{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,11,21]],"date-time":"2025-11-21T06:37:23Z","timestamp":1763707043002,"version":"3.44.0"},"reference-count":41,"publisher":"Springer Science and Business Media LLC","issue":"2","license":[{"start":{"date-parts":[[2025,4,3]],"date-time":"2025-04-03T00:00:00Z","timestamp":1743638400000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"},{"start":{"date-parts":[[2025,4,3]],"date-time":"2025-04-03T00:00:00Z","timestamp":1743638400000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springernature.com\/gp\/researchers\/text-and-data-mining"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["Earth Sci Inform"],"published-print":{"date-parts":[[2025,6]]},"DOI":"10.1007\/s12145-025-01872-3","type":"journal-article","created":{"date-parts":[[2025,4,5]],"date-time":"2025-04-05T06:44:10Z","timestamp":1743835450000},"update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":2,"title":["Determining the abutment angle in longwall coal mining using NLMR, GEP and GEO techniques"],"prefix":"10.1007","volume":"18","author":[{"given":"Fariborz","family":"Matinpour","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Abbas","family":"Majdi","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2025,4,3]]},"reference":[{"key":"1872_CR1","doi-asserted-by":"publisher","first-page":"457","DOI":"10.1007\/s00521-016-2577-0","volume":"29","author":"DJ Armaghani","year":"2018","unstructured":"Armaghani DJ, Hasanipanah M, Amnieh HB, Mohamad ET (2018) Feasibility of ICA in approximating ground vibration resulting from mine blasting. Neural Comput Appl 29:457\u2013465","journal-title":"Neural Comput Appl"},{"key":"1872_CR2","doi-asserted-by":"publisher","unstructured":"Bastami R, Bazzazi AA, Shoormasti HH, Ahangari K (2020) Predicting and minimizing the blasting cost in limestone mines using a combination of gene expression programming and particle swarm optimization. Arch Mining Sci 65(4). https:\/\/doi.org\/10.24425\/ams.2020.135180","DOI":"10.24425\/ams.2020.135180"},{"issue":"5","key":"1872_CR3","doi-asserted-by":"publisher","first-page":"965","DOI":"10.1016\/j.talanta.2008.05.019","volume":"76","author":"MA Bezerra","year":"2008","unstructured":"Bezerra MA, Santelli RE, Oliveira EP, Villar LS, Escaleira LA (2008) Response surface methodology (RSM) as a tool for optimization in analytical chemistry. Talanta 76(5):965\u2013977. https:\/\/doi.org\/10.1016\/j.talanta.2008.05.019","journal-title":"Talanta"},{"key":"1872_CR4","unstructured":"Bi J, Bennett KP (2003) Regression error characteristic curves. In: Proceedings of the 20th international conference on machine learning (ICML-03) (pp 43\u201350)"},{"key":"1872_CR5","unstructured":"Colwell MG (1998) Chain pillar design (Calibration of ALPS) C6036. Brisbane, Australia: Australian Coal Association Research Program"},{"key":"1872_CR6","unstructured":"Colwell M (2018) The abutment angle model and its appropriate use for longwall tailgate design. Proceedings of the 18th Coal Operators' Conference, Mining Engineering, University of Wollongong. 