{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,3,3]],"date-time":"2026-03-03T02:04:58Z","timestamp":1772503498382,"version":"3.50.1"},"reference-count":30,"publisher":"Springer Science and Business Media LLC","issue":"8","license":[{"start":{"date-parts":[[2008,11,20]],"date-time":"2008-11-20T00:00:00Z","timestamp":1227139200000},"content-version":"tdm","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Neural Comput &amp; Applic"],"published-print":{"date-parts":[[2009,11]]},"DOI":"10.1007\/s00521-008-0208-0","type":"journal-article","created":{"date-parts":[[2008,11,19]],"date-time":"2008-11-19T03:03:20Z","timestamp":1227063800000},"page":"1031-1041","source":"Crossref","is-referenced-by-count":107,"title":["Prediction of compressive and tensile strength of Gaziantep basalts via neural networks and gene expression programming"],"prefix":"10.1007","volume":"18","author":[{"given":"Hanifi","family":"\u00c7anakc\u0131","sequence":"first","affiliation":[]},{"given":"Adil","family":"Baykaso\u011flu","sequence":"additional","affiliation":[]},{"given":"Hamza","family":"G\u00fcll\u00fc","sequence":"additional","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2008,11,20]]},"reference":[{"key":"208_CR1","unstructured":"ISRM (1981) Rock characterisation testing and monitoring. In: Brown ET (ed) Pergamon Press, Oxford"},{"key":"208_CR2","doi-asserted-by":"crossref","first-page":"329","DOI":"10.1007\/s00603-005-0061-8","volume":"38","author":"M Fener","year":"2005","unstructured":"Fener M, Kahraman S, Bilgil A, Gunaydin O (2005) A comparative evaluation of indirect methods to estimate the compressive strength of rocks. Rock Mech Rock Eng 38:329\u2013343. doi: 10.1007\/s00603-005-0061-8","journal-title":"Rock Mech Rock Eng"},{"key":"208_CR3","doi-asserted-by":"crossref","first-page":"269","DOI":"10.1016\/S1365-1609(00)00078-2","volume":"38","author":"VK Singh","year":"2001","unstructured":"Singh VK, Singh D, Singh TN (2001) Prediction of strength properties of some schistose rocks from petrographic properties using artificial neural networks. Int J Rock Mech Min Sci 38:269\u2013284. doi: 10.1016\/S1365-1609(00)00078-2","journal-title":"Int J Rock Mech Min Sci"},{"key":"208_CR4","first-page":"127","volume":"162","author":"F Meulenkamp","year":"1997","unstructured":"Meulenkamp F (1997) Improving the prediction of the UCS, by equotip readings using statistical and neural network models. Mem Cent Eng Geol Neth 162:127","journal-title":"Mem Cent Eng Geol Neth"},{"key":"208_CR5","doi-asserted-by":"crossref","first-page":"29","DOI":"10.1016\/S0148-9062(98)00173-9","volume":"36","author":"F Meulenkamp","year":"1999","unstructured":"Meulenkamp F, Alveraz GM (1999) Application of neural networks for the prediction of the unconfined compressive strength (UCS) from equotip hardness. Int J Rock Mech Min Sci 36:29\u201339. doi: 10.1016\/S0148-9062(98)00173-9","journal-title":"Int J Rock Mech Min Sci"},{"key":"208_CR6","unstructured":"Nie X, Zhang Q (1994) Prediction of rock mechanical behaviour by artificial neural network. A comparison with traditional method. In IV CSMR, Integral Approach to Applied Rock Mechanics, Santiago, Chile"},{"key":"208_CR7","doi-asserted-by":"crossref","first-page":"129","DOI":"10.1061\/(ASCE)0887-3801(1994)8:2(129)","volume":"8","author":"JH Garret Jr","year":"1994","unstructured":"Garret JH Jr (1994) Where and why artificial neural networks are