{"id":4757,"date":"2016-01-18T13:27:00","date_gmt":"2016-01-18T11:27:00","guid":{"rendered":"http:\/\/www.geology.com.ua\/?page_id=4757"},"modified":"2017-10-26T15:31:04","modified_gmt":"2017-10-26T13:31:04","slug":"geoinformatika-2015-456-29-34-2","status":"publish","type":"page","link":"http:\/\/www.geology.com.ua\/en\/geoinformatika-2015-456-29-34-2\/","title":{"rendered":"(\u0423\u043a\u0440\u0430\u0457\u043d\u0441\u044c\u043a\u0430) Geoinformatika 2015; 4(56) : 29-34"},"content":{"rendered":"

<\/p>\n

Geoinformatika 2015; 4(56) : 29-34 (in Russian)<\/span><\/em><\/p>\n

INTERPRETATION OF GEOELECTRIC DATA USING PROBABILISTIC AND STATISTICAL CHARACTERISTICS IN SOLVING ENGINEERING-GEOLOGICAL\u00a0 PROBLEMS<\/span><\/b><\/b><\/h4>\n
L.A. Hristenko, Y.I. Stepanov<\/span><\/em><\/h5>\n

Mining Institute of the Ural Branch of the Russian Academy of Sciences, 78\u0430 Sibirskaya Str., Perm 614007,
\nRussian Federation, e-mail: liudmila.hristenko@yandex.ru<\/span><\/em><\/p>\n

Purpose.<\/span><\/strong> The purpose of the article is to study the possibility of applying the theory of assessments and methods of no-standard classifications to localize areas of possible geotechnical complications in interpreting electric methods of horizontal profiling (self-potential and resistance with a symmetric configuration of the electrodes).
\n<\/span>Design\/methodology\/approach.<\/span><\/strong> For self-potential and apparent resistances (<\/span>r<\/span>a<\/span><\/i>) statistical characteristics\u00a0 were calculated, which were used as additional data at interpretation. Calculations were carried out by a program complex of the spectral and correlation analysis of \u201cKOSKAD 3D\u201d data. The complex is an effective computer technology of processing geologic-geophysical data. The \u201cKOSKAD 3D\u201d includes algorithms of probabilistic and statistical analysis and splitting of the analyzed square into uniform areas (classes). SP, <\/span>r<\/span>a<\/span><\/i>\u00a0and their statistics were united in a uniform space, its structure being analyzed by means of methods of no- standard classifications.
\n<\/span>Findings.<\/span><\/strong> The results obtained in classification of geophysical parameters and their statistical characteristics allowed us to localize a number of zones of engineering-geological complications on sites of the railroad located within the developed space of a subsoil of the Verkhnekamsky salts field (Ural, Russia).
\n<\/span>Practical value\/implications.<\/span><\/strong> Statistical characteristics of geoelectric parameters and methods of classification of multidimensional data on formal grounds help to increase reliability of allocating of zones of engineering-geological complications.<\/span><\/p>\n

Keywords:<\/span><\/strong> field of self-potential, apparent resistivity, statistical characteristics, classes, engineering-geological complications.<\/span><\/p>\n

\u00a0\u00a0The full text of papers<\/span><\/span><\/a><\/span><\/span><\/strong><\/em><\/p>\n

References:<\/span><\/strong><\/p>\n

    \n
  1. Vyzhva S.A., Onishchuk I.I., Tsyupa I.V. Monitoring protsessov podtopleniya na territorii natsional\u2019nogo kompleksa \u201cEkspotsentr Ukrainy\u201d<\/i> [Monitoring processes of flooding on the territory of national complex \u201cExpocenter of Ukraine\u201d]. Geoinformatika<\/i>, 2010, no. 1, pp. 66-71.<\/span><\/li>\n
  2. Sanfirov I.A. Otsenka vliyaniya gornykh vyrabotok na ob\u2019ekty infrastruktury na uchastkakh Sverdlovskoy zheleznoy dorogi, nakhodyashchikhsya nad vyrabotannym prostranstvom uchastkov nedr Verkhnekamskogo mestorozhdeniya kaliyno-magnievykh soley, predstavlennykh OAO \u201cUralkaliy\u201d: otchet po dogovoru \u2116 250\/2011 ot 01.02.11 s OAO \u201cUralkaliy\u201d<\/i> [Assessment of influence of excavations on objects of infrastructure on the sites of the Sverdlovsk railroad which are over the developed space of subsoil plots of the Verkhnekamsky field of the potassium-magnesium salts presented to corp. \u201cUralkali\u201d]. Perm, Russian Acad. Sci., Min. Inst. Ural Branch<\/i>, 2012, vol. 1, 217 p.<\/span><\/li>\n
  3. Petrov A.V., Yudin D.B., Syueli Khou. Obrabotka i interpretatsiya geofizicheskikh dannykh metodami veroyatnostno-statisticheskogo podkhoda s ispol\u2019zovaniem komp\u2019yuternoy tekhnologii \u201cKOSKAD 3D\u201d<\/i> [Processing and interpretation of geophysical data by methods of probabilistic and statistical approach with use of the computer technology \u201cKOSKAD 3D\u201d]. Vestnik KRAUNTs. Nauki o Zemle<\/i>. 2010, no. 2, issue 16,\u00a0 pp. 126-132.<\/span><\/li>\n
  4. Petrov A.V. Teoreticheskie osnovy obrabotki geofizicheskikh dannykh. Uchebnoe posobie<\/i> [Theoretical bases of processing of geophysical data. Manual]. Moscow, Moscow State Geological Prospecting University<\/i>, 2004, 37 p.<\/span><\/li>\n