2018; 2018:152\u2013164"},{"key":"1872_CR7","doi-asserted-by":"publisher","first-page":"104172","DOI":"10.1016\/j.ijrmms.2019.104172","volume":"126","author":"A Darvishi","year":"2020","unstructured":"Darvishi A, Ataei M, Rafiee R (2020) Investigating the effect of simultaneous extraction of two longwall panels on a maingate gateroad stability using numerical modeling. Int J Rock Mech Min Sci 126:104172. https:\/\/doi.org\/10.1016\/j.ijrmms.2019.104172","journal-title":"Int J Rock Mech Min Sci"},{"key":"1872_CR8","doi-asserted-by":"crossref","unstructured":"Draper NR, Smith H (1998) Applied regression analysis (Vol. 326). John Wiley and Sons","DOI":"10.1002\/9781118625590"},{"key":"1872_CR9","doi-asserted-by":"crossref","unstructured":"Ferreira C (2006) Gene expression programming: mathematical modeling by an artificial intelligence (Vol. 21). Springer","DOI":"10.1007\/3-540-32498-4_2"},{"issue":"4","key":"1872_CR10","doi-asserted-by":"publisher","first-page":"2763","DOI":"10.1007\/s00603-023-03709-1","volume":"57","author":"Z Fu","year":"2024","unstructured":"Fu Z, Zhang W (2024) Research on stress change and deformation monitoring of coal pillar between two longwall coal faces. Rock Mech Rock Eng 57(4):2763\u20132772. https:\/\/doi.org\/10.1007\/s00603-023-03709-1","journal-title":"Rock Mech Rock Eng"},{"key":"1872_CR11","doi-asserted-by":"publisher","first-page":"651","DOI":"10.1007\/s42461-019-00138-z","volume":"37","author":"N Ghosh","year":"2020","unstructured":"Ghosh N, Agrawal H, Singh SK, Banerjee G (2020) Optimum chain pillar design at the deepest multi-seam longwall workings in India. Min Metall Explor 37:651\u2013664. https:\/\/doi.org\/10.1007\/s42461-019-00138-z","journal-title":"Min Metall Explor"},{"key":"1872_CR12","doi-asserted-by":"publisher","first-page":"1043","DOI":"10.1007\/s00521-016-2434-1","volume":"28","author":"M Hasanipanah","year":"2017","unstructured":"Hasanipanah M, Jahed Armaghani D, Bakhshandeh Amnieh H, Majid MZA, Tahir MM (2017) Application of PSO to develop a powerful equation for prediction of flyrock due to blasting. Neural Comput Appl 28:1043\u20131050","journal-title":"Neural Comput Appl"},{"key":"1872_CR13","unstructured":"Heasley KA (2000) The forgotten denominator, pillar loading. In ARMA North America Rock Mechanics Symposium (pp ARMA-2000). ARMA"},{"key":"1872_CR14","unstructured":"Hill D, Stone R, Suchowerska A, Trueman R (2015). Pillar abutment loading\u2013new concepts for coal mining industry. In Proceedings of the 15th coal operators\u2019 conference New South Wales, Australia: University of Wollongong pp 204\u201311"},{"key":"1872_CR15","doi-asserted-by":"publisher","first-page":"104141","DOI":"10.1016\/j.ijrmms.2019.104141","volume":"124","author":"H Kang","year":"2019","unstructured":"Kang H, Wu L, Gao F, Lv H, Li J (2019) Field study on the load transfer mechanics associated with longwall coal retreat mining. Int J Rock Mech Min Sci 124:104141. https:\/\/doi.org\/10.1016\/j.ijrmms.2019.104141","journal-title":"Int J Rock Mech Min Sci"},{"issue":"1","key":"1872_CR16","doi-asserted-by":"publisher","first-page":"59","DOI":"10.1016\/j.ijmst.2018.11.018","volume":"29","author":"Y Li","year":"2019","unstructured":"Li Y, Lei M, Wang H, Li C, Li W, Tao Y, Wang J (2019) Abutment pressure distribution for longwall face mining through abandoned roadways. Int J Min Sci Technol 29(1):59\u201364. https:\/\/doi.org\/10.1016\/j.ijmst.2018.11.018","journal-title":"Int J Min Sci Technol"},{"key":"1872_CR17","doi-asserted-by":"publisher","first-page":"112408","DOI":"10.1016\/j.enbuild.2022.112408","volume":"273","author":"X Liu","year":"2022","unstructured":"Liu X, Tang H, Ding Y, Yan D (2022) Investigating the performance of machine learning models combined