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A Graph Convolutional Incorporating GRU Network for Landslide Displacement Forecasting Based on Spatiotemporal Analysis of GNSS Observations

Yanan Jiang, Huiyuan Luo, Qiang Xu, Zhong Lu, Lu Liao, Huajin Li, Lina Hao
<span title="2022-02-19">2022</span> <i title="MDPI AG"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/kay2tsbijbawliu45dnhvyvgsq" style="color: black;">Remote Sensing</a> </i> &nbsp;
In this study, a novel graph convolutional incorporating GRU network (GC-GRU-N) is proposed and applied to landslide displacement forecasts.  ...  Landslide displacement prediction is crucial for the early warning of slope failure but remains a challenging task due to its spatiotemporal complexity.  ...  Acknowledgments: The authors would like to thank the National Service Center for Specialty Environmental Observation Stations for providing the in situ monitoring data set.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.3390/rs14041016">doi:10.3390/rs14041016</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/4en6xbxzyfepvd25ueskbuomly">fatcat:4en6xbxzyfepvd25ueskbuomly</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20220503223358/https://mdpi-res.com/d_attachment/remotesensing/remotesensing-14-01016/article_deploy/remotesensing-14-01016.pdf?version=1645267859" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/40/73/407396e2440babe8dbfb972cf6f9350fa881b64a.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.3390/rs14041016"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="unlock alternate icon" style="background-color: #fb971f;"></i> mdpi.com </button> </a>

Prediction of rainfall induced landslide movements by artificial neural networks

Janko Logar, Goran Turk, Peter Marsden, Tomaž Ambrožič
<span title="2017-07-13">2017</span> <i title="Copernicus GmbH"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/s5tnwartyzdbnby6tbd4ucskhi" style="color: black;">NHESSD</a> </i> &nbsp;
The results show that in both cases a trained ANN can predict landslide movements with sufficient reliability and can therefore be used together with weather forecast to assist authorities when faced with  ...  and measured displacements.  ...  For the prediction of landslide displacements, a novel ANN technique called Ensemble of extreme learning machine (E-ELM) was used.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.5194/nhess-2017-253">doi:10.5194/nhess-2017-253</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/lh4clxc5snczpislhz4dd44heq">fatcat:lh4clxc5snczpislhz4dd44heq</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20180720180715/https://www.nat-hazards-earth-syst-sci-discuss.net/nhess-2017-253/nhess-2017-253.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/71/e2/71e256ca85e0bdcee7c4e3c005e6f1477679e420.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.5194/nhess-2017-253"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="unlock alternate icon" style="background-color: #fb971f;"></i> Publisher / doi.org </button> </a>

Landslide Displacement Prediction Combining LSTM and SVR Algorithms: A Case Study of Shengjibao Landslide from the Three Gorges Reservoir Area

Hongwei Jiang, Yuanyao Li, Chao Zhou, Haoyuan Hong, Thomas Glade, Kunlong Yin
<span title="2020-11-04">2020</span> <i title="MDPI AG"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/smrngspzhzce7dy6ofycrfxbim" style="color: black;">Applied Sciences</a> </i> &nbsp;
Displacement predictions are essential to landslide early warning systems establishment. Most existing prediction methods are focused on finding an individual model that provides a better result.  ...  The Shengjibao landslide in the Three Gorges Reservoir area was taken as a case study.  ...  The authors wish to thank Katrin Sattler and William Ries for their assistance in language improvement, and Xiaojing Chu for her technical support.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.3390/app10217830">doi:10.3390/app10217830</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/e4yt3w5hl5dadlwgepipme7j74">fatcat:e4yt3w5hl5dadlwgepipme7j74</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20201109162941/https://res.mdpi.com/d_attachment/applsci/applsci-10-07830/article_deploy/applsci-10-07830-v2.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/2f/0a/2f0ae211768183c8c4cb0ea340097287c9aff440.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.3390/app10217830"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="unlock alternate icon" style="background-color: #fb971f;"></i> mdpi.com </button> </a>

