cometadata/datacite-titles-descriptions-related-identifiers huggingface dataset:
DOI: 10.5281/zenodo.17365121
title: Deep Learning–Based Full-Waveform Inversion of GPR Snowpack Data

description: Zohaib Akbar (Chinese Academy of Sciences Chengdu Institute of Mountain Hazards and Environment)

Yuanjian Jiang (Chinese Academy of Sciences Chengdu Institute of Mountain Hazards and Environment)

Ryan B. Webb (University of Wyoming)

Aftab Anwar (Chinese Academy of Sciences Chengdu Institute of Mountain Hazards and Environment)

 

 
description: This dataset contains the simulation files, labeled data, deep learning codes, and inversion results used in the study “Deep Learning–Based Full-Waveform Dual Parameter Inversion of Ground Penetrating Radar (GPR) Snowpack Data for Liquid Water Content Mapping.”

The repository includes input files for gprMax simulations, processed radar B-scans, ground-truth labeled data for supervised learning, synthetic and field inversion results, and Python codes implementing ViT–BiLSTM and Xception–ASPP deep learning architectures.

The data support the reproducibility of the study and enable further research in snowpack monitoring, cryosphere hydrology, and electromagnetic full-waveform inversion.
DOI: 10.5517/ccndtwq
title: CCDC 608154: Experimental Crystal Structure Determination

description: Related Article: Shuyi Cai, Xiu-Feng Hou, Yin-Qiang Chen, Guo-Xin Jin|2006|Dalton Trans.||3736|doi:10.1039/b607195c
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.3535/3kb-pcy-y0a
title: Anas crecca crecca

description: Digital Specimen for the physical specimen hosted at Natural History Museum of Denmark.
DOI: 10.3535/8vx-lfw-az8
title: Mareca penelope

description: Digital Specimen for the physical specimen hosted at Natural History Museum of Denmark.
DOI: 10.3535/j4d-j92-t7r
title: Anas acuta

description: Digital Specimen for the physical specimen hosted at Natural History Museum of Denmark.
DOI: 10.5517/ccnfw20
title: CCDC 609152: Experimental Crystal Structure Determination

description: Related Article: C.Jones, C.Schulten, A.Stasch|2006|Dalton Trans.||3733|doi:10.1039/b607489h
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccnfw31
title: CCDC 609153: Experimental Crystal Structure Determination

description: Related Article: C.Jones, C.Schulten, A.Stasch|2006|Dalton Trans.||3733|doi:10.1039/b607489h
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.3535/ahw-3x2-q7z
title: Branta leucopsis

description: Digital Specimen for the physical specimen hosted at Natural History Museum of Denmark.
DOI: 10.3535/xgp-hk4-476
title: Mareca penelope

description: Digital Specimen for the physical specimen hosted at Natural History Museum of Denmark.
DOI: 10.5517/ccnfw42
title: CCDC 609154: Experimental Crystal Structure Determination

description: Related Article: C.Jones, C.Schulten, A.Stasch|2006|Dalton Trans.||3733|doi:10.1039/b607489h
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccnfw53
title: CCDC 609155: Experimental Crystal Structure Determination

description: Related Article: C.Jones, C.Schulten, A.Stasch|2006|Dalton Trans.||3733|doi:10.1039/b607489h
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.3535/aj2-1zy-m15
title: Anas platyrhynchos platyrhynchos

description: Digital Specimen for the physical specimen hosted at Natural History Museum of Denmark.
DOI: 10.3535/gzq-rg0-0mp
title: Anas acuta

description: Digital Specimen for the physical specimen hosted at Natural History Museum of Denmark.
DOI: 10.3535/xyn-qrx-g7l
title: Anas crecca crecca

description: Digital Specimen for the physical specimen hosted at Natural History Museum of Denmark.
DOI: 10.5517/ccnfw64
title: CCDC 609156: Experimental Crystal Structure Determination

description: Related Article: C.Jones, C.Schulten, A.Stasch|2006|Dalton Trans.||3733|doi:10.1039/b607489h
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.3535/e83-65m-v8z
title: Anas platyrhynchos platyrhynchos

description: Digital Specimen for the physical specimen hosted at Natural History Museum of Denmark.
DOI: 10.3535/k94-0hm-0m4
title: Anas platyrhynchos conboschas