with different feature selection methods to estimate the energy consumption of buildings. Energy Build 273:112408. https:\/\/doi.org\/10.1016\/j.enbuild.2022.112408","journal-title":"Energy Build"},{"key":"1872_CR18","unstructured":"Lundberg S, Lee SI (2017) A unified approach to interpreting model predictions. arXiv preprint arXiv:1705.07874"},{"issue":"3","key":"1872_CR19","doi-asserted-by":"publisher","first-page":"323","DOI":"10.1016\/0167-9031(91)90600-H","volume":"13","author":"A Majdi","year":"1991","unstructured":"Majdi A, Hassani FP, Cain P (1991) Two new barrier pillar design methods for longwall mining. Min Sci Technol 13(3):323\u2013336. https:\/\/doi.org\/10.1016\/0167-9031(91)90600-H","journal-title":"Min Sci Technol"},{"key":"1872_CR20","doi-asserted-by":"publisher","first-page":"62","DOI":"10.1016\/j.coal.2012.04.005","volume":"98","author":"A Majdi","year":"2012","unstructured":"Majdi A, Hassani FP, Nasiri MY (2012) Prediction of the height of destressed zone above the mined panel roof in longwall coal mining. Int J Coal Geol 98:62\u201372. https:\/\/doi.org\/10.1016\/j.coal.2012.04.005","journal-title":"Int J Coal Geol"},{"key":"1872_CR21","unstructured":"Majdi A (1988) The stability of face access tunnel in the deep soft rocks of coal mining. Doctoral dissertation, McGill University"},{"key":"1872_CR22","unstructured":"Mark C (1990) Pillar design methods for longwall mining (Vol. 9247). US Department of the Interior, Bureau of Mines"},{"key":"1872_CR23","unstructured":"Mark C (1992) Analysis of longwall pillar stability (ALPS): an update. In Proceedings of the workshop on coal pillar mechanics and design (Vol. 9315, pp. 238\u2013249). Bureau of Mines Information Circular"},{"key":"1872_CR24","doi-asserted-by":"publisher","first-page":"107050","DOI":"10.1016\/j.cie.2020.107050","volume":"152","author":"A Mohammadi-Balani","year":"2021","unstructured":"Mohammadi-Balani A, Nayeri MD, Azar A, Taghizadeh-Yazdi M (2021) Golden eagle optimizer: a nature-inspired metaheuristic algorithm. Comput Ind Eng 152:107050. https:\/\/doi.org\/10.1016\/j.cie.2020.107050","journal-title":"Comput Ind Eng"},{"key":"1872_CR25","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1007\/s12517-021-07772-2","volume":"14","author":"M Monjezi","year":"2021","unstructured":"Monjezi M, Dehghani H, Shakeri J, Mehrdanesh A (2021) Optimization of prediction of flyrock using linear multivariate regression (LMR) and gene expression programming (GEP)\u2014Topal Novin mine, Iran. Arab J Geosci 14:1\u201312. https:\/\/doi.org\/10.1007\/s12517-021-07772-2","journal-title":"Arab J Geosci"},{"issue":"2","key":"1872_CR26","doi-asserted-by":"publisher","first-page":"451","DOI":"10.1007\/s00366-018-0608-4","volume":"35","author":"M Rezaei","year":"2019","unstructured":"Rezaei M (2019) Forecasting the stress concentration coefficient around the mined panel using soft computing methodology. Eng Comput 35(2):451\u2013466. https:\/\/doi.org\/10.1007\/s00366-018-0608-4","journal-title":"Eng Comput"},{"key":"1872_CR27","doi-asserted-by":"publisher","first-page":"2421","DOI":"10.1007\/s00603-014-0704-8","volume":"48","author":"M Rezaei","year":"2015","unstructured":"Rezaei M, Hossaini MF, Majdi A (2015) Determination of longwall mining-induced stress using the strain energy method. Rock Mech Rock Eng 48:2421\u20132433. https:\/\/doi.org\/10.1007\/s00603-014-0704-8","journal-title":"Rock