Abstract
Rare metals, including rare-earth ones, represent an important raw material that determines the scientific and technological level of industrial development, first of all, its innovative technologies. A group of loparite placers unique in genesis and mineral composition associated with the Lovozero massif of nepheline syenites (Kola Peninsula) is an important source of rare metals. In the present work, we have identified the main factors controlling the formation of proximal (close-to-source) rare-metal loparite placers within the northern periphery of the Lovozero massif, which includes the Revda placer deposit. These factors have been formalized (numerical evaluation), and multiplicative indicators allowing one to forecast the placer potential of the territory have been developed. To assess the effectiveness of the proposed technique on the basis of the developed multiplicative coefficients, independent forecasts of placer metal content for the western and eastern sites of the Revda group of placers. For additional verification of the methodology, the results obtained are compared with similar forecasts obtained by linear regression and random regression tree forest methods. The developed methodology allows to automate the process of forecasting placer parameters, which is especially important for assessing deep-seated placers that are difficult to seek and explore and are not manifested in geochemical concentrate aureoles.
![](http://media.springernature.com/m312/springer-static/image/art%3A10.1134%2FS1075701523020010/MediaObjects/11477_2023_9226_Fig1_HTML.png)
![](http://media.springernature.com/m312/springer-static/image/art%3A10.1134%2FS1075701523020010/MediaObjects/11477_2023_9226_Fig2_HTML.png)
![](http://media.springernature.com/m312/springer-static/image/art%3A10.1134%2FS1075701523020010/MediaObjects/11477_2023_9226_Fig3_HTML.png)
![](http://media.springernature.com/m312/springer-static/image/art%3A10.1134%2FS1075701523020010/MediaObjects/11477_2023_9226_Fig4_HTML.png)
![](http://media.springernature.com/m312/springer-static/image/art%3A10.1134%2FS1075701523020010/MediaObjects/11477_2023_9226_Fig5_HTML.png)
![](http://media.springernature.com/m312/springer-static/image/art%3A10.1134%2FS1075701523020010/MediaObjects/11477_2023_9226_Fig6_HTML.png)
Notes
Likhachev, A.S., Elnikov, E.I., Panteleimonov, V.M., and Sotemsky, V.G., Report on detailed exploration of the Shomioksky site of the Revda loparite placer deposit with reserved assessment as of July 1, 1980. PGA Sevzapgeologiya, Murmansk GSE, Apatity, 1980 (Territorial Geological Fund, no. 2823).
Likhachev, A.S., Report on prospecting works in the loparite placer in the southeastern foothills of the Lovozero tundra area, Kola Peninsula (the report on of the Seidozero geological crew over 1958–1962). Northwestern Geological Survey, Kola complex expedition, settl. Revda, Murmansk oblast, 1963 (Territorial Geological Fund, no. 523).
Likhachev, A.S. and Podrez, M.D., Report on the results of prospecting works in the loparite placer in the southern foothills of the Lovozero tundra area, Kola Peninsula over 1963–1966. Northwestern Geological Survey, Kola District Geological Survey, Lovozero geological crew, town of Revda, Murmansk oblast, 1967 (Territorial Geological Fund, no. 1347).
Likhachev A.S., Geological note to TEOC and the calculation of provisional standards for the Revda placer deposit. PGA Sevzapgeologiya, Murmansk GSE, Apatity, 1984 (Territorial Geological Fund, no. 3226).
REFERENCES
Bensman, V.R., Prospecting geochemistry in the Republic of Belarus, Prir. Resurs., 1999, no. 4, pp. 124–137.
Bochneva, A.A. and Patyk-Kara, N.G., Structure of mineral associations as criteria for the recognition of diamondiferous intermediate reservoirs, Geoinformatika, 2005, no. 3, pp. 31–38.
Bochneva, A.A., Lalomov, A.V., and Chefranov, R.M., Geostatistical approach for elucidating the potential titanium–zirconium placer areas: evidence from the Transural placer district, Lithol. Miner. Resour., 2013, vol. 48, no. 3, pp. 216–236.
Breiman, L., Friedman, J.H., Olshen, R.A., and Stone, C.J., Classification and Regression Trees, Monterey: Wadsworth & Brooks/Cole Advanced Books & Software, 1984. https://doi.org/10.1002/cyto.990080516
Breiman, L., Random forests, Machine Learning, 2001, vol. 45, pp. 5–32. https://doi.org/10.1023/A:1010933404324
Chizhova, I.A., Lobanov, K.V., and Volkov, A.V., Logical-information models for prediction and assessment of new gold deposits in the Russian Arctic zone, Arkt.: Ekol. Ekonom., 2019, vol. 4, no. 36, pp. 107–117. https://doi.org/10.25283/2223-4594-2019-4-107-117
Demidenko, E.Z., Lineinaya i nelineinaya regressiya (Linear and Non-Linear Regression) Moscow: Finansy i statistika, 1981.