description: Digital Specimen for the physical specimen hosted at Natural History Museum of Denmark.
DOI: 10.3535/vl6-t7h-p8d
title: Anas platyrhynchos platyrhynchos

description: Digital Specimen for the physical specimen hosted at Natural History Museum of Denmark.
DOI: 10.5517/ccn4syh
title: CCDC 600437: Experimental Crystal Structure Determination

description: Related Article: D.V.Konarev, S.S.Khasanov, A.Y.Kovalevsky, G.Saito, A.Otsuka, R.N.Lyubovskaya|2006|Dalton Trans.||3716|doi:10.1039/b603685f
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccn4szj
title: CCDC 600438: Experimental Crystal Structure Determination

description: Related Article: D.V.Konarev, S.S.Khasanov, A.Y.Kovalevsky, G.Saito, A.Otsuka, R.N.Lyubovskaya|2006|Dalton Trans.||3716|doi:10.1039/b603685f
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.3535/349-28x-397
title: Mareca penelope

description: Digital Specimen for the physical specimen hosted at Natural History Museum of Denmark.
DOI: 10.3535/8nx-n0b-qed
title: Mareca penelope

description: Digital Specimen for the physical specimen hosted at Natural History Museum of Denmark.
DOI: 10.3535/vr3-zjx-tzf
title: Anas platyrhynchos platyrhynchos

description: Digital Specimen for the physical specimen hosted at Natural History Museum of Denmark.
DOI: 10.5517/cc8vm90
title: CCDC 263912: Experimental Crystal Structure Determination

description: Related Article: T.T.T.Bui, S.J.Coles, D.B.Davies, A.F.Drake, R.J.Eaton, M.B.Hursthouse, A.Kilic, R.A.Shaw, S.Yesilot|2005|Chirality|17|438|doi:10.1002/chir.20187
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.3535/173-maq-0xj
title: Calidris alpina

description: Digital Specimen for the physical specimen hosted at Natural History Museum of Denmark.
DOI: 10.3535/te1-zx8-9bl
title: Spatula discors

description: Digital Specimen for the physical specimen hosted at Natural History Museum of Denmark.
DOI: 10.5517/cc8vmb1
title: CCDC 263913: Experimental Crystal Structure Determination

description: Related Article: T.T.T.Bui, S.J.Coles, D.B.Davies, A.F.Drake, R.J.Eaton, M.B.Hursthouse, A.Kilic, R.A.Shaw, S.Yesilot|2005|Chirality|17|438|doi:10.1002/chir.20187
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc9vjj5
title: CCDC 293617: Experimental Crystal Structure Determination

description: Related Article: Rui-Feng Wu, Tong-Lai Zhang, Xiao-Jing Qiao, Jian-Guo Zhang, Yan-Hong Liu|2006|Wuji Huaxue Xuebao|22|1340|
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.3535/0jz-5a7-197
title: Tadorna tadorna

description: Digital Specimen for the physical specimen hosted at Natural History Museum of Denmark.
DOI: 10.3535/rwk-zlq-e1y
title: Spatula clypeata

description: Digital Specimen for the physical specimen hosted at Natural History Museum of Denmark.
DOI: 10.3535/vlw-mmg-pcc
title: Anas platyrhynchos platyrhynchos

description: Digital Specimen for the physical specimen hosted at Natural History Museum of Denmark.
DOI: 10.5517/cc8sg3l
title: CCDC 261829: Experimental Crystal Structure Determination

description: Related Article: Zhi Fan, Chun-Hua Diao, Ming Yu, Zuo-Liang Jing, Xin Chen, Qi-Liang Deng|2006|Supramol.Chem.|18|7|doi:10.1080/10610270500245766
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc9z90k
title: CCDC 297228: Experimental Crystal Structure Determination

description: Related Article: M.Nomura, S.Sakaki, C.Fujita-Takayama, Y.Hoshino, M.Kajitani|2006|J.Organomet.Chem.|691|3274|doi:10.1016/j.jorganchem.2006.04.001
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.3535/5nm-llz-eqv
title: Spatula querquedula

description: Digital Specimen for the physical specimen hosted at Natural History Museum of Denmark.
DOI: 10.3535/t6d-qph-vdl
title: Anas platyrhynchos platyrhynchos