Mech Rock Eng"},{"key":"1872_CR28","doi-asserted-by":"publisher","unstructured":"Rezaei M, Habibi H, Asadizadeh M (2024) Determination of the stress concentration factor adjacent an extracted underground coal panel using the CART and MARS algorithms. Earth Sci Inform 1\u201318. https:\/\/doi.org\/10.1007\/s12145-024-01476-3","DOI":"10.1007\/s12145-024-01476-3"},{"issue":"4","key":"1872_CR29","first-page":"128","volume":"64","author":"MGD Salamon","year":"1963","unstructured":"Salamon MGD (1963) Elastic analysis of displacements and stresses induced by the mining of seam or reef deposits. J South Afr Inst Min Metall 64(4):128\u2013149","journal-title":"J South Afr Inst Min Metall"},{"key":"1872_CR30","doi-asserted-by":"publisher","first-page":"39","DOI":"10.1016\/j.coal.2012.12.008","volume":"106","author":"M Shabanimashcool","year":"2013","unstructured":"Shabanimashcool M, Li CC (2013) A numerical study of stress changes in barrier pillars and a border area in a longwall coal mine. Int J Coal Geol 106:39\u201347. https:\/\/doi.org\/10.1016\/j.coal.2012.12.008","journal-title":"Int J Coal Geol"},{"key":"1872_CR31","doi-asserted-by":"publisher","first-page":"104049","DOI":"10.1016\/j.ijrmms.2019.06.008","volume":"121","author":"S Sinha","year":"2019","unstructured":"Sinha S, Walton G (2019) Investigation of longwall headgate stress distribution with an emphasis on pillar behavior. Int J Rock Mech Min Sci 121:104049. https:\/\/doi.org\/10.1016\/j.ijrmms.2019.06.008","journal-title":"Int J Rock Mech Min Sci"},{"key":"1872_CR32","doi-asserted-by":"publisher","unstructured":"Skentou AD, Bardhan A, Mamou A, Lemonis ME, Kumar G, Samui P, ... Asteris PG (2023) Closed-form equation for estimating unconfined compressive strength of granite from three non-destructive tests using soft computing models. Rock Mech Rock Eng 56(1):487\u2013514. https:\/\/doi.org\/10.1007\/s00603-022-03046-9","DOI":"10.1007\/s00603-022-03046-9"},{"key":"1872_CR33","unstructured":"Suchowerska AM, Merifield RS, Carter JP (2012) Effect of abutment angle on stress distribution under supercritical longwall panels. In Proceedings of the 11th Australia-New Zealand Conference on Geomechanics, Melbourne, Australia"},{"issue":"5","key":"1872_CR34","doi-asserted-by":"publisher","first-page":"1691","DOI":"10.3390\/app10051691","volume":"10","author":"D Sun","year":"2020","unstructured":"Sun D, Lonbani M, Askarian B, Jahed Armaghani D, Tarinejad R, Thai Pham B, Huynh VV (2020) Investigating the applications of machine learning techniques to predict the rock brittleness index. Appl Sci 10(5):1691. https:\/\/doi.org\/10.3390\/app10051691","journal-title":"Appl Sci"},{"issue":"D7","key":"1872_CR35","doi-asserted-by":"publisher","first-page":"7183","DOI":"10.1029\/2000JD900719","volume":"106","author":"KE Taylor","year":"2001","unstructured":"Taylor KE (2001) Summarizing multiple aspects of model performance in a single diagram. J Geophys Res Atmos 106(D7):7183\u20137192. https:\/\/doi.org\/10.1029\/2000JD900719","journal-title":"J Geophys Res Atmos"},{"key":"1872_CR36","unstructured":"Tulu IB (2012) New abutment angle concept for underground coal mining. Doctoral dissertation, West Virginia University"},{"issue":"1","key":"1872_CR37","doi-asserted-by":"publisher","first-page":"111","DOI":"10.1016\/j.ijmst.2019.12.020","volume":"30","author":"D Tuncay","year":"2020","unstructured":"Tuncay D, Tulu IB, Klemetti