Landslide Risk Prediction Model Using an Attention-based Temporal Convolutional Network Connected to a Recurrent Neural Network

Di Zhang, Jiacheng Yang, Fenglin Li, Shuai Han, Lei Qin, Qing Li
<span title="">2022</span> <i title="Institute of Electrical and Electronics Engineers (IEEE)"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/q7qi7j4ckfac7ehf3mjbso4hne" style="color: black;">IEEE Access</a> </i> &nbsp;
In the second model, the encoder uses a neural network with an RNN architecture, and the decoder uses a TCN.  ...  By building a landslide simulation platform, we obtained landslide data.  ...  a novel deep learning landslide risk prediction model.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1109/access.2022.3165051">doi:10.1109/access.2022.3165051</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/ky2ay5wzsrasvesyroipomjy6y">fatcat:ky2ay5wzsrasvesyroipomjy6y</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20220613231402/https://ieeexplore.ieee.org/ielx7/6287639/9668973/09749250.pdf?tp=&amp;arnumber=9749250&amp;isnumber=9668973&amp;ref=" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/bd/1a/bd1a2223ccbc685878e43e0ff6c6df869e351b42.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1109/access.2022.3165051"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="unlock alternate icon" style="background-color: #fb971f;"></i> ieee.com </button> </a>

Displacement Prediction of a Complex Landslide in the Three Gorges Reservoir Area (China) Using a Hybrid Computational Intelligence Approach

Junwei Ma, Xiaoxu Niu, Huiming Tang, Yankun Wang, Tao Wen, Junrong Zhang
<span title="2020-01-28">2020</span> <i title="Hindawi Limited"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/y3fh56bfunh5fgneywwba6d4ke" style="color: black;">Complexity</a> </i> &nbsp;
A density prediction, offering a full estimation of the probability density for future outputs, is promising for quantification of the uncertainty of landslide displacement.  ...  In the present study, a hybrid computational intelligence approach is proposed to build a density prediction model of landslide displacement and quantify the associated predictive uncertainties.  ...  for landslide displacement [9] .  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1155/2020/2624547">doi:10.1155/2020/2624547</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/2unlo72u7bdzdotoionikibwvy">fatcat:2unlo72u7bdzdotoionikibwvy</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20200217042221/http://downloads.hindawi.com/journals/complexity/2020/2624547.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/83/86/8386280604ce9bf249bc2645bb9160b1872c73b4.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1155/2020/2624547"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="unlock alternate icon" style="background-color: #fb971f;"></i> hindawi.com </button> </a>

Assessment of Geological Hazards in Ningde Based on Hybrid Intelligent Algorithm

Shiliang Zhang, Yuxia Wang, Tingcheng Chang
<span title="">2018</span> <i title="MYU K.K."> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/bt2ehz5ef5fhlkzwztxe5angja" style="color: black;">Sensors and materials</a> </i> &nbsp;
The HIA integrated both the geographic information system (GIS) technology and the artificial neural network model.  ...  Our result is of great importance for regional geological hazard prevention, land resources rational development, and proper protection of the geological environment.  ...  The data set is provided by Data Center for Resources and Environmental Sciences, Chinese Academy of Sciences (http://www.resdc.cn).  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.18494/sam.2018.1770">doi:10.18494/sam.2018.1770</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/mwyhmigmn5gb3dwy55jk2hsyru">fatcat:mwyhmigmn5gb3dwy55jk2hsyru</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20180720180124/http://myukk.org/SM2017/sm_pdf/SM1519.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/8a/b2/8ab2e4f07bc15eabd689a7e3ea5000263e150db5.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.18494/sam.2018.1770"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="unlock alternate icon" style="background-color: #fb971f;"></i> Publisher / doi.org </button> </a>

Spatial Prediction of Landslide Susceptibility Based on GIS and Discriminant Functions