description: Digital Specimen for the physical specimen hosted at Natural History Museum of Denmark.
DOI: 10.5517/cc9z91l
title: CCDC 297229: Experimental Crystal Structure Determination

description: Related Article: M.Nomura, S.Sakaki, C.Fujita-Takayama, Y.Hoshino, M.Kajitani|2006|J.Organomet.Chem.|691|3274|doi:10.1016/j.jorganchem.2006.04.001
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.3535/92d-yyv-ldk
title: Mareca penelope

description: Digital Specimen for the physical specimen hosted at Natural History Museum of Denmark.
DOI: 10.3535/92v-y7n-26t
title: Tadorna tadorna

description: Digital Specimen for the physical specimen hosted at Natural History Museum of Denmark.
DOI: 10.3535/jlb-88r-zlz
title: Anas platyrhynchos platyrhynchos

description: Digital Specimen for the physical specimen hosted at Natural History Museum of Denmark.
DOI: 10.5517/cc9z92m
title: CCDC 297230: Experimental Crystal Structure Determination

description: Related Article: M.Nomura, S.Sakaki, C.Fujita-Takayama, Y.Hoshino, M.Kajitani|2006|J.Organomet.Chem.|691|3274|doi:10.1016/j.jorganchem.2006.04.001
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc9z93n
title: CCDC 297231: Experimental Crystal Structure Determination

description: Related Article: M.Nomura, S.Sakaki, C.Fujita-Takayama, Y.Hoshino, M.Kajitani|2006|J.Organomet.Chem.|691|3274|doi:10.1016/j.jorganchem.2006.04.001
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.3535/6ew-4e7-9q0
title: Dendrocygna javanica

description: Digital Specimen for the physical specimen hosted at Natural History Museum of Denmark.
DOI: 10.3535/t7c-7ad-l8a
title: Anas platyrhynchos platyrhynchos

description: Digital Specimen for the physical specimen hosted at Natural History Museum of Denmark.
DOI: 10.5517/cc9c7mh
title: CCDC 278926: Experimental Crystal Structure Determination

description: Related Article: D.V.Muratov, P.V.Petrovskii, Z.A.Starikova, G.E.Herberich, A.R.Kudinov|2006|J.Organomet.Chem.|691|3251|doi:10.1016/j.jorganchem.2006.03.032
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc9z94p
title: CCDC 297232: Experimental Crystal Structure Determination

description: Related Article: M.Nomura, S.Sakaki, C.Fujita-Takayama, Y.Hoshino, M.Kajitani|2006|J.Organomet.Chem.|691|3274|doi:10.1016/j.jorganchem.2006.04.001
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.3535/0s8-xr0-w9r
title: Branta hutchinsii leucopareia

description: Digital Specimen for the physical specimen hosted at Natural History Museum of Denmark.
DOI: 10.3535/6fp-nqq-l6e
title: Branta leucopsis

description: Digital Specimen for the physical specimen hosted at Natural History Museum of Denmark.
DOI: 10.3535/bkv-npb-ppt
title: Branta bernicla hrota

description: Digital Specimen for the physical specimen hosted at Natural History Museum of Denmark.
DOI: 10.5517/cc9c7nj
title: CCDC 278927: Experimental Crystal Structure Determination

description: Related Article: D.V.Muratov, P.V.Petrovskii, Z.A.Starikova, G.E.Herberich, A.R.Kudinov|2006|J.Organomet.Chem.|691|3251|doi:10.1016/j.jorganchem.2006.03.032
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.3535/3an-6zv-by4
title: Anas platyrhynchos platyrhynchos

description: Digital Specimen for the physical specimen hosted at Natural History Museum of Denmark.
DOI: 10.3535/vt7-bed-q1v
title: Anas platyrhynchos conboschas

description: Digital Specimen for the physical specimen hosted at Natural History Museum of Denmark.
DOI: 10.3535/x5v-qs4-hx9
title: Lophura ignita

description: Digital Specimen for the physical specimen hosted at Natural History Museum of Denmark.
DOI: 10.5517/cc9c7pk
title: CCDC 278928: Experimental Crystal Structure Determination

description: Related Article: D.V.Muratov, P.V.Petrovskii, Z.A.Starikova, G.E.Herberich, A.R.Kudinov|2006|J.Organomet.Chem.|691|3251|doi:10.1016/j.jorganchem.2006.03.032
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/cc9qwlg
title: CCDC 290116: Experimental Crystal Structure Determination