  5. Titov K.V., Konosavskij P.K., Il\u2019in Ju.T., Levicki A. Estestvennoe jelektricheskoe pole kak sredstvo kalibrovki geofil’tracionnyh modelej<\/i> [Natural electric field as means of calibration of geofiltrational models]. Sbornik dokladov konferencii \u201cSovremennye problemy gidrogeologii i gidrogeomehaniki\u201d pamjati V.A. Mironenko<\/i> [The proceedings of the conference \u201cModern problems of hydrogeology and hydrogeomechanical\u201d to the memory of V.A. Mironenko]. St. Petersburg, St. Petersburg State University<\/i>, 2002, pp. 522-532.<\/span><\/li>\n
  6. Titov K.V., Tarasov V.A., Tarasov A.V., Konosavskij P.K. Perspektivy primenenija metodov jelektrorazvedki pri reshenii gidrogeologicheskih zadach<\/i> [Prospects of application of methods of electrical prospecting in solving hydrogeological problems]. Razvedka i ohrana nedr<\/i>, 2003, no. 4, pp. 64-67.<\/span><\/li>\n
  7. Hmelevskoj V.K. Geofizicheskie metody issledovanija zemnoj kory. Chast\u2019 2.<\/i> [Geophysical methods of studying the earth\u2019s crust. Part 2]. 1997. Available at: http:\/\/www.astronet.ru\/db\/msg\/1173324\/page22.html (accessed: 8 June 2015).<\/span><\/li>\n
  8. Hristenko L.A., Stepanov Ju.I. Verojatnostno-statisticheskie metody interpretacii dannyh jelektrorazvedki EP i SJeP pri reshenii inzhenerno-geologicheskih zadach<\/i> [Probabilistic-statistical methods of data interpretation of electrical prospecting EP and SEP in the solution of geological engineering problems]. XIVth International Conference – Geoinformatics: Theoretical and Applied Aspects 11\u201314 May 2015, Kiev, Ukraine, 2015.\u00a0 Available at: http:\/\/www.earthdoc.org\/publication\/publicationdetails\/?publication=80207 (accessed: 8 June 2015).<\/span><\/li>\n
  9. Hristenko L.A., Stepanov Ju.I. Interpretacija profil\u2019nyh jelektrometricheskih nabljudenij, vypolnennyh v predelah Verhnekamskogo mestorozhdenija solej<\/i> [Interpretation of electrometric profiling observations within the Verkhnekamskoye Deposit of salts]. Mezhdunarodnaja konferencija \u201cSed\u2019mye nauchnye chtenija Ju.P. Bulashevicha\u201d Glubinnoe stroenie, geodinamika, teplovoe pole Zemli, interpretacija geofizicheskih polej, 8-13 sentjabrja 2013, Ekaterinburg<\/i> [International conference \u201cSeventh scientific reading of Yu. Ulasevich\u201d Deep structure, geodynamics, thermal field of the Earth, interpretation of geophysical fields]. Ekaterinburg, Russian Acad. Sci., Inst. of Geophysics Ural Branch<\/i>, (Institut geofiziki Ural\u2019skogo otdeleniya Rossiyskoy Akademii nauk), 2013, pp. 327-328.<\/span><\/li>\n
  10. Hristenko L.A., Stepanov Ju.I. Interpretacija jelektrometricheskih nabljudenij pri issledovanii osnovanija zheleznodorozhnoj nasypi<\/i> [Interpretation of resistivity observations in the study of the foot of the railway embankment]. Voprosy teorii i praktiki geologicheskoj interpretacii gravitacionnyh, magnitnyh i jelektricheskih polej: 41-ja ses. Mezhdunar. seminara im. D.G. Uspenskogo<\/i> [The theory and practice of geological interpretation of gravity, magnetic and electric fields: 41-I SES. Intern. workshop them. D.G. Uspensky]. Ekaterinburg, Russian Acad. Sci., Inst. of Geophysics Ural Branch<\/i>, (Institut geofiziki Ural\u2019skogo otdeleniya Rossiyskoy Akademii nauk), 2014,\u00a0 pp.\u00a0 269-271.<\/span><\/li>\n
  11. Hristenko L.A., Stepanov Ju.I. Jelektrometricheskie nabljudenija pri ocenke vlijanija vyrabotannogo prostranstva nedr na osnovanie zheleznodorozhnoj nasypi<\/i> [Electrometric observations when assessing the influence of a goaf of the subsoil at the base of the railway embankment]. Estestvennye i tehnicheskie nauki<\/i>, 2014, no. 7, pp. 58-62.<\/span><\/li>\n
  12. Wightman W.E., Jalinoos F., Sirles P., Hanna K. Application of Geophysical Methods to Highway Related Problems. Federal Highway Administration, Central Federal Lands Highway Division, Lakewood, CO, Publication No. FHWA-IF-04-021, September 2003. Available at: http:\/\/www.cflhd.gov\/resources\/agm\/ (accessed: 8 June 2015).<\/span><\/li>\n<\/ol>\n

    <\/p>","protected":false},"excerpt":{"rendered":"

    Geoinformatika 2015; 4(56) : 29-34 (in Russian) INTERPRETATION OF GEOELECTRIC DATA USING PROBABILISTIC AND STATISTICAL CHARACTERISTICS IN SOLVING ENGINEERING-GEOLOGICAL\u00a0 PROBLEMS L.A. Hristenko, Y.I. Stepanov Mining Institute of the Ural Branch of the Russian Academy of Sciences, 78\u0430 Sibirskaya Str., Perm 614007, Russian Federation, e-mail: liudmila.hristenko@yandex.ru Purpose. The purpose of the article is to study the possibility of applying the theory of assessments and methods of no-standard classifications to localize areas of possible geotechnical complications in interpreting electric methods of horizontal profiling (self-potential and resistance with a symmetric configuration of the electrodes). Design\/methodology\/approach. For self-potential and apparent resistances (ra) statistical characteristics\u00a0 were calculated, which were used as additional