Guirong Wang, Xi Chen, Wei Chen
<span title="2020-02-29">2020</span> <i title="MDPI AG"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/fw2uac7a5jggbfgqwh2wqy7yxu" style="color: black;">ISPRS International Journal of Geo-Information</a> </i> &nbsp;
approach for landslide susceptibility mapping in the study area.  ...  A landslide inventory map including 298 landslide locations was also constructed and randomly divided with a ratio of 70:30 as training and validation data.  ...  Althuwaynee et al. applied ensemble decision tree-based chi-squared automatic interaction detector (CHAID) and multivariate logistic regression models to assess landslide spatial occurrence for the first  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.3390/ijgi9030144">doi:10.3390/ijgi9030144</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/vcyfpmsyszhafpko5xba7rabty">fatcat:vcyfpmsyszhafpko5xba7rabty</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20200306215313/https://res.mdpi.com/d_attachment/ijgi/ijgi-09-00144/article_deploy/ijgi-09-00144.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/61/f0/61f0a3775370b78da2acf3fae895b58de18b465b.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.3390/ijgi9030144"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="unlock alternate icon" style="background-color: #fb971f;"></i> mdpi.com </button> </a>

Grouting Power Prediction Using a Hybrid Model Based on Support Vector Regression Optimized by an Improved Jaya Algorithm

Linli Xue, Yushan Zhu, Tao Guan, Bingyu Ren, Dawei Tong, Binping Wu
<span title="2020-10-17">2020</span> <i title="MDPI AG"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/smrngspzhzce7dy6ofycrfxbim" style="color: black;">Applied Sciences</a> </i> &nbsp;
However, the strong nonlinearity of the grouting power time series makes the forecasting task challenging. Hence, this paper proposes a novel hybrid model for accurate grouting power forecasting.  ...  model exhibits superior forecasting ability and can provide a viable reference for grouting construction.  ...  Methodology In this study, a novel hybrid model for grouting power forecasting with good prediction accuracy is presented.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.3390/app10207273">doi:10.3390/app10207273</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/ggd2fc766bhwjgskrpek5zhuci">fatcat:ggd2fc766bhwjgskrpek5zhuci</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20201023170552/https://res.mdpi.com/d_attachment/applsci/applsci-10-07273/article_deploy/applsci-10-07273.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/9a/09/9a0946e45c1947f14a29711ad81704c59a7a0bbb.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.3390/app10207273"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="unlock alternate icon" style="background-color: #fb971f;"></i> mdpi.com </button> </a>

Hydro-meteorological risk assessment methods and management by nature-based solutions

Jeetendra Sahani, Prashant Kumar, Sisay Debele, Christos Spyrou, Michael Loupis, Leonardo Aragão, Federico Porcù, Mohammad Aminur Rahman Shah, Silvana Di Sabatino
<span title="2019-08-14">2019</span> <i title="Zenodo"> Zenodo </i> &nbsp;
Two widely used methods for flood risk assessment are fuzzy logic (e.g. fuzzy analytic hierarchy process) and probabilistic methodology (e.g. univariate and multivariate probability distributions).  ...  For heatwave risk estimation, mapping of the vulnerable property and population-based on geographical information system is a widely used methodology in addition to a number of computational, mathematical  ...  Jeetendra Sahani and Prashant Kumar thank the University of Surrey for an ORS Award to support the PhD research of Jeetendra Sahani.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.5281/zenodo.3902806">doi:10.5281/zenodo.3902806</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/6xguyb7wovahpfm34sznovdo2q">fatcat:6xguyb7wovahpfm34sznovdo2q</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20211003235555/https://zenodo.org/record/3902807/files/Sahani%20et%20al.%20%282019%29.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/06/b9/06b96c7b510f1de31e90ac4a5687d81736db7cdc.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.5281/zenodo.3902806"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="unlock alternate icon" style="background-color: #fb971f;"></i> zenodo.org </button> </a>

Hydro-meteorological risk assessment methods and management by nature-based solutions