applicable in civil engineering. J Comput Civ Eng 8:129\u2013130. doi: 10.1061\/(ASCE)0887-3801(1994)8:2(129)","journal-title":"J Comput Civ Eng"},{"key":"208_CR8","volume-title":"Explanatory text of the geological map of Turkey-Hatay","author":"N Tolun","year":"1975","unstructured":"Tolun N, Pamir HN (1975) Explanatory text of the geological map of Turkey-Hatay. MTA (General Directorate of Mineral Research and Exploration), Ankara"},{"key":"208_CR9","unstructured":"MTA (General Directorate of Mineral Research and Exploration) (1994) Geological Map of the Gaziantep-K24 Quadrangle. Ankara, Turkey"},{"key":"208_CR10","first-page":"371","volume":"19","author":"A Shakoor","year":"1982","unstructured":"Shakoor A, West TR, Scholer CF (1982) Physical characteristics of some Indiana argillaceous carbonates regarding their freeze thaw resistance in concrete. Bull Assoc Eng Geol 19:371\u2013384","journal-title":"Bull Assoc Eng Geol"},{"key":"208_CR11","unstructured":"ASTM C127 (1997) Specific gravity and absorption of coarse aggregate"},{"key":"208_CR12","volume-title":"British specification for aggregates from natural sources for concrete. BS 882: 1983","author":"BSI","year":"1983","unstructured":"BSI (1983) British specification for aggregates from natural sources for concrete. BS 882: 1983. British Standards Institution, London"},{"issue":"Part 2","key":"208_CR13","doi-asserted-by":"crossref","first-page":"2199","DOI":"10.1029\/JZ066i007p02199","volume":"66","author":"F Birch","year":"1961","unstructured":"Birch F (1961) The velocity of compressional waves in rocks 10 kbars. J Geophys Res 66(Part 2):2199\u20132224. doi: 10.1029\/JZ066i007p02199","journal-title":"J Geophys Res"},{"key":"208_CR14","first-page":"235","volume-title":"Geotechnical Engineering of Hard Soils\u2013Soft Rocks","author":"T Ramamurthy","year":"1993","unstructured":"Ramamurthy T, Arora VK (1993) A classification for intact and jointed rocks. In: Anagnostopoulos A et al (eds) Geotechnical Engineering of Hard Soils\u2013Soft Rocks. A.A. Balkema, Rotterdam, pp 235\u2013242"},{"key":"208_CR15","doi-asserted-by":"crossref","first-page":"169","DOI":"10.1016\/S0013-7952(02)00151-5","volume":"67","author":"S-C Hsu","year":"2002","unstructured":"Hsu S-C, Nelson PP (2002) Characterization of eagle ford shale. Eng Geol 67:169\u2013183. doi: 10.1016\/S0013-7952(02)00151-5","journal-title":"Eng Geol"},{"key":"208_CR16","doi-asserted-by":"crossref","first-page":"2083","DOI":"10.1016\/j.cemconres.2004.03.028","volume":"34","author":"A Baykaso\u011flu","year":"2004","unstructured":"Baykaso\u011flu A, Dereli T, Tan\u0131\u015f S (2004) Prediction of cement strength using soft computing techniques. Cement Concr Res 34:2083\u20132090. doi: 10.1016\/j.cemconres.2004.03.028","journal-title":"Cement Concr Res"},{"key":"208_CR17","doi-asserted-by":"crossref","unstructured":"Venkatesan D, Kannan K, Saravanan R (2008) A genetic algorithm-based artificial neural network model for the optimization of machining processes. Neural Comput Appl. doi: 10.1007\/s00521-007-0166-y","DOI":"10.1007\/s00521-007-0166-y"},{"key":"208_CR18","first-page":"87","volume":"13","author":"C Ferreira","year":"2001","unstructured":"Ferreira C (2001) Gene expression programming: a new adaptive algorithm for solving problems. Complex Syst 13:87\u2013129","journal-title":"Complex Syst"},{"key":"208_CR19","volume-title":"Genetic programming: on the