data at interpretation. Calculations were carried out by a program complex of the spectral and correlation analysis of \u201cKOSKAD 3D\u201d data. The complex is an effective computer technology of processing geologic-geophysical data. The \u201cKOSKAD 3D\u201d includes algorithms of probabilistic and statistical analysis and splitting of the analyzed square into uniform areas (classes). SP, ra\u00a0and their statistics were united in a uniform space, its structure being analyzed by means of methods of no- standard classifications. Findings. The results obtained in classification of geophysical parameters and their statistical characteristics allowed us to localize a number of zones of engineering-geological complications on sites of the railroad located within the developed space of a subsoil of the Verkhnekamsky salts field (Ural, Russia). Practical value\/implications. Statistical characteristics of geoelectric parameters and methods of classification of multidimensional data on formal grounds help to increase reliability of allocating of zones of engineering-geological complications. Keywords: field of self-potential, apparent resistivity, statistical characteristics, classes, engineering-geological complications. \u00a0\u00a0The full text of papers References: Vyzhva S.A., Onishchuk I.I., Tsyupa I.V. Monitoring protsessov podtopleniya na territorii natsional\u2019nogo kompleksa \u201cEkspotsentr Ukrainy\u201d [Monitoring processes of flooding on the territory of national complex \u201cExpocenter of Ukraine\u201d]. Geoinformatika, 2010, no. 1, pp. 66-71. Sanfirov I.A. Otsenka vliyaniya gornykh vyrabotok na ob\u2019ekty infrastruktury na uchastkakh Sverdlovskoy zheleznoy dorogi, nakhodyashchikhsya nad vyrabotannym prostranstvom uchastkov nedr Verkhnekamskogo mestorozhdeniya kaliyno-magnievykh soley, predstavlennykh OAO \u201cUralkaliy\u201d: otchet po dogovoru \u2116 250\/2011 ot 01.02.11 s OAO \u201cUralkaliy\u201d [Assessment of influence of excavations on objects of infrastructure on the sites of the Sverdlovsk railroad which are over the developed space of subsoil plots of the Verkhnekamsky field of the potassium-magnesium salts presented to corp. \u201cUralkali\u201d]. Perm, Russian Acad. Sci., Min. Inst. Ural Branch, 2012, vol. 1, 217 p. Petrov A.V., Yudin D.B., Syueli Khou. Obrabotka i interpretatsiya geofizicheskikh dannykh metodami veroyatnostno-statisticheskogo podkhoda s ispol\u2019zovaniem komp\u2019yuternoy tekhnologii \u201cKOSKAD 3D\u201d [Processing and interpretation of geophysical data by methods of probabilistic and statistical approach with use of the computer technology \u201cKOSKAD 3D\u201d]. Vestnik KRAUNTs. Nauki o Zemle. 2010, no. 2, issue 16,\u00a0 pp. 126-132. Petrov A.V. Teoreticheskie osnovy obrabotki geofizicheskikh dannykh. Uchebnoe posobie [Theoretical bases of processing of geophysical data. Manual]. Moscow, Moscow State Geological Prospecting University, 2004, 37 p. Titov K.V., Konosavskij P.K., Il\u2019in Ju.T., Levicki A. Estestvennoe jelektricheskoe pole kak sredstvo kalibrovki geofil’tracionnyh modelej [Natural electric field as means of calibration of geofiltrational models]. Sbornik dokladov konferencii \u201cSovremennye problemy gidrogeologii i gidrogeomehaniki\u201d pamjati V.A. Mironenko [The proceedings of the conference \u201cModern problems of hydrogeology and hydrogeomechanical\u201d to the memory of V.A. Mironenko]. St. Petersburg, St. Petersburg State University, 2002, pp. 522-532. Titov K.V., Tarasov V.A., Tarasov A.V., Konosavskij P.K. Perspektivy primenenija metodov jelektrorazvedki pri reshenii gidrogeologicheskih zadach [Prospects of application of methods of electrical prospecting in solving hydrogeological problems]. Razvedka i ohrana nedr, 2003, no. 4, pp. 64-67. Hmelevskoj V.K. Geofizicheskie metody issledovanija zemnoj kory. Chast\u2019 2. [Geophysical methods of studying the earth\u2019s crust. Part 2]. 1997. Available at: http:\/\/www.astronet.ru\/db\/msg\/1173324\/page22.html (accessed: 8 June 2015). Hristenko L.A., Stepanov Ju.I. Verojatnostno-statisticheskie metody interpretacii dannyh jelektrorazvedki EP i SJeP pri reshenii inzhenerno-geologicheskih zadach [Probabilistic-statistical methods of data interpretation of electrical prospecting EP and SEP in the solution of geological engineering problems]. XIVth International Conference – Geoinformatics: Theoretical and Applied Aspects 11\u201314 May 2015, Kiev, Ukraine, 2015.