Jeetendra Sahani, Prashant Kumar, Sisay Debele, Christos Spyrou, Michael Loupis, Leonardo Aragão, Federico Porcù, Mohammad Aminur Rahman Shah, Silvana Di Sabatino
<span title="">2019</span> <i title="Elsevier BV"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/mnx2gvhrkjegbonn36api4zcwe" style="color: black;">Science of the Total Environment</a> </i> &nbsp;
are common for heatwave risk assessment. • Selecting an apt method and NBS for assessment helps in HMR risk management.  ...  . • Fuzzy logic, FFA and mathematical models are used to evaluate the flood risk. • Indices, SWI, econometric models are generally used to assess drought risk. • Vulnerability map and health association  ...  Jeetendra Sahani and Prashant Kumar thank the University of Surrey for an ORS Award to support the PhD research of Jeetendra Sahani.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1016/j.scitotenv.2019.133936">doi:10.1016/j.scitotenv.2019.133936</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/t4fq4uc7d5eb7obypgusegiaxy">fatcat:t4fq4uc7d5eb7obypgusegiaxy</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20200309124139/http://eprints.gla.ac.uk/193395/1/193395.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/6a/49/6a49c07dc4e9044b6cb0c8f796462d58e27b2b73.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1016/j.scitotenv.2019.133936"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="unlock alternate icon" style="background-color: #fb971f;"></i> elsevier.com </button> </a>

Mapping the possible occurrence of archaeological sites by Bayesian inference

P.A. Finke, E. Meylemans, J. Van de Wauw
<span title="">2008</span> <i title="Elsevier BV"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/ovv6urhm5ra2bnfd366upvzyza" style="color: black;">Journal of Archaeological Science</a> </i> &nbsp;
Hence forecast simulations were run for meadow lands and a period of 200 years.  ...  Different sets of environmental predictors were tested for multivariate model development.  ...  A scheme for the construction and use of this spectral library is presented. A total of 1878 soil samples from different layers were scanned.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1016/j.jas.2008.05.004">doi:10.1016/j.jas.2008.05.004</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/4zjqmj4d45e2zf5s3bbdtzeovm">fatcat:4zjqmj4d45e2zf5s3bbdtzeovm</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20170922021001/https://biblio.ugent.be/publication/376480/file/460189.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/95/39/9539140f1e546dc1f491d727778c20198baf0a1c.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1016/j.jas.2008.05.004"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="external alternate icon"></i> elsevier.com </button> </a>

Probabilistic characterization of seismic ground deformation due to tectonic fault movements

Katsuichiro Goda
<span title="">2017</span> <i title="Elsevier BV"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/kzsbdlih7vao5kfsdauxvdjv3a" style="color: black;">Soil Dynamics and Earthquake Engineering</a> </i> &nbsp;
source parameters, synthetic earthquake slip models, and Okada equations for calculating the deformation field due to a fault movement.  ...  To characterize ground deformation demands on structures, a novel stochastic approach to evaluate the ground deformations of tectonic origin is developed by combining probabilistic models of earthquake  ...  Acknowledgments The work is conducted as part of the Resilient Economy and Society by Integrated SysTems modelling (RESIST) project, which is funded by the Newton Fund via the Natural Environment Research  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1016/j.soildyn.2017.05.039">doi:10.1016/j.soildyn.2017.05.039</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/5vn5sc4sqnbd7fn5e6vin2kz4u">fatcat:5vn5sc4sqnbd7fn5e6vin2kz4u</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20180724081630/https://research-information.bristol.ac.uk/files/117275098/Goda_SDEE_2017.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/2c/1f/2c1fd8eed304fee5d9fb7e5b2937615642b6bb1f.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1016/j.soildyn.2017.05.039"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="unlock alternate icon" style="background-color: #fb971f;"></i> elsevier.com </button> </a>

Statistical physics approaches to the complex Earth system [article]