programming of computers by means of natural selection","author":"JR Koza","year":"1992","unstructured":"Koza JR (1992) Genetic programming: on the programming of computers by means of natural selection. MIT Press, Cambridge"},{"key":"208_CR20","volume-title":"Genetic algorithms in search, optimization and machine learning","author":"D Goldberg","year":"1989","unstructured":"Goldberg D (1989) Genetic algorithms in search, optimization and machine learning. Addison-Welsley, MA"},{"key":"208_CR21","unstructured":"Zhou C, Xiao W, Tirpak TM, Nelson PC (2002) Discovery of classification rules by using gene expression programming, In: the proceedings of the 2002 international conference on artificial intelligence (IC-AI\u201902), Las Vegas, June, pp 1355\u20131361"},{"key":"208_CR22","first-page":"27","volume":"3","author":"T Dereli","year":"2000","unstructured":"Dereli T, Baykaso\u011flu A (2000) The use of artificial intelligence techniques in design and manufacturing. A review. Gazi Univ J Polytechnic 3:27\u201360","journal-title":"Gazi Univ J Polytechnic"},{"key":"208_CR23","volume-title":"Neural networks for chemists","author":"J Zupan","year":"1993","unstructured":"Zupan J, Gasteiger J (1993) Neural networks for chemists. VCH Publishers, NY"},{"key":"208_CR24","doi-asserted-by":"crossref","unstructured":"Wang D (1993) Pattern recognition: neural networks in perspective. IEEE Expert (August):52\u201360. doi: 10.1109\/64.223991","DOI":"10.1109\/64.223991"},{"key":"208_CR25","doi-asserted-by":"crossref","first-page":"36","DOI":"10.1109\/6.4520","volume":"25","author":"DH Nielsen","year":"1988","unstructured":"Nielsen DH (1988) Neurocomputing: picking the human brain. IEEE Spectr 25:36\u201341. doi: 10.1109\/6.4520","journal-title":"IEEE Spectr"},{"key":"208_CR26","doi-asserted-by":"crossref","first-page":"3","DOI":"10.1016\/0893-6080(88)90020-2","volume":"1","author":"T Kohonen","year":"1988","unstructured":"Kohonen T (1988) An introduction to neural computing. Neural Netw 1:3\u201316. doi: 10.1016\/0893-6080(88)90020-2","journal-title":"Neural Netw"},{"key":"208_CR27","unstructured":"Elmas \u00c7 (2003) Yapay Sinir A\u011flar\u0131. Ankara. Se\u00e7kin Yay\u0131nc\u0131l\u0131k"},{"key":"208_CR28","unstructured":"Erg\u00fcn M (1995) SPSS for Windows. Ankara, Ocak Yay\u0131nlar\u0131"},{"key":"208_CR29","unstructured":"NeuroDimension Company. http:\/\/www.neurosolutions.com"},{"key":"208_CR30","unstructured":"NeuNet Pro 2.2. http:\/\/www.cormactech.com\/neunet"}],"container-title":["Neural Computing and Applications"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s00521-008-0208-0.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/article\/10.1007\/s00521-008-0208-0\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s00521-008-0208-0","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2019,5,28]],"date-time":"2019-05-28T22:06:57Z","timestamp":1559081217000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/s00521-008-0208-0"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2008,11,20]]},"references-count":30,"journal-issue":{"issue":"8","published-print":{"date-parts":[[2009,11]]}},"alternative-id":["208"],"URL":"https:\/\/doi.org\/10.1007\/s00521-008-0208-0","relation":{},"ISSN":["0941-0643","1433-3058"],"issn-type":[{"value":"0941-0643","type":"print"},{"value":"1433-3058","type":"electronic"}],"subject":[],"published":{"date-parts":[[2008,11,20]]}}}