Nội dung được dịch bởi AI, chỉ mang tính chất tham khảo
Một phương pháp mới để dự đoán sự lún sụp của đất sỏi cát
Tóm tắt
Sự lún sụp của đất hạt đã trở thành một trong những mối quan tâm chính của các kỹ sư địa kỹ thuật kể từ khi đất này được sử dụng nhiều hơn trong việc xây dựng đập đá. Việc mô tả hành vi của sự lún sụp của đất là một nhiệm vụ khó khăn vì hiện tượng này bị ảnh hưởng bởi nhiều yếu tố. Trong nghiên cứu này, một phương pháp lập trình di truyền đa gene (MGGP) được đề xuất để dự đoán sự lún sụp của đất sỏi cát. Mục tiêu chính là xây dựng mô hình sự lún sụp và hệ số giải tỏa ứng suất (CSR) theo các yếu tố như hàm lượng cát, ứng suất bình thường, mức ứng suất cắt và độ chặt tương đối. Các mô hình được đề xuất được so sánh với các mô hình hồi quy tuyến tính và mạng nơron (ANN). Kết quả chỉ ra rằng các mô hình MGGP có độ chính xác và hiệu quả vượt trội, đồng thời đơn giản và thực tiễn. Đóng góp của từng thông số được đánh giá thông qua phân tích độ nhạy. Một nghiên cứu tham số được thực hiện và các kết quả thu được được thảo luận.
Từ khóa
#đất hạt #sự lún sụp #lập trình di truyền #ứng suất #độ chặt #mô hình dự đoánTài liệu tham khảo
Penman A (1992) Rockfill for embankment dams. In: E Ovando, G Auvinet, W Paniagua, J DõÂaz (eds) Raul J Marsal Volume (eds) pp 303–327
citation_journal_title=Periodica Polytechnica Civil Engineering; citation_title=Study on collapse behaviors of coarse grained soils; citation_author=K Wei; citation_volume=56; citation_issue=2; citation_publication_date=2012; citation_pages=245; citation_doi=10.3311/pp.ci.2012-2.11; citation_id=CR2
Sowers G, Williams R, Wallace T (1965) Compressibility of broken rock and the settlement of rockfills. Proc. 6th ICSMFE, pp 561–565
citation_title=Infernillo: behavior of dams built in Mexico; citation_publication_date=1976; citation_id=CR4; citation_author=R Marsal; citation_author=L Arellano; citation_author=M Guzmán; citation_author=H Adame; citation_publisher=Instituto de Ingeniería
citation_journal_title=Geotechnique; citation_title=A back-analysis of Beliche Dam; citation_author=D Naylor, J Maranha, EMD Neves, AV Pinto; citation_volume=47; citation_issue=2; citation_publication_date=1997; citation_pages=221-233; citation_doi=10.1680/geot.1997.47.2.221; citation_id=CR5
citation_journal_title=Eng Geol; citation_title=The collapse mechanism in partly saturated soil; citation_author=L Barden, A McGown, K Collins; citation_volume=7; citation_issue=1; citation_publication_date=1973; citation_pages=49-60; citation_doi=10.1016/0013-7952(73)90006-9; citation_id=CR6
citation_journal_title=J Geotechn Eng; citation_title=Stress ratio effects on collapse of compacted clayey sand; citation_author=EC Lawton, RJ Fragaszy, JH Hardcastle; citation_volume=117; citation_issue=5; citation_publication_date=1991; citation_pages=714-730; citation_doi=10.1061/(ASCE)0733-9410(1991)117:5(714); citation_id=CR7
Marsal R (1973) Mechanical properties of rockfill. In: Hirschfeld RC, Poulos SJ (eds) Embankment dam engineering, Casagrande volume. Wiley, New York, pp 109–200
citation_journal_title=Front Archit Civil Eng China; citation_title=Behavior of materials for earth and rockfill dams: perspective from unsaturated soil mechanics; citation_author=EE Alonso, R Cardoso; citation_volume=4; citation_issue=1; citation_publication_date=2010; citation_pages=1-39; citation_doi=10.1007/s11709-010-0013-6; citation_id=CR9
Mahinroosta R, Oshtaghi V (2013) Effect of saturation on the shear strength and collapse settlement of gravelly material using direct shear test apparatus. Sharif Civ Eng J 29(1):103–114
citation_journal_title=J Geotechn Eng; citation_title=Review of wetting-induced collapse in compacted soil; citation_author=EC Lawton, RJ Fragaszy, MD Hetherington; citation_volume=118; citation_issue=9; citation_publication_date=1992; citation_pages=1376-1394; citation_doi=10.1061/(ASCE)0733-9410(1992)118:9(1376); citation_id=CR11
citation_title=Strength and deformation characteristics of rockfill materials; citation_publication_date=1969; citation_id=CR12; citation_author=ND Marachi; citation_publisher=University of California
citation_journal_title=Trans Am Soc Civil Eng; citation_title=Discussion of” Rockfill dams: salt springs and lower bear river concrete face dams”; citation_author=K Terzaghi; citation_volume=125; citation_issue=2; citation_publication_date=1960; citation_pages=139-148; citation_id=CR13
Nobari E, Duncan JM (1972) Effect of reservoir filling on stresses and movement in earth and rockfill dams. A report of an investigation. DTIC Document