Jingfang Fan, Jun Meng, Josef Ludescher, Xiaosong Chen, Yosef Ashkenazy, Jurgen Kurths, Shlomo Havlin, Hans Joachim Schellnhuber
<span title="2020-09-05">2020</span> <i > arXiv </i> &nbsp; <span class="release-stage" >pre-print</span>
Especially, novel statistical physics and complex networks-based techniques have been developed and implemented to substantially advance our knowledge for a better understanding of the Earth system, including  ...  Notably, these integrating tools and approaches provide new insights and perspectives for understanding the dynamics of the Earth systems.  ...  The Federal Ministry for the Environment, Nature Conservation and Nuclear Safety (BMU) supports this initiative on the basis of a decision adopted by the German Bundestag.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener" href="https://arxiv.org/abs/2009.04918v1">arXiv:2009.04918v1</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/fylam2tetrakjnlaeam75npnre">fatcat:fylam2tetrakjnlaeam75npnre</a> </span>
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Knowledge Extracted from Copernicus Satellite Data

Dumitru Octavian, Schwarz Gottfried, Eltoft Torbjørn, Kræmer Thomas, Wagner Penelope, Hughes Nick, Arthus David, Fleming Andrew, Koubarakis Manolis, Datcu Mihai
<span title="2019-09-24">2019</span> <i title="Zenodo"> Zenodo </i> &nbsp;
This approach is also a simple way to generate benchmarking datasets that can be used for testing and validating different algorithms, and for creating additional bigger datasets for large-scale demonstrations  ...  Such a combination approach already demonstrated its applicability for monitoring seasonal snow cover [1].  ...  The next task is connected to find more applications and reduce the time and all machine and human sources for final model creation and visualization.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.5281/zenodo.3941573">doi:10.5281/zenodo.3941573</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/zzifwgljifck5bpjnboetsftfu">fatcat:zzifwgljifck5bpjnboetsftfu</a> </span>
<a target="_blank" rel="noopener" href="https://web.archive.org/web/20200716230745/https://zenodo.org/record/3941573/files/Booklet_ISDE11_final1.pdf" title="fulltext PDF download" data-goatcounter-click="serp-fulltext" data-goatcounter-title="serp-fulltext"> <button class="ui simple right pointing dropdown compact black labeled icon button serp-button"> <i class="icon ia-icon"></i> Web Archive [PDF] <div class="menu fulltext-thumbnail"> <img src="https://blobs.fatcat.wiki/thumbnail/pdf/19/71/1971b6c551d7240ab0752cd63e6787c629544a23.180px.jpg" alt="fulltext thumbnail" loading="lazy"> </div> </button> </a> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.5281/zenodo.3941573"> <button class="ui left aligned compact blue labeled icon button serp-button"> <i class="unlock alternate icon" style="background-color: #fb971f;"></i> zenodo.org </button> </a>

Early Warning for the Construction Safety Risk of Bridge Projects Using a RS-SSA-LSSVM Model

Gang Li, Ruijiang Ran, Jun Fang, Hao Peng, Shengmin Wang, Afaq Ahmad
<span title="2021-11-05">2021</span> <i title="Hindawi Limited"> <a target="_blank" rel="noopener" href="https://fatcat.wiki/container/afelmew3cvcs3mjotxlfalsrai" style="color: black;">Advances in Civil Engineering</a> </i> &nbsp;
To solve the challenges faced by early warnings risk and the low early warning accuracy in bridge construction safety, this study proposed a new early-warning model for bridge construction safety risk.  ...  The proposed model integrates a rough set (RS), the sparrow search algorithm (SSA), and the least squares support vector machine (LSSVM).  ...  In the development of a landslide displacement prediction model for rainfall, Zhu et al. [17] employed the genetic algorithm (GA) to determine the LSSVM optimal parameters.  ... 
<span class="external-identifiers"> <a target="_blank" rel="external noopener noreferrer" href="https://doi.org/10.1155/2021/4449451">doi:10.1155/2021/4449451</a> <a target="_blank" rel="external noopener" href="https://fatcat.wiki/release/kqfyzke3irdbtp4iglr5as4guu">fatcat:kqfyzke3irdbtp4iglr5as4guu</a> </span>
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