Evzerov, V.Ya., Role of ancient weathering crust in the formation of anthropogenic sediments and related deposits of the northeastern Baltic Shield, Litol. Polezn. Iskop., 1978, no. 1, pp. 50–58.
GitHub: Where the World Builds Software. https://github.com/chefr/placermp .
Greshilov, A.A., Stakun, V.A., Stakun, A.A., Matematicheskie metody postroeniya prognozov (Mathematical Methods of Prediction) Moscow: Radio i svyaz’, 1997.
Grigoryan, S.P., Solovov, A.P., and Kuzin, M.F., Instruktsiya po geokhimicheskim metodam poiskov rudnykh mestorozhdenii (Instruction on the Geochemical Prospecting of Ore Deposits), Moscow: Nedra, 1983.
Hou, B., Keeling, J., Reid, A., Fairclough, M., Warland, I., Belousova, E., Frakes, L., and Hocking, R., Heavy mineral sands in the Eucla basin, southern Australia: deposition and province-scale prospectivity, Econ. Geol., 2011, vol. 106, no. 4, pp. 687–712.
Kartashov, I.P., Facies, dynamic phases, and formations of alluvium, Izv. Akad. Nauk SSSR. Ser. Geol., 1961, no. 9, pp. 77–90.
Khrushcov, D., Lalomov, A., Lobasov, A., Chizhova, I., Remezova, O., Kovalchuk, M., Svival’neva, T., Kravchenko, O., and Bosevskaya, L., Modeling of prospective sedimentary formations: digital structural-lithological and ecological-mining-geological models, 14 Geokinematischer Tag. Freiberg, 2013, pp. 215–229.
Khrushchov, D., Lalomov, A., Chizhova, I., Lobasov, I., Kovalchuk, M., Vasylenko, S., Kravchenko, E., and Svivalneva, T., Structural–lithological geological-dynamic modeling of heavy minerals placers, 19th International Sedimentological Congress, Geneva, 2014. Sedimentology at the Crossroads of New Frontiers. Abstracts Book, Geneva: Universite de Geneve, 2014, p. 350.
Kobzar’, A.I., Prikladnaya matematicheskaya statistika (Applied Mathematical Statistics), Moscow: Fizmatlit, 2006.
Kogarko, L.N., Genetic problems of giant rare-metal deposits of the Kola Peninsula, Rossskaya Arktika: geologicheskaya istoriya, minerageniya, ekologiya (Russian Arctics: Geological History, Metallogeny, and Ecology), St. Petersburg: VNIIOkeangeologiya, 2002, pp. 773–787.
Lalomov, A.V., Differentiation of heavy minerals in the alongshore debris flow and modeling of processes of coastal-marine placer formation, Lithol. Miner. Resour., 2003, vol. 38, no. 4, pp. 306–313.
Lalomov, A.V. and Tabolich, S.E., Forecasting of technogenic placer dynamics in the shore zone of the sea on the basis of numerical modeling: the case of the Val’kumei Deposit, Geol. Ore Deposits, 2009, vol. 51, no. 3, pp. 212–222.
Lalomov, A.V. and Tabolich, S.E., Mechanisms of accumulationof titanium–zirconium minerals of coastal-marine placers of sublittoral zone, Uchen. Zap. Kazan. Univ., Ser. Estestv. Nauki, 2011, vol. 153, no. 4, pp. 232–242.
Lalomov, A.V. and Tabolich, S.E., Model of formation of heavy mineral interlayers in alluvial fans, Uchen. Zap. Kazan. Univ., Ser. Estestv. Nauki, 2013, vol. 153, no. 4, pp. 157–171.
Lalomov, A.V. and Chefranov, R.M., Development of placer potential prediction based on formalization of factors of placer formation: the case of the loparite placers of the Lovozero massif, Arktika: Ekol. Ekon., 2020, vol. 4, no. 40, pp. 54–65.
Lalomov, A.V., Bochneva, A.A., Chefranov, R.M., and Chefranova, A.V., Placer deposits of the Russian Arctic zone: modern state and paths of development of mineral-raw base, Arktika: Ekol. Ekon., 2015, no. 2, pp. 66–77.
Lalomov, A.V., Tabolich, S.E., and Chefranov, R.M., Advanced geological modeling of coastal–marine cassiterite placers based on data on deposits in Russia’s Eastern Arctic Region, Geol. Ore Deposits, 2016, vol. 58, no. 2, pp. 104–115.