citation_journal_title=Fract Mech Rock; citation_title=The theory of subcritical crack growth with applications to minerals and rocks; citation_author=BK Atkinson, PG Meredith; citation_volume=2; citation_publication_date=1987; citation_pages=111-166; citation_doi=10.1016/B978-0-12-066266-1.50009-0; citation_id=CR15
Lama R, Vutukuri V (1978) Handbook on mechanical properties of rocks-testing techniques and results. Volume 2, vol 3. vol Monograph
Oldecop LA, Alonso EE (2001) A model for rockfill compressibility. Géotechnique 51(2):127–139
Oshtaghi V, Roosta M (2010) Changes in the stress and strain state in dry gravelly material due to saturation. In: 4th International Conference on Geotechnical Engineering and Soil Mechanics, Tehran, Iran, Paper No. TVTMAH
Hunter G, Fell R (2002) The deformation behaviour of rockfill. School of Civil and Environmental Engineering, University of New South Wales, Sydney
Alonso E (2003) Exploring the limits of unsaturated soil mechanics: The behavior of coarse granular soil and rockfill. The 11th Buchanan Lecture University of Texas A&M
citation_journal_title=Inf Sci; citation_title=Multi-stage genetic programming: a new strategy to nonlinear system modeling; citation_author=AH Gandomi, AH Alavi; citation_volume=181; citation_issue=23; citation_publication_date=2011; citation_pages=5227-5239; citation_doi=10.1016/j.ins.2011.07.026; citation_id=CR21
citation_journal_title=Comput Struct; citation_title=Prediction of principal ground-motion parameters using a hybrid method coupling artificial neural networks and simulated annealing; citation_author=AH Alavi, AH Gandomi; citation_volume=89; citation_issue=23; citation_publication_date=2011; citation_pages=2176-2194; citation_doi=10.1016/j.compstruc.2011.08.019; citation_id=CR22
citation_journal_title=J Plant Nutr Soil Sci; citation_title=Modeling of maximum dry density and optimum moisture content of stabilized soil using artificial neural networks; citation_author=A Hossein Alavi, A Hossein Gandomi, A Mollahassani, A Akbar Heshmati, A Rashed; citation_volume=173; citation_issue=3; citation_publication_date=2010; citation_pages=368-379; citation_doi=10.1002/jpln.200800233; citation_id=CR23
Alavi AH, Hasni H, Lajnef N, Chatti K, Faridazar F (2016) Damage detection using self-powered wireless sensor data: an evolutionary approach. Measurement 82:254–283
citation_journal_title=Autom Const; citation_title=An intelligent structural damage detection approach based on self-powered wireless sensor data; citation_author=AH Alavi, H Hasni, N Lajnef, K Chatti, F Faridazar; citation_volume=62; citation_publication_date=2016; citation_pages=24-44; citation_doi=10.1016/j.autcon.2015.10.001; citation_id=CR25
citation_journal_title=Eng Comp; citation_title=Application of sequential learning neural networks to civil engineering modeling problems; citation_author=S Rajasekaran, D Suresh, GV Pai; citation_volume=18; citation_issue=2; citation_publication_date=2002; citation_pages=138-147; citation_doi=10.1007/s003660200012; citation_id=CR26
Armaghani DJ, Mohamad ET, Hajihassani M, Yagiz S, Motaghedi H (2016) Application of several non-linear prediction tools for estimating uniaxial compressive strength of granitic rocks and comparison of their performances. Eng Comp 32(2):189–206
citation_journal_title=Eng Comp; citation_title=Prediction of seismic slope stability through combination of particle swarm optimization and neural network; citation_author=B Gordan, DJ Armaghani, M Hajihassani, M Monjezi; citation_volume=32; citation_issue=1; citation_publication_date=2016; citation_pages=85-97; citation_doi=10.1007/s00366-015-0400-7; citation_id=CR28
citation_journal_title=Arab J Geosci; citation_title=Using artificial neural network (ANN) in prediction of collapse settlements of sandy gravels; citation_author=H Hasanzadehshooiili, R Mahinroosta, A Lakirouhani, V Oshtaghi; citation_volume=7; citation_issue=6; citation_publication_date=2014; citation_pages=2303-2314; citation_doi=10.1007/s12517-013-0858-9; citation_id=CR29
Koza JR (1992) Genetic programming: on the programming of computers by means of natural selection, vol 1. MIT press
citation_journal_title=Statistics and Computing; citation_title=Genetic programming as a means for programming computers by natural selection; citation_author=JR Koza; citation_volume=4; citation_issue=2; citation_publication_date=1994; citation_pages=87-112; citation_doi=10.1007/BF00175355; citation_id=CR31