\u00a0 Available at: http:\/\/www.earthdoc.org\/publication\/publicationdetails\/?publication=80207 (accessed: 8 June 2015). Hristenko L.A., Stepanov Ju.I. Interpretacija profil\u2019nyh jelektrometricheskih nabljudenij, vypolnennyh v predelah Verhnekamskogo mestorozhdenija solej [Interpretation of electrometric profiling observations within the Verkhnekamskoye Deposit of salts]. Mezhdunarodnaja konferencija \u201cSed\u2019mye nauchnye chtenija Ju.P. Bulashevicha\u201d Glubinnoe stroenie, geodinamika, teplovoe pole Zemli, interpretacija geofizicheskih polej, 8-13 sentjabrja 2013, Ekaterinburg [International conference \u201cSeventh scientific reading of Yu. Ulasevich\u201d Deep structure, geodynamics, thermal field of the Earth, interpretation of geophysical fields]. Ekaterinburg, Russian Acad. Sci., Inst. of Geophysics Ural Branch, (Institut geofiziki Ural\u2019skogo otdeleniya Rossiyskoy Akademii nauk), 2013, pp. 327-328. Hristenko L.A., Stepanov Ju.I. Interpretacija jelektrometricheskih nabljudenij pri issledovanii osnovanija zheleznodorozhnoj nasypi [Interpretation of resistivity observations in the study of the foot of the railway embankment]. Voprosy teorii i praktiki geologicheskoj interpretacii gravitacionnyh, magnitnyh i jelektricheskih polej: 41-ja ses. Mezhdunar. seminara im. D.G. Uspenskogo [The theory and practice of geological interpretation of gravity, magnetic and electric fields: 41-I SES. Intern. workshop them. D.G. Uspensky]. Ekaterinburg, Russian Acad. Sci., Inst. of Geophysics Ural Branch, (Institut geofiziki Ural\u2019skogo otdeleniya Rossiyskoy Akademii nauk), 2014,\u00a0 pp.\u00a0 269-271. Hristenko L.A., Stepanov Ju.I. Jelektrometricheskie nabljudenija pri ocenke vlijanija vyrabotannogo prostranstva nedr na osnovanie zheleznodorozhnoj nasypi [Electrometric observations when assessing the influence of a goaf of the subsoil at the base of the railway embankment]. Estestvennye i tehnicheskie nauki, 2014, no. 7, pp. 58-62. Wightman W.E., Jalinoos F., Sirles P., Hanna K. Application of Geophysical Methods to Highway Related Problems. Federal Highway Administration, Central Federal Lands Highway Division, Lakewood, CO, Publication No. FHWA-IF-04-021, September 2003. Available at: http:\/\/www.cflhd.gov\/resources\/agm\/ (accessed: 8 June 2015).<\/p>\n","protected":false},"author":2,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"class_list":["post-4757","page","type-page","status-publish","hentry"],"yoast_head":"\n(\u0423\u043a\u0440\u0430\u0457\u043d\u0441\u044c\u043a\u0430) Geoinformatika 2015; 4(56) : 29-34 - \u0421\u0430\u0439\u0442 \u0436\u0443\u0440\u043d\u0430\u043b\u0443 \u00ab\u0413\u0435\u043e\u0456\u043d\u0444\u043e\u0440\u043c\u0430\u0442\u0438\u043a\u0430\u00bb<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"http:\/\/www.geology.com.ua\/en\/geoinformatika-2015-456-29-34-2\/\" \/>\n<meta property=\"og:locale\" content=\"en_US\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"(\u0423\u043a\u0440\u0430\u0457\u043d\u0441\u044c\u043a\u0430) Geoinformatika 2015; 4(56) : 29-34 - \u0421\u0430\u0439\u0442 \u0436\u0443\u0440\u043d\u0430\u043b\u0443 \u00ab\u0413\u0435\u043e\u0456\u043d\u0444\u043e\u0440\u043c\u0430\u0442\u0438\u043a\u0430\u00bb\" \/>\n<meta property=\"og:description\" content=\"Geoinformatika 2015; 4(56) : 29-34 (in Russian) INTERPRETATION OF GEOELECTRIC DATA USING PROBABILISTIC AND STATISTICAL CHARACTERISTICS IN SOLVING ENGINEERING-GEOLOGICAL\u00a0 PROBLEMS L.A. Hristenko, Y.I. Stepanov Mining Institute of the Ural Branch of the Russian Academy of Sciences, 78\u0430 Sibirskaya Str., Perm 614007, Russian Federation, e-mail: liudmila.hristenko@yandex.ru Purpose. The purpose of the article is to study the possibility of applying the theory of assessments and methods of no-standard classifications to localize areas of possible geotechnical complications in interpreting electric methods of horizontal profiling (self-potential and resistance with a symmetric configuration of the electrodes). Design\/methodology\/approach. For self-potential and apparent resistances (ra) statistical characteristics\u00a0 were calculated, which were used as additional data at interpretation. Calculations were carried out by a program complex of the spectral and correlation analysis of \u201cKOSKAD 3D\u201d data. The complex is an effective computer technology of processing geologic-geophysical data. The \u201cKOSKAD 3D\u201d includes algorithms of probabilistic and statistical analysis and splitting of the analyzed square into uniform areas (classes). SP, ra\u00a0and their statistics were united in a uniform space, its structure being analyzed by means of methods of no- standard classifications. Findings. The results obtained in classification of geophysical parameters and their statistical characteristics allowed us to localize a number of zones of engineering-geological complications on sites of the railroad located within the developed space of a subsoil of the Verkhnekamsky salts field (Ural, Russia). Practical value\/implications. Statistical characteristics of geoelectric parameters and methods of classification of multidimensional data on formal grounds help to increase reliability of allocating of zones of engineering-geological complications. Keywords: field of self-potential, apparent resistivity, statistical characteristics, classes, engineering-geological complications. \u00a0\u00a0The