Dong, G. H. et al. Dispersal of crop-livestock and geographical-temporal variation of subsistence along the Steppe and Silk Roads across Eurasia in prehistory. Sci. China Earth Sci. 65, 1187–1210 (2022).
Google Scholar
Zhang, P., Yang, Y. S., Zhang, S. J. & Yang, X. Y. Spatial predictive modeling of late Neolithic settlements in the northeastern Tibetan Plateau: a case study in Zhuanglang River basin. Quat. Sci. 45, 267–282 (2025). (in Chinese).
Google Scholar
Wang, L. & Wu, H. Research status and prospection of GIS based locational modeling in environmental archaeology. World Sci. 39, 174–181 (2017). (in Chinese).
Willey, G. R. Prehistoric Settlement Patterns in the Virú Valley, Peru (Bureau of American Ethnology Bulletin, 1953).
Kvamme, K. L. The fundamental principles and practice of predictive archaeological modeling. Math. Inf. Sci. Archaeol. 3, 257–295 (1990).
Konnie, L. W. & Brandon, R. J. Practical Applications of GIS for Archaeologists: A Predictive Modeling Kit (CRC Press, 1999).
Vaughn, S. & Crawford, T. A predictive model of archaeological potential: an example from northwestern Belize. Appl. Geogr. 29, 542–555 (2009).
Google Scholar
Graves, D. The use of predictive modelling to target Neolithic settlement and occupation activity in mainland Scotland. J. Archaeol. Sci. 38, 633–656 (2011).
Google Scholar
Aubry, T., Luís, L. & Dimuccio, L. A. Nature vs. Culture: present-day spatial distribution and preservation of open-air rock art in the Côa and Douro River Valleys (Portugal). J. Archaeol. Sci. 39, 848–866 (2012).
Google Scholar
Qiao, W. W., Bi, S. B., Wang, Q. F. & Guo, Y. Predictive model of archaeological sites of Longshan Culture in Zhengzhou-Luoyang area. Sci. Surv. Map 38, 172–174+181 (2013). (in Chinese).
Gao, M. C., Bai, Q. T., Lyu, H. Y. & Zhang, L. P. Spatiotemporal evolution and human-environment relationships of early cultural sites from the Longshan to Xia-Shang periods in Henan Province, China. npj Herit. Sci. 13, 74 (2025).
Google Scholar
Cui, J. X. Mapping landscape in Longshan period’s hierarchical society (3000–2000BCE) of North Loess Plateau: from archaeological predictive model to GIS spatial analysis. npj Herit. Sci. 12, 78 (2024).
Google Scholar
Shang, N., Yu, L. J. & Nie, Y. P. Study of distribution characteristics of archaeological sites in Fenhe River basin on logistic regression. J. Surv. Eng. 40, 47–52 (2015). (in Chinese).
Wu, R. C., Gan, S. & Li, Q. Q. Research on Neolithic site prediction distribution in Yulin area based on Maxent model. Software 40, 148–152 (2019). (in Chinese).
Oonk, S. & Spijker, J. A supervised machine-learning approach towards geochemical predictive modelling in archaeology. J. Archaeol. Sci. 59, 80–88 (2015).
Google Scholar
Nicu, L., Mihu-Pintilie, A. & Williamson, J. GIS-Based and statistical approaches in archaeological predictive modelling (NE Romania). Sustain 11, 5969 (2019).
Google Scholar
Zhang, H., Xu, Y. J. & Zhou, J. Archaeological site predictive models based on DEM and multi-spectral remote sensing data on the pre-Qin sites in the Loess Plateau of East Gansu Province. Natl. Remote Sens. Bull. 25, 2396–2408 (2021). (in Chinese).
Google Scholar
Caspari, G. & Crespo, P. Convolutional neural networks for archaeological site detection–Finding “princely” tombs. J. Archaeol. Sci. 110, 104998 (2019).
Google Scholar
Fischer, M. & Getis, A. Handbook of Applied Spatial Analysis: Software Tools, Methods and Applications (Springer, 2010).
