSO projects is a trade-off between producing existing low-grade iron ultra-fines and an alternative of producing a product with added value after STET beneficiation. The flowsheet proposed (Slika 5) considers a fictional DSO operation in WA that would currently export among its products ultra-fines at 58% Fe. The alternative would concentrate the ultra-fines in order to increase the value of final product. Tabela 5 presents some of the design criteria and the high-level mass balance used in the estimation of revenue. The orebody in terms of grade and capacity does not represent an existing project but rather a typical DSO project in terms of size and production.

Tabela 5. Ultra-fine DSO Beneficiation Plant Design Criteria and Mass Balance.

mass-balance

Flowsheets

Slika 5. Flowsheets Compared in the DSO trade-off

Tabela 6 presents the high-level CAPEX, OPEX and estimated revenues. The CAPEX estimate includes the addition of a new dedicated load-out system (loadout silo and car loading), as well as the STET system. In order to evaluate the return of the proposed flowsheet, the economic analysis is made around a trade-off between the beneficiation case and the sale of a low-grade product. In the beneficiation case, the volume is reduced but the premium on iron units increases the sale price significantly. In the OPEX, an estimation is provided for the upstream ore processing (Rudarstvo, crushing, classifying and handling).

cashflow

Despite reducing the volume significantly, the return is interesting given the premium on high grade iron ore concentrate. The return calculation is highly dependent on this premium, which has been increasing in the last few years due to environmental issues. As demonstrated above (Tabela 6), the economic attractiveness of such a project is highly dependent on the price difference between 58% iron and 65% Železa. In this current evaluation, this price premium was 30.5 $/t, which reflects approximately the current market situation. Vendar, this price premium has historically ranged from 15 – 50 $/t.

5.0 Scavenging Process in a Gravity
Separation Plant

Iron concentrators in the North America region use gravity concentration which is an efficient way of concentrating hematite and magnetite, especially for the size fraction above 75μm [5,13]. Hematite/magnetite plants in this region typically use spirals as the primary separation process and also incorporate Low Intensity Magnetic Separation steps (LIMS). A common issue across hematite/magnetite plants is the recovery of fine iron as the iron tailings amounts often reach levels as high as 20%. The main challenge is related to fine hematite, as the fine iron can hardly be recovered by spirals and is impervious to LIMS used to recover fine magnetite. V nasprotju z, the STET separator is highly effective at separating fine particles, including particles below 20µm microns where LIMS and spirals are less effective. Zato, the overflow from a cleaner hydrosizer (hindered settler) feeding scavenger spirals is a good fit for STET technology. The proposed flowsheet is presented in Figure 6.
flowsheet-hematite

In this configuration, the red dash line highlights new equipment within an existing plant. Under the proposed flowsheet, instead of being recirculated, the hindered settler overflow would be processed by scavenging spirals operating at different conditions than rougher spirals. A fine iron concentrate could be produced and dried. The dried concentrate would then be directed to the STET separator in order to produce a final concentrate of salable grade. The fine product could be marketed separately or together with remaining concentrator production.

Tabela 7 presents the design criteria and the high-level mass balance used in the estimation of revenue.
table7-iron

Tabela 8 presents the high-level CAPEX, OPEX and estimated revenues.

table8-cost details

This analysis indicates that the return of implementing a scavenging circuit involving STET technology is attractive and warrants further consideration.

Another advantage of drying the fine iron concentrate when comparing to competing technologies is the associated benefit resulting from material handling following concentration. Very fine wet concentrate is problematic regarding filtering, handling and transport. Freezing problems in trains and fluxing in boats renders the drying of very fine concentrate sometimes mandatory. STET embedded drying could therefore become advantageous.

6.0 Beneficiation of Brazilian Tailings
Deposit

flowsheet-deposit Beneficiation of fine tailings appears as a value-added application for processors to valorize the STET technology, as the resource is finely ground and available for low cost. While iron ore tailings deposits bearing high levels of iron are present in many places, locations where the logistics are simple should be privileged for further evaluation. Brazilian deposits containing high Fe grades and strategically located near existing transport infrastructure could represent a good opportunity for processors to benefit from the implementation of STET tribo-electrostatic technology. The flowsheet proposed (Slika 7) considers a fictional Fe-rich Brazilian tailings operation in which STET technology would be the only beneficiation process.

The deposit is considered to be large enough to provide decades of feed at a yearly rate of 1.5 M ton/year. For this scenario, the feed ore is already finely ground with a D50 of ~50µm and the ore would need to be shoveled, transported and then dried before tribo-electrostatic beneficiation. The concentrate would then be loaded on trains/ships and the new tailings would be stockpiled in a new facility.