full text of papers References: Vyzhva S.A., Onishchuk I.I., Tsyupa I.V. Monitoring protsessov podtopleniya na territorii natsional\u2019nogo kompleksa \u201cEkspotsentr Ukrainy\u201d [Monitoring processes of flooding on the territory of national complex \u201cExpocenter of Ukraine\u201d]. Geoinformatika, 2010, no. 1, pp. 66-71. Sanfirov I.A. Otsenka vliyaniya gornykh vyrabotok na ob\u2019ekty infrastruktury na uchastkakh Sverdlovskoy zheleznoy dorogi, nakhodyashchikhsya nad vyrabotannym prostranstvom uchastkov nedr Verkhnekamskogo mestorozhdeniya kaliyno-magnievykh soley, predstavlennykh OAO \u201cUralkaliy\u201d: otchet po dogovoru \u2116 250\/2011 ot 01.02.11 s OAO \u201cUralkaliy\u201d [Assessment of influence of excavations on objects of infrastructure on the sites of the Sverdlovsk railroad which are over the developed space of subsoil plots of the Verkhnekamsky field of the potassium-magnesium salts presented to corp. \u201cUralkali\u201d]. Perm, Russian Acad. Sci., Min. Inst. Ural Branch, 2012, vol. 1, 217 p. Petrov A.V., Yudin D.B., Syueli Khou. Obrabotka i interpretatsiya geofizicheskikh dannykh metodami veroyatnostno-statisticheskogo podkhoda s ispol\u2019zovaniem komp\u2019yuternoy tekhnologii \u201cKOSKAD 3D\u201d [Processing and interpretation of geophysical data by methods of probabilistic and statistical approach with use of the computer technology \u201cKOSKAD 3D\u201d]. Vestnik KRAUNTs. Nauki o Zemle. 2010, no. 2, issue 16,\u00a0 pp. 126-132. Petrov A.V. Teoreticheskie osnovy obrabotki geofizicheskikh dannykh. Uchebnoe posobie [Theoretical bases of processing of geophysical data. Manual]. Moscow, Moscow State Geological Prospecting University, 2004, 37 p. Titov K.V., Konosavskij P.K., Il\u2019in Ju.T., Levicki A. Estestvennoe jelektricheskoe pole kak sredstvo kalibrovki geofil’tracionnyh modelej [Natural electric field as means of calibration of geofiltrational models]. Sbornik dokladov konferencii \u201cSovremennye problemy gidrogeologii i gidrogeomehaniki\u201d pamjati V.A. Mironenko [The proceedings of the conference \u201cModern problems of hydrogeology and hydrogeomechanical\u201d to the memory of V.A. Mironenko]. St. Petersburg, St. Petersburg State University, 2002, pp. 522-532. Titov K.V., Tarasov V.A., Tarasov A.V., Konosavskij P.K. Perspektivy primenenija metodov jelektrorazvedki pri reshenii gidrogeologicheskih zadach [Prospects of application of methods of electrical prospecting in solving hydrogeological problems]. Razvedka i ohrana nedr, 2003, no. 4, pp. 64-67. Hmelevskoj V.K. Geofizicheskie metody issledovanija zemnoj kory. Chast\u2019 2. [Geophysical methods of studying the earth\u2019s crust. Part 2]. 1997. Available at: http:\/\/www.astronet.ru\/db\/msg\/1173324\/page22.html (accessed: 8 June 2015). Hristenko L.A., Stepanov Ju.I. Verojatnostno-statisticheskie metody interpretacii dannyh jelektrorazvedki EP i SJeP pri reshenii inzhenerno-geologicheskih zadach [Probabilistic-statistical methods of data interpretation of electrical prospecting EP and SEP in the solution of geological engineering problems]. XIVth International Conference – Geoinformatics: Theoretical and Applied Aspects 11\u201314 May 2015, Kiev, Ukraine, 2015.\u00a0 Available at: http:\/\/www.earthdoc.org\/publication\/publicationdetails\/?publication=80207 (accessed: 8 June 2015). Hristenko L.A., Stepanov Ju.I. Interpretacija profil\u2019nyh jelektrometricheskih nabljudenij, vypolnennyh v predelah Verhnekamskogo mestorozhdenija solej [Interpretation of electrometric profiling observations within the Verkhnekamskoye Deposit of salts]. Mezhdunarodnaja konferencija \u201cSed\u2019mye nauchnye chtenija Ju.P. Bulashevicha\u201d Glubinnoe stroenie, geodinamika, teplovoe pole Zemli, interpretacija geofizicheskih polej, 8-13 sentjabrja 2013, Ekaterinburg [International conference \u201cSeventh scientific reading of Yu. Ulasevich\u201d Deep structure, geodynamics, thermal field of the Earth, interpretation of geophysical fields]. Ekaterinburg, Russian Acad. Sci., Inst. of Geophysics Ural Branch, (Institut geofiziki Ural\u2019skogo otdeleniya Rossiyskoy Akademii nauk), 2013, pp. 327-328. Hristenko L.A., Stepanov Ju.I. Interpretacija jelektrometricheskih nabljudenij pri issledovanii osnovanija zheleznodorozhnoj nasypi [Interpretation of resistivity observations in the study of the foot of the railway embankment]. Voprosy teorii i praktiki geologicheskoj interpretacii gravitacionnyh, magnitnyh i jelektricheskih polej: 41-ja ses. Mezhdunar. seminara im. D.G. Uspenskogo [The theory and practice of geological interpretation of gravity, magnetic and electric fields: 41-I SES. Intern. workshop them. D.G. Uspensky]. Ekaterinburg, Russian Acad. Sci., Inst. of Geophysics Ural Branch, (Institut geofiziki Ural\u2019skogo otdeleniya Rossiyskoy Akademii nauk), 2014,\u00a0 pp.