Evans, S. & Gould, P. Settlement models in archaeology. J. Anthr. Archaeol. 1, 275–304 (1982).
Google Scholar
Bevan, A. & Wilson, A. Models of settlement hierarchy based on partial evidence. J. Archaeol. Sci. 40, 2415–2427 (2013).
Google Scholar
Wang, Y., Shi, X. & Oguchi, T. Archaeological predictive modeling using machine learning and statistical methods for Japan and China. ISPRS Int. J. Geo-Inf. 12, 238 (2023).
Google Scholar
Carrero-Pazos, M., Bustelo-Abuín, J., Barbeito-Pose, V. & Rodríguez-Rellán, C. Locational preferences and spatial arrangement in the barrow landscape of Serra do Barbanza (North-western Iberia). J. Archaeol. Sci. Rep. 31, 102351 (2020).
Roalkvam, I. Algorithmic classification and statistical modelling of coastal settlement patterns in mesolithic South-Eastern Norway. J. Comput. Appl. Archaeol. 3, 288–307 (2020).
Pereira, A. C., Cremon, ÉH. & da Silva, R. T. Predictive modeling in geoarchaeology: an evaluation of machine learning algorithms and topographic variables on the Serranópolis City-Brazil. Digit. Appl. Archaeol. Cult. Herit. 34, e00350 (2024).
Zhang, X. H. Rethinking the formation of the central plains cultural zone. Archaeology 12–22+2 (2025).
Lyu, H. Y. Periodic climate change and human adaptation. Acta Anthropol. Sin. 41, 731–748 (2022).
Wei, X. X., Dou, H. F., Wang, Z., Zhao, Y. Y. & Yang, L. Brief report on the survey of Xitou Site in Xunyi County, Shaanxi Province. Steppe Cult. Relics 1, 16–27 (2020). (in Chinese).
Liu, Y., Guan, Z., Tian, J., Liu, R. & Guan, R. Runoff change and its driving factors in Jinghe River Basin in recent 70 years. Arid Land Geogr. 45, 17–26 (2022). (in Chinese).
Zhang, S. L., Wang, Y. H., Yu, P. T., Zhang, H. J. & Tu, X. W. Impact of human activities on the spatial and temporal variation of runoff of Jinghe Basin, Northwest China. J. Arid Land Res. Eviron. 25, 66–75 (2011). (in Chinese).
Zhu, S. G., Wang, Y. L. & Hu, L. G. Study on climate variations in the region of Guanzhong in the historical period. Quat. Sci. 18, 1–11 (1998). (in Chinese).
IA, C. Chinese Archaeology-Neolithic Volume (China Social Sciences Press, 2010) (in Chinese).
State Administration of Cultural Heritage. Atlas of China’s Cultural Heritage (Shaanxi Volume) (Map’s Press, Xian, 1998) (in Chinese).
State Administration of Cultural Heritage. Atlas of China’s Cultural Heritage (Gansu Volume). (SinoMaps, 2011) (in Chinese).
State Administration of Cultural Heritage. Atlas of China’s Cultural Heritage (Ningxia Volume). (Cultural Relies Press, 1998) (in Chinese).
He, K., Lu, H., Zhang, J. & Wang, C. A dataset of archaeobotanical macroremains (staple crops) during the Neolithic and Bronze Ages in northern China (V1.0) [Data set]. Zenodo (2022). https://doi.org/10.5281/zenodo.6669730
Qiu, M. et al. Chronology of early China: a radiocarbon databank for Chinese archaeology. Sci. Data 12, 1665 (2025).
Google Scholar
Chen, X. Study of Late Longshan-PeriodArchaeological Remains in the Longshan Mountain region. Master Dissertation (Lanzhou University, 2025).
Wen, J. Y. Archaeology of the Yangshao Period Settlements in the Middle and Lower Reaches of the Jing River. Master Dissertation (Hebei Normal University, 2023).
Li, Y. et al. Environmental background of subsistence changes from the Middle Neolithic to the Bronze Age in northern Shandong, China: Geoscientific evidence from the Dingjiazhuang profile. Aechaeol. Res. Asia 45, 