Articles | Volume 19, issue 11
https://doi.org/10.5194/gmd-19-4775-2026
https://doi.org/10.5194/gmd-19-4775-2026
Model description paper
 | 
03 Jun 2026
Model description paper |  | 03 Jun 2026

A unified Hapke-HSR + MARMIT-2 soil radiative transfer model for reflectance simulation under varying moisture conditions

Anxin Ding, Han Ma, Shunlin Liang, Ziti Jiao, Alexander A. Kokhanovsky, Hanyu Shi, and Rui Xie

Related authors

A reference sample dataset of stable, disturbed and forestated forests over China from 1986 to near present
Rong Shang, Shengwei Xu, Ziyi Yang, Xudong Lin, Lingyun Fan, Keyan Fang, Mingzhu Xu, Anxin Ding, Yulin Yan, Yunjian Liang, Chenningya Song, Wenjie Chen, Jiaorong Qian, Annan Zhang, Jing Heng, Siyu Chen, Xiao Zhang, Liangyun Liu, Wang Li, Licong Dai, Zhongmin Hu, and Jing M. Chen
Earth Syst. Sci. Data Discuss., https://doi.org/10.5194/essd-2026-705,https://doi.org/10.5194/essd-2026-705, 2026
Preprint under review for ESSD
Short summary

Cited articles

Ångström, A.: The albedo of various surfaces of ground, Geogr. Ann. A, 7, 323–342, 1925. 
Bablet, A., Vu, P. V. H., Jacquemoud, S., Viallefont-Robinet, F., Fabre, S., Briottet, X., Sadeghi, M., Whiting, M. L., Baret, F., and Tian, J.: MARMIT: a multilayer radiative transfer model of soil reflectance to estimate surface SMC in the solar domain 400–2500 nm, Remote Sens. Environ., 217, 1–17, https://doi.org/10.1016/j.rse.2018.07.031, 2018. 
Bach, H. and Mauser, W.: Modeling and model verification of the spectral reflectance of soils under varying moisture conditions, IGARSS, 4, 2354–2356, https://doi.org/10.1109/IGARSS.1994.399735, 1994. 
Cheng, J., Wen, J., Xiao, Q., Wu, S., Hao, D., and Liu, Q.: Extending the GOSAILT model to simulate sparse woodland bidirectional reflectance with soil reflectance anisotropy consideration, Remote Sens., 14, 1001, https://doi.org/10.3390/rs14041001, 2022. 
Ding, A.: Hapke-HSR + MARMIT-2 soil reflectance model (v1.0), Zenodo [code], https://doi.org/10.5281/zenodo.18366791, 2026. 
Download
Short summary
Wet soil are difficult to model because water changes how sunlight interacts with soil surfaces and alters reflectance in different viewing directions. We developed a unified physical model to simulate soil reflectance under varying moisture conditions. The results show that soil moisture not only darkens soil but also changes their directional reflectance, especially in the near-infrared region. This work can improve soil moisture retrieval and future remote sensing applications.
Share