\u00a0 269-271. Hristenko L.A., Stepanov Ju.I. Jelektrometricheskie nabljudenija pri ocenke vlijanija vyrabotannogo prostranstva nedr na osnovanie zheleznodorozhnoj nasypi [Electrometric observations when assessing the influence of a goaf of the subsoil at the base of the railway embankment]. Estestvennye i tehnicheskie nauki, 2014, no. 7, pp. 58-62. Wightman W.E., Jalinoos F., Sirles P., Hanna K. Application of Geophysical Methods to Highway Related Problems. Federal Highway Administration, Central Federal Lands Highway Division, Lakewood, CO, Publication No. FHWA-IF-04-021, September 2003. Available at: http:\/\/www.cflhd.gov\/resources\/agm\/ (accessed: 8 June 2015).\" \/>\n<meta property=\"og:url\" content=\"http:\/\/www.geology.com.ua\/en\/geoinformatika-2015-456-29-34-2\/\" \/>\n<meta property=\"og:site_name\" content=\"\u0421\u0430\u0439\u0442 \u0436\u0443\u0440\u043d\u0430\u043b\u0443 \u00ab\u0413\u0435\u043e\u0456\u043d\u0444\u043e\u0440\u043c\u0430\u0442\u0438\u043a\u0430\u00bb\" \/>\n<meta property=\"article:modified_time\" content=\"2017-10-26T13:31:04+00:00\" \/>\n<meta name=\"twitter:label1\" content=\"Est. reading time\" \/>\n\t<meta name=\"twitter:data1\" content=\"5 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"WebPage\",\"@id\":\"http:\\\/\\\/www.geology.com.ua\\\/en\\\/geoinformatika-2015-456-29-34-2\\\/\",\"url\":\"http:\\\/\\\/www.geology.com.ua\\\/en\\\/geoinformatika-2015-456-29-34-2\\\/\",\"name\":\"(\u0423\u043a\u0440\u0430\u0457\u043d\u0441\u044c\u043a\u0430) Geoinformatika 2015; 4(56) : 29-34 - \u0421\u0430\u0439\u0442 \u0436\u0443\u0440\u043d\u0430\u043b\u0443 \u00ab\u0413\u0435\u043e\u0456\u043d\u0444\u043e\u0440\u043c\u0430\u0442\u0438\u043a\u0430\u00bb\",\"isPartOf\":{\"@id\":\"http:\\\/\\\/www.geology.com.ua\\\/en\\\/#website\"},\"datePublished\":\"2016-01-18T11:27:00+00:00\",\"dateModified\":\"2017-10-26T13:31:04+00:00\",\"breadcrumb\":{\"@id\":\"http:\\\/\\\/www.geology.com.ua\\\/en\\\/geoinformatika-2015-456-29-34-2\\\/#breadcrumb\"},\"inLanguage\":\"en-US\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[[\"http:\\\/\\\/www.geology.com.ua\\\/en\\\/geoinformatika-2015-456-29-34-2\\\/\"]]}]},{\"@type\":\"BreadcrumbList\",\"@id\":\"http:\\\/\\\/www.geology.com.ua\\\/en\\\/geoinformatika-2015-456-29-34-2\\\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"http:\\\/\\\/www.geology.com.ua\\\/en\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"(\u0423\u043a\u0440\u0430\u0457\u043d\u0441\u044c\u043a\u0430) Geoinformatika 2015; 4(56) : 29-34\"}]},{\"@type\":\"WebSite\",\"@id\":\"http:\\\/\\\/www.geology.com.ua\\\/en\\\/#website\",\"url\":\"http:\\\/\\\/www.geology.com.ua\\\/en\\\/\",\"name\":\"\u0421\u0430\u0439\u0442 \u0436\u0443\u0440\u043d\u0430\u043b\u0443 \u00ab\u0413\u0435\u043e\u0456\u043d\u0444\u043e\u0440\u043c\u0430\u0442\u0438\u043a\u0430\u00bb\",\"description\":\"\u0426\u0435\u043d\u0442\u0440 \u043c\u0435\u043d\u0435\u0434\u0436\u043c\u0435\u043d\u0442\u0443 \u0442\u0430 \u043c\u0430\u0440\u043a\u0435\u0442\u0438\u043d\u0433\u0443 \u0432 \u0433\u0430\u043b\u0443\u0437\u0456 \u043d\u0430\u0443\u043a \u043f\u0440\u043e \u0417\u0435\u043c\u043b\u044e\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"http:\\\/\\\/www.geology.com.ua\\\/en\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"en-US\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"(\u0423\u043a\u0440\u0430\u0457\u043d\u0441\u044c\u043a\u0430) Geoinformatika 2015; 4(56) : 29-34 - \u0421\u0430\u0439\u0442 \u0436\u0443\u0440\u043d\u0430\u043b\u0443 \u00ab\u0413\u0435\u043e\u0456\u043d\u0444\u043e\u0440\u043c\u0430\u0442\u0438\u043a\u0430\u00bb","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"http:\/\/www.geology.com.ua\/en\/geoinformatika-2015-456-29-34-2\/","og_locale":"en_US","og_type":"article","og_title":"(\u0423\u043a\u0440\u0430\u0457\u043d\u0441\u044c\u043a\u0430) Geoinformatika 2015; 4(56) : 29-34 - \u0421\u0430\u0439\u0442 \u0436\u0443\u0440\u043d\u0430\u043b\u0443 \u00ab\u0413\u0435\u043e\u0456\u043d\u0444\u043e\u0440\u043c\u0430\u0442\u0438\u043a\u0430\u00bb","og_description":"Geoinformatika 2015; 4(56) : 29-34 (in Russian) INTERPRETATION OF GEOELECTRIC DATA USING PROBABILISTIC AND STATISTICAL CHARACTERISTICS IN SOLVING ENGINEERING-GEOLOGICAL\u00a0 PROBLEMS L.A. Hristenko, Y.I. Stepanov Mining Institute of the Ural Branch of the Russian Academy of Sciences, 78\u0430 Sibirskaya Str., Perm 614007, Russian Federation, e-mail: liudmila.hristenko@yandex.ru Purpose. The purpose of the article is to study the possibility of applying the theory of assessments and methods of no-standard classifications to localize areas of possible geotechnical complications in interpreting electric methods of horizontal profiling (self-potential and resistance with a symmetric configuration of the electrodes). Design\/methodology\/approach. For self-potential and apparent resistances (ra) statistical characteristics\u00a0 were calculated, which were used as additional data at interpretation. Calculations were carried out