Tabela 9 presents the design criteria and high-level mass balance used in the estimation of revenue. Tabela 10 presents the high-level CAPEX, OPEX and estimated revenues.

table9-10 As demonstrated in Table 10, the return of implementing STET technology for the beneficiation of Brazilian tailings is attractive. Poleg tega, from an environmental standpoint the proposed flowsheet is also beneficial insomuch as the beneficiation of dry tailings would reduce tailings size and surface and would also reduce the risks associated with wet tailings disposal.

7.0 Discussion and Recommendations

The STET separator has been successfully demonstrated at bench scale to separate fine iron ore, therefore offering processors a novel method to recover fines that would otherwise be difficult to process to sellable grades with existing technologies.

The flowsheets evaluated by STET and Soutex are examples of iron ore processing which may benefit from dry triboelectrostatic separation. The three (3) developed flowsheets presented in this study are not exclusive and other alternatives should be considered. This preliminary study indicates that scavenging processes involving low drying costs, DSO operations and tailings beneficiation have a good chance of commercial success.

Another advantage in dry processing is on the tailings storage – which are currently stored in huge tailings pondsas dry tailings would have the advantage of eliminating an important environmental risk. Recent and well publicized tailings dam failures highlight the need for tailings management.

The inputs to this study used to calculate iron ore grade and recovery were bench scale separation results using iron ore samples from multiple regions. Vendar, the mineralogy and liberation characteristics of each ore is unique, therefore customer iron ore samples should be evaluated at bench or pilot scale. In a next step of development, the three flowsheets evaluated in this paper should be studied in further detail.

Končno, other technologies are currently under study for fine iron recovery such as WHIMS, Jigs and reflux classifiers. It is already known that many wet separation processes become inefficient for particles under 45μm and therefore STET technology might have an advantage in the very fine range, as STET has seen good performances with feed as fine as 1μm. A formal trade-off study comparing the cited technologies with STET should be conducted, which would include performance assessment, capacity, cost, Itd. In that way the best niche for STET could be highlighted and refined.

Reference

1. Lu, L. (Ed.) (2015), "Železna ore: Mineralogija, obdelava in okoljska trajnost", Drugovier.

2. Ferreira, H., & Leite, M. G. P. (2015), "A Life Cycle Assessment study of iron rude mining", Revija za čistejšo proizvodnjo, 108, PP. 1081-1091.

3. Filippov, L. O., Severov, V. V., & Filippova, Sem. V. (2014), "Pregled upravičenosti železovih okov prek obratne kationske flotacije", Mednarodna revija za predelavo mineralov, 127, PP. 62-69.

4. Sahoo, H., Rath, S. S., Rao, D. S., Mishra, B. K., & Das, B. (2016), "Vloga vsebnosti silicijevega dioksida in aluminija v flotacijo železovih ood", Mednarodna revija za predelavo mineralov, 148, PP. 83-91.

5. Bazin, Claude, et al (2014), “Size recovery curves of minerals in industrial spirals for processing iron oxide ores.” Inženiring mineralov 65, PP 115-123.

6. Luo, X., Wang, Y., Wen, S., Ma, M., Sonce, C., Yin, W., & Ma, Y. (2016), "Vpliv karbonatnih mineralov na flotacijo četverica v pogojih obratne anionske flotaže železovih rud", Mednarodna revija za predelavo mineralov, 152, PP. 1-6.

7. Da Silva, F. L., Araújo, F. G. S., Teixeira, M. P., Gomes, R.C., & Von Krüger, F. L. (2014), "Študija predelave in reciklirati repe iz koncentracije železne stene za proizvodnjo keramike", Keramična mednarodna, 40(10), PP. 16085-16089.

8. Bielitza, Marc P. (2012), “Prospects for the 2020 Iron Ore Market. Quantitative Analysis of Market Dynamics and Risk Mitigation StrategiesBooks, Rainer Hampp Verlag, edition 1, number 9783866186798, Jan-Jun.

9. Rojas-Mendoza, L. F. Hrach, K. Flynn and A. Gupta. (2019), “Dry beneficiation of low-grade iron ore fines using a tribo-electric belt separator”, In Proceedings of SME Annual Conference & Expo and CMA 121st National Western Mining Conference Denver, Colorado – February 24-27, 2019.

10. China Iron Ore Spot Price Index (CSI). Retrieved from http://www.custeel.com/en/price.jsp

11. Zda. Geološki pregled (Usgs) (2018), “Iron Ore”, in Iron Ore Statistics and information.

12. Jankovic, A. (2015), “Developments in iron ore comminution and classification technologies. Železove rude. http://dx.doi.org/10.1016/B978-1-78242-156-6.00008-3.
Elsevier Ltd.

13. Richards, R. G., et al. (2000), “Gravity separation of ultra-fine ( 0.1 mm) minerals using spiral separators.” Inženiring mineralov 13.1, PP. 65-77.