Lalomov, A.V., Bochneva, A.A., and Chefranov, R.M., Development of digital system of prediction of bedrock gold sources based on results of heavy separate sampling: evidence from the Vagran placer cluster (North Urals), Geores., 2020, vol. 22, no. 2, pp. 67–76. https://doi.org/10.18599/grs.2020.2.67-76
Laverov, N., Chizhova, I., Khrushchov, D., and Lalomov, A., Digital modeling of heavy mineral placer deposits for defining of prospects of further deposit development, Geological 3D Modelling and Soils: Functions and Threats. Proceedings of the 8th European Congress on REgional GEOscientific Cartography and Information Systems, Barcelona, Catalonia, Spain, 2015, Barcelona: Institut Cartografio I Geologio de Catalunya, 2015, pp. 20–21.
Patyk-Kara, N.G., Minerageniya rossypei: tipy rossypnykh provintsii (Metallogeny of Placers: Types of Placer Provinces), Moscow: IGEM RAN, 2008.
Patyk-Kara, N.G. and Klenov, V.I., Numerical imitation models of formation of gold placers in the incision valleys, Mater. Soveshch. po geologii rossypei i kor vyvetrivaniya (Proc. Conf. Geology of Placers and Weathering Crusts), Perm’: Perm. Gos. Univ., 2005, pp. 124–127.
Patyk-Kara, N.G. and Lalomov, A.V., Dynamic numerical modelling of sea-land interaction in technogeneous landscapes, Proceedings of the Tenth International Symposium on River Sedimentation (10th ISRS), Moscow: Moscow State University, 2007, vol. 5, pp. 94–97.
Patyk-Kara, N.G., Lapshin, A., Chizhova, I.A., Fedorov, O.P., and Shiyatyi, I.N., Application of method of principal components in studying sedimentary formations for prediction of titanium–zirconium placers in the Khanty-Mansi Autonomous Area, Otechestvennaya Geol. 2002, no. 3, p. 15.
Pekov, I.V., Lovozerskii massiv: istoriya issledovaniya, pegmatity, mineraly (Lovozero Massif: History of Study, Pegmatites, and Minerals), Moscow: TO “Zemlya,” 2001.
Polikarpochkin, N.N., Vtorichnye oreoly i potoki rasseyaniya (Secondary Haloes and Dispersion Fluxes), Novosibirsk: Nauka, 1976.
Porotov, G.S., Prognozirovanie i poiski mestorozhdenii poleznykh iskopaemykh (Prediction and Prospecting of Mineral Deposits), St. Petersburg: Natsional’nyi mineral’no-syr’evoi universitet “Gornyi,” 2012.
Rossypnye mestorozhdeniya Rossii i drugikh stran SNG (Placer Deposits of Russia and other CIS Countries), Laverov, N.P. and Patyk-Kara, N.G., Eds., Moscow, Nauchnyi mir, 1997.
Semenov, I.E., Mineralogiya Lovozerskogo shchelochnogo massiva (Mineralogy of the Lovozero Alkaline Massif), Moscow, Nauka 1972.
Shilo, N.A., Uchenie o rossypyakh (Theory of Placers), Vladivostok: Dal’nauka, 2002.
Shumilov, Yu.V., On Problem of quantitative assessment of placer formation, in Problemy geologii rossypei (Problems of Placer Geology), Magadan: SVKNII, 1970, pp. 125–132.
Spiridonov, A.I., Geomorfologicheskoe kartirovanie (Geomorphological Map**), Moscow: Nedra, 1985.
Voroshilov, V.G., Geokhimicheskie metody poiskov mestorozhdenii poleznykh iskopaemykh: uchebnoe posobie (Geochemical Methods of Mineral Prospecting: A Textbook), Tomsk: Tomsk. Politekhn. Univ., 2011.
Wasserstein, R.L. and Lazar, N.A., The ASA statement on p-Values: context, process, and purpose, Am. Statistic., 2016, vol. 70, pp. 129–133. https://doi.org/10.1080/00031305.2016.1154108
Funding
This work was supported by the Ministry of Science and Higher Education of the Russian Federation, project no. 13.1902.2021.0018 supervised by Acad. N.S. Bortnikov.
Author information
Authors and Affiliations
Corresponding authors
Ethics declarations
The authors declare that they have no conflict of interest.
Additional information
Translated by D. Voroschuk
Rights and permissions
About this article
Cite this article
Chefranov, R.M., Lalomov, A.V. & Chefranova, A.V. A Search-Oriented Method of Numerical Forecasting of Rare-Metal Proximal (Close-to-Source) Placers: Evidence from the Lovozero Placer District. Geol. Ore Deposits 65, 133–145 (2023). https://doi.org/10.1134/S1075701523020010
Received:
Revised:
Accepted:
Published:
Issue Date:
DOI: https://doi.org/10.1134/S1075701523020010