by a program complex of the spectral and correlation analysis of \u201cKOSKAD 3D\u201d data. The complex is an effective computer technology of processing geologic-geophysical data. The \u201cKOSKAD 3D\u201d includes algorithms of probabilistic and statistical analysis and splitting of the analyzed square into uniform areas (classes). SP, ra\u00a0and their statistics were united in a uniform space, its structure being analyzed by means of methods of no- standard classifications. Findings. The results obtained in classification of geophysical parameters and their statistical characteristics allowed us to localize a number of zones of engineering-geological complications on sites of the railroad located within the developed space of a subsoil of the Verkhnekamsky salts field (Ural, Russia). Practical value\/implications. Statistical characteristics of geoelectric parameters and methods of classification of multidimensional data on formal grounds help to increase reliability of allocating of zones of engineering-geological complications. Keywords: field of self-potential, apparent resistivity, statistical characteristics, classes, engineering-geological complications. \u00a0\u00a0The full text of papers References: Vyzhva S.A., Onishchuk I.I., Tsyupa I.V. Monitoring protsessov podtopleniya na territorii natsional\u2019nogo kompleksa \u201cEkspotsentr Ukrainy\u201d [Monitoring processes of flooding on the territory of national complex \u201cExpocenter of Ukraine\u201d]. Geoinformatika, 2010, no. 1, pp. 66-71. Sanfirov I.A. Otsenka vliyaniya gornykh vyrabotok na ob\u2019ekty infrastruktury na uchastkakh Sverdlovskoy zheleznoy dorogi, nakhodyashchikhsya nad vyrabotannym prostranstvom uchastkov nedr Verkhnekamskogo mestorozhdeniya kaliyno-magnievykh soley, predstavlennykh OAO \u201cUralkaliy\u201d: otchet po dogovoru \u2116 250\/2011 ot 01.02.11 s OAO \u201cUralkaliy\u201d [Assessment of influence of excavations on objects of infrastructure on the sites of the Sverdlovsk railroad which are over the developed space of subsoil plots of the Verkhnekamsky field of the potassium-magnesium salts presented to corp. \u201cUralkali\u201d]. Perm, Russian Acad. Sci., Min. Inst. Ural Branch, 2012, vol. 1, 217 p. Petrov A.V., Yudin D.B., Syueli Khou. Obrabotka i interpretatsiya geofizicheskikh dannykh metodami veroyatnostno-statisticheskogo podkhoda s ispol\u2019zovaniem komp\u2019yuternoy tekhnologii \u201cKOSKAD 3D\u201d [Processing and interpretation of geophysical data by methods of probabilistic and statistical approach with use of the computer technology \u201cKOSKAD 3D\u201d]. Vestnik KRAUNTs. Nauki o Zemle. 2010, no. 2, issue 16,\u00a0 pp. 126-132. Petrov A.V. Teoreticheskie osnovy obrabotki geofizicheskikh dannykh. Uchebnoe posobie [Theoretical bases of processing of geophysical data. Manual]. Moscow, Moscow State Geological Prospecting University, 2004, 37 p. Titov K.V., Konosavskij P.K., Il\u2019in Ju.T., Levicki A. Estestvennoe jelektricheskoe pole kak sredstvo kalibrovki geofil’tracionnyh modelej [Natural electric field as means of calibration of geofiltrational models]. Sbornik dokladov konferencii \u201cSovremennye problemy gidrogeologii i gidrogeomehaniki\u201d pamjati V.A. Mironenko [The proceedings of the conference \u201cModern problems of hydrogeology and hydrogeomechanical\u201d to the memory of V.A. Mironenko]. St. Petersburg, St. Petersburg State University, 2002, pp. 522-532. Titov K.V., Tarasov V.A., Tarasov A.V., Konosavskij P.K. Perspektivy primenenija metodov jelektrorazvedki pri reshenii gidrogeologicheskih zadach [Prospects of application of methods of electrical prospecting in solving hydrogeological problems]. Razvedka i ohrana nedr, 2003, no. 4, pp. 64-67. Hmelevskoj V.K. Geofizicheskie metody issledovanija zemnoj kory. Chast\u2019 2. [Geophysical methods of studying the earth\u2019s crust. Part 2]. 1997. Available at: http:\/\/www.astronet.ru\/db\/msg\/1173324\/page22.html (accessed: 8 June 2015). Hristenko L.A., Stepanov Ju.I. Verojatnostno-statisticheskie metody interpretacii dannyh jelektrorazvedki EP i SJeP pri reshenii inzhenerno-geologicheskih zadach [Probabilistic-statistical methods of data interpretation of electrical prospecting EP and SEP in the solution of geological engineering problems]. XIVth International Conference – Geoinformatics: Theoretical and Applied Aspects 11\u201314 May 2015, Kiev, Ukraine, 2015.