description: Related Article: M.Palusiak, B.Rudolf, J.Zakrzewski, A.Pfitzner, M.Zabel, S.J.Grabowski|2006|J.Organomet.Chem.|691|3232|doi:10.1016/j.jorganchem.2006.03.035
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.3535/2n4-j4d-0m0
title: Anas platyrhynchos platyrhynchos

description: Digital Specimen for the physical specimen hosted at Natural History Museum of Denmark.
DOI: 10.3535/3j6-cfr-1ep
title: Anas crecca crecca

description: Digital Specimen for the physical specimen hosted at Natural History Museum of Denmark.
DOI: 10.3535/cbq-97s-2f9
title: Spatula querquedula

description: Digital Specimen for the physical specimen hosted at Natural History Museum of Denmark.
DOI: 10.5517/cc9qwmh
title: CCDC 290117: Experimental Crystal Structure Determination

description: Related Article: M.Palusiak, B.Rudolf, J.Zakrzewski, A.Pfitzner, M.Zabel, S.J.Grabowski|2006|J.Organomet.Chem.|691|3232|doi:10.1016/j.jorganchem.2006.03.035
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccb16m5
title: CCDC 299076: Experimental Crystal Structure Determination

description: Related Article: J.M.German-Acacio, M.Reyes-Lezama, N.Zuniga-Villarreal|2006|J.Organomet.Chem.|691|3223|doi:10.1016/j.jorganchem.2006.03.027
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.3535/jb2-a1m-edt
title: Anas platyrhynchos conboschas

description: Digital Specimen for the physical specimen hosted at Natural History Museum of Denmark.
DOI: 10.3535/v5y-hhf-p2m
title: Anas platyrhynchos platyrhynchos

description: Digital Specimen for the physical specimen hosted at Natural History Museum of Denmark.
DOI: 10.5517/ccb16n6
title: CCDC 299077: Experimental Crystal Structure Determination

description: Related Article: J.M.German-Acacio, M.Reyes-Lezama, N.Zuniga-Villarreal|2006|J.Organomet.Chem.|691|3223|doi:10.1016/j.jorganchem.2006.03.027
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.5517/ccb16p7
title: CCDC 299078: Experimental Crystal Structure Determination

description: Related Article: J.M.German-Acacio, M.Reyes-Lezama, N.Zuniga-Villarreal|2006|J.Organomet.Chem.|691|3223|doi:10.1016/j.jorganchem.2006.03.027
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.3535/76k-r1y-g44
title: Anas crecca crecca

description: Digital Specimen for the physical specimen hosted at Natural History Museum of Denmark.
DOI: 10.3535/sq2-b2q-evz
title: Branta bernicla hrota

description: Digital Specimen for the physical specimen hosted at Natural History Museum of Denmark.
DOI: 10.5517/cc9d2h7
title: CCDC 279728: Experimental Crystal Structure Determination

description: Related Article: J.C.Clark, S.Saengkerdsub, G.T.Eldridge, C.Campana, C.E.Barnes|2006|J.Organomet.Chem.|691|3213|doi:10.1016/j.jorganchem.2006.03.028
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.
DOI: 10.3535/5v3-w6f-yrr
title: Dendrocygna viduata

description: Digital Specimen for the physical specimen hosted at Natural History Museum of Denmark.
DOI: 10.3535/lfx-dqk-amb
title: Anas platyrhynchos platyrhynchos

description: Digital Specimen for the physical specimen hosted at Natural History Museum of Denmark.
DOI: 10.3535/sec-eql-m47
title: Tadorna tadorna

description: Digital Specimen for the physical specimen hosted at Natural History Museum of Denmark.
DOI: 10.5517/cc9d2j8
title: CCDC 279729: Experimental Crystal Structure Determination

description: Related Article: J.C.Clark, S.Saengkerdsub, G.T.Eldridge, C.Campana, C.E.Barnes|2006|J.Organomet.Chem.|691|3213|doi:10.1016/j.jorganchem.2006.03.028
description: An entry from the Cambridge Structural Database, the world’s repository for small molecule crystal structures. The entry contains experimental data from a crystal diffraction study. The deposited dataset for this entry is freely available from the CCDC and typically includes 3D coordinates, cell parameters, space group, experimental conditions and quality measures.