citation_journal_title=Neural Comput Appl; citation_title=A new multi-gene genetic programming approach to nonlinear system modeling. Part I: materials and structural engineering problems; citation_author=AH Gandomi, AH Alavi; citation_volume=21; citation_issue=1; citation_publication_date=2012; citation_pages=171-187; citation_doi=10.1007/s00521-011-0734-z; citation_id=CR32
citation_journal_title=Neural Comput Appl; citation_title=A new multi-gene genetic programming approach to non-linear system modeling. Part II: geotechnical and earthquake engineering problems; citation_author=AH Gandomi, AH Alavi; citation_volume=21; citation_issue=1; citation_publication_date=2012; citation_pages=189-201; citation_doi=10.1007/s00521-011-0735-y; citation_id=CR33
citation_journal_title=Autom Constr; citation_title=Genetic programming for experimental big data mining: A case study on concrete creep formulation; citation_author=AH Gandomi, S Sajedi, B Kiani, Q Huang; citation_volume=70; citation_publication_date=2016; citation_pages=89-97; citation_doi=10.1016/j.autcon.2016.06.010; citation_id=CR34
Searson DP, Leahy DE, Willis MJ (2010) GPTIPS: an open source genetic programming toolbox for multigene symbolic regression. In: Proceedings of the International multiconference of engineers and computer scientists. Citeseer, pp 77–80
Alonso E, Oldecop L, Rahardjo H, Toll D, Leong E (2000) Fundamentals of rockfill collapse. In: Unsaturated soils for Asia. Proceedings of the Asian Conference on Unsaturated Soils, UNSAT-Asia 2000, Singapore, 18–19 May 2000. AA Balkema, pp 3–13
citation_journal_title=Geotech Geol Eng; citation_title=Modeling soil collapse by artificial neural networks; citation_author=AA Basma, N Kallas; citation_volume=22; citation_issue=3; citation_publication_date=2004; citation_pages=427-438; citation_doi=10.1023/B:GEGE.0000025044.72718.db; citation_id=CR37
Searson D (2009) GPTIPS: Genetic programming and symbolic regression for MATLAB. User Guide 2010
Ryan T (1997) Modern Regression Methods 474, Wiley, New York
citation_journal_title=J Mol Graph Model; citation_title=Beware of Q2; citation_author=G Alexander, T Alexander; citation_volume=20; citation_issue=4; citation_publication_date=2002; citation_pages=269-276; citation_doi=10.1016/S1093-3263(01)00123-1; citation_id=CR40
citation_journal_title=QSAR Comb Sci; citation_title=On some aspects of variable selection for partial least squares regression models; citation_author=PP Roy, K Roy; citation_volume=27; citation_issue=3; citation_publication_date=2008; citation_pages=302-313; citation_doi=10.1002/qsar.200710043; citation_id=CR41
citation_journal_title=Eng Comp; citation_title=Multi expression programming: a new approach to formulation of soil classification; citation_author=AH Alavi, AH Gandomi, MG Sahab, M Gandomi; citation_volume=26; citation_issue=2; citation_publication_date=2010; citation_pages=111-118; citation_doi=10.1007/s00366-009-0140-7; citation_id=CR42
citation_journal_title=Eng Comp; citation_title=Formulation of soil angle of shearing resistance using a hybrid GP and OLS method; citation_author=SM Mousavi, AH Alavi, A Mollahasani, AH Gandomi, MA Esmaeili; citation_volume=29; citation_issue=1; citation_publication_date=2013; citation_pages=37-53; citation_doi=10.1007/s00366-011-0242-x; citation_id=CR43
citation_journal_title=Arabian J Sci Eng; citation_title=Direct shear testing on a rockfill material; citation_author=M Asadzadeh, A Soroush; citation_volume=34; citation_issue=2; citation_publication_date=2009; citation_pages=379; citation_id=CR44
citation_journal_title=Trans Instit Min Metal Sect A-Min Indust; citation_title=Bearing capacity of open-cut coal-mine backfill materials; citation_author=A Naderian, D Williams; citation_volume=106; citation_publication_date=1997; citation_pages=A30-A33; citation_id=CR45
citation_title=Handbook on mechanical properties of rocks-testing techniques and results; citation_publication_date=1974; citation_id=CR46; citation_author=V Vutikuri; citation_author=R Lama; citation_author=S Saluja; citation_publisher=Clausthal
citation_journal_title=Can Geotech J; citation_title=Collapse behaviour of unsaturated compacted soil with different initial densities; citation_author=Sun Da, D Sheng, Y Xu; citation_volume=44; citation_issue=6; citation_publication_date=2007; citation_pages=673-686; citation_doi=10.1139/t07-023; citation_id=CR47
Fell R, Hunter G (2002) The deformation behaviour of rockfill
citation_journal_title=J Geotech Eng; citation_title=Collapse of compacted clayey sand; citation_author=EC Lawton, RJ Fragaszy, JH Hardcastle; citation_volume=115; citation_issue=9; citation_publication_date=1989; citation_pages=1252-1267; citation_doi=10.1061/(ASCE)0733-9410(1989)115:9(1252); citation_id=CR49