\u00a0 Available at: http:\/\/www.earthdoc.org\/publication\/publicationdetails\/?publication=80207 (accessed: 8 June 2015). Hristenko L.A., Stepanov Ju.I. Interpretacija profil\u2019nyh jelektrometricheskih nabljudenij, vypolnennyh v predelah Verhnekamskogo mestorozhdenija solej [Interpretation of electrometric profiling observations within the Verkhnekamskoye Deposit of salts]. Mezhdunarodnaja konferencija \u201cSed\u2019mye nauchnye chtenija Ju.P. Bulashevicha\u201d Glubinnoe stroenie, geodinamika, teplovoe pole Zemli, interpretacija geofizicheskih polej, 8-13 sentjabrja 2013, Ekaterinburg [International conference \u201cSeventh scientific reading of Yu. Ulasevich\u201d Deep structure, geodynamics, thermal field of the Earth, interpretation of geophysical fields]. Ekaterinburg, Russian Acad. Sci., Inst. of Geophysics Ural Branch, (Institut geofiziki Ural\u2019skogo otdeleniya Rossiyskoy Akademii nauk), 2013, pp. 327-328. Hristenko L.A., Stepanov Ju.I. Interpretacija jelektrometricheskih nabljudenij pri issledovanii osnovanija zheleznodorozhnoj nasypi [Interpretation of resistivity observations in the study of the foot of the railway embankment]. Voprosy teorii i praktiki geologicheskoj interpretacii gravitacionnyh, magnitnyh i jelektricheskih polej: 41-ja ses. Mezhdunar. seminara im. D.G. Uspenskogo [The theory and practice of geological interpretation of gravity, magnetic and electric fields: 41-I SES. Intern. workshop them. D.G. Uspensky]. Ekaterinburg, Russian Acad. Sci., Inst. of Geophysics Ural Branch, (Institut geofiziki Ural\u2019skogo otdeleniya Rossiyskoy Akademii nauk), 2014,\u00a0 pp.\u00a0 269-271. Hristenko L.A., Stepanov Ju.I. Jelektrometricheskie nabljudenija pri ocenke vlijanija vyrabotannogo prostranstva nedr na osnovanie zheleznodorozhnoj nasypi [Electrometric observations when assessing the influence of a goaf of the subsoil at the base of the railway embankment]. Estestvennye i tehnicheskie nauki, 2014, no. 7, pp. 58-62. Wightman W.E., Jalinoos F., Sirles P., Hanna K. Application of Geophysical Methods to Highway Related Problems. Federal Highway Administration, Central Federal Lands Highway Division, Lakewood, CO, Publication No. FHWA-IF-04-021, September 2003. Available at: http:\/\/www.cflhd.gov\/resources\/agm\/ (accessed: 8 June 2015).","og_url":"http:\/\/www.geology.com.ua\/en\/geoinformatika-2015-456-29-34-2\/","og_site_name":"\u0421\u0430\u0439\u0442 \u0436\u0443\u0440\u043d\u0430\u043b\u0443 \u00ab\u0413\u0435\u043e\u0456\u043d\u0444\u043e\u0440\u043c\u0430\u0442\u0438\u043a\u0430\u00bb","article_modified_time":"2017-10-26T13:31:04+00:00","twitter_misc":{"Est. reading time":"5 minutes"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"http:\/\/www.geology.com.ua\/en\/geoinformatika-2015-456-29-34-2\/","url":"http:\/\/www.geology.com.ua\/en\/geoinformatika-2015-456-29-34-2\/","name":"(\u0423\u043a\u0440\u0430\u0457\u043d\u0441\u044c\u043a\u0430) Geoinformatika 2015; 4(56) : 29-34 - \u0421\u0430\u0439\u0442 \u0436\u0443\u0440\u043d\u0430\u043b\u0443 \u00ab\u0413\u0435\u043e\u0456\u043d\u0444\u043e\u0440\u043c\u0430\u0442\u0438\u043a\u0430\u00bb","isPartOf":{"@id":"http:\/\/www.geology.com.ua\/en\/#website"},"datePublished":"2016-01-18T11:27:00+00:00","dateModified":"2017-10-26T13:31:04+00:00","breadcrumb":{"@id":"http:\/\/www.geology.com.ua\/en\/geoinformatika-2015-456-29-34-2\/#breadcrumb"},"inLanguage":"en-US","potentialAction":[{"@type":"ReadAction","target":[["http:\/\/www.geology.com.ua\/en\/geoinformatika-2015-456-29-34-2\/"]]}]},{"@type":"BreadcrumbList","@id":"http:\/\/www.geology.com.ua\/en\/geoinformatika-2015-456-29-34-2\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"http:\/\/www.geology.com.ua\/en\/"},{"@type":"ListItem","position":2,"name":"(\u0423\u043a\u0440\u0430\u0457\u043d\u0441\u044c\u043a\u0430) Geoinformatika 2015; 4(56) : 29-34"}]},{"@type":"WebSite","@id":"http:\/\/www.geology.com.ua\/en\/#website","url":"http:\/\/www.geology.com.ua\/en\/","name":"\u0421\u0430\u0439\u0442 \u0436\u0443\u0440\u043d\u0430\u043b\u0443 \u00ab\u0413\u0435\u043e\u0456\u043d\u0444\u043e\u0440\u043c\u0430\u0442\u0438\u043a\u0430\u00bb","description":"\u0426\u0435\u043d\u0442\u0440 \u043c\u0435\u043d\u0435\u0434\u0436\u043c\u0435\u043d\u0442\u0443 \u0442\u0430 \u043c\u0430\u0440\u043a\u0435\u0442\u0438\u043d\u0433\u0443 \u0432 \u0433\u0430\u043b\u0443\u0437\u0456 \u043d\u0430\u0443\u043a \u043f\u0440\u043e \u0417\u0435\u043c\u043b\u044e","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"http:\/\/www.geology.com.ua\/en\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"en-US"}]}},"_links":{"self":[{"href":"http:\/\/www.geology.com.ua\/en\/wp-json\/wp\/v2\/pages\/4757","targetHints":{"allow":["GET"]}}],"collection":[{"href":"http:\/\/www.geology.com.ua\/en\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"http:\/\/www.geology.com.ua\/en\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"http:\/\/www.geology.com.ua\/en\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"http:\/\/www.geology.com.ua\/en\/wp-json\/wp\/v2\/comments?post=4757"}],"version-history":[{"count":13,"href":"http:\/\/www.geology.com.ua\/en\/wp-json\/wp\/v2\/pages\/4757\/revisions"}],"predecessor-version":[{"id":6995,"href":"http:\/\/www.geology.com.ua\/en\/wp-json\/wp\/v2\/pages\/4757\/revisions\/6995"}],"wp:attachment":[{"href":"http:\/\/www.geology.com.ua\/en\/wp-json\/wp\/v2\/media?parent=4757"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}