T (2020) Analysis of ARMPS2010 database with LaModel and an updated abutment angle equation. Int J Min Sci Technol 30(1):111\u2013118. https:\/\/doi.org\/10.1016\/j.ijmst.2019.12.020","journal-title":"Int J Min Sci Technol"},{"key":"1872_CR38","doi-asserted-by":"publisher","first-page":"106940","DOI":"10.1016\/j.engfailanal.2022.106940","volume":"144","author":"H Wang","year":"2023","unstructured":"Wang H, Wang J, Elmo D, He M, Ma Z, Gao C (2023) Ground response mechanism of entries and control methods induced by hard roof in longwall top coal caving panel. Eng Fail Anal 144:106940. https:\/\/doi.org\/10.1016\/j.engfailanal.2022.106940","journal-title":"Eng Fail Anal"},{"issue":"6","key":"1872_CR39","doi-asserted-by":"publisher","first-page":"1351","DOI":"10.1007\/s40789-021-00460-2","volume":"8","author":"R Wu","year":"2021","unstructured":"Wu R, Zhang P, Kulatilake PH, Luo H, He Q (2021) Stress and deformation analysis of gob-side pre-backfill driving procedure of longwall mining: a case study. Int J Coal Sci Technol 8(6):1351\u20131370. https:\/\/doi.org\/10.1007\/s40789-021-00460-2","journal-title":"Int J Coal Sci Technol"},{"issue":"4\u20135","key":"1872_CR40","doi-asserted-by":"publisher","first-page":"808","DOI":"10.1016\/j.engappai.2009.03.007","volume":"22","author":"S Yagiz","year":"2009","unstructured":"Yagiz S, Gokceoglu C, Sezer E, Iplikci S (2009) Application of two non-linear prediction tools to the estimation of tunnel boring machine performance. Eng Appl Artif Intell 22(4\u20135):808\u2013814. https:\/\/doi.org\/10.1016\/j.engappai.2009.03.007","journal-title":"Eng Appl Artif Intell"},{"issue":"3","key":"1872_CR41","doi-asserted-by":"publisher","first-page":"54","DOI":"10.1109\/MCI.2017.2708618","volume":"12","author":"J Zhong","year":"2017","unstructured":"Zhong J, Feng L, Ong YS (2017) Gene expression programming: a survey. IEEE Comput Intell Mag 12(3):54\u201372","journal-title":"IEEE Comput Intell Mag"}],"container-title":["Earth Science Informatics"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s12145-025-01872-3.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/article\/10.1007\/s12145-025-01872-3\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s12145-025-01872-3.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,9,6]],"date-time":"2025-09-06T09:06:50Z","timestamp":1757149610000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/s12145-025-01872-3"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025,4,3]]},"references-count":41,"journal-issue":{"issue":"2","published-print":{"date-parts":[[2025,6]]}},"alternative-id":["1872"],"URL":"https:\/\/doi.org\/10.1007\/s12145-025-01872-3","relation":{},"ISSN":["1865-0473","1865-0481"],"issn-type":[{"type":"print","value":"1865-0473"},{"type":"electronic","value":"1865-0481"}],"subject":[],"published":{"date-parts":[[2025,4,3]]},"assertion":[{"value":"10 December 2024","order":1,"name":"received","label":"Received","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"24 March 2025","order":2,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"3 April 2025","order":3,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}},{"order":1,"name":"Ethics","group":{"name":"EthicsHeading","label":"Declarations"}},{"value":"The authors declare no competing interests.","order":2,"name":"Ethics","group":{"name":"EthicsHeading","label":"Competing interests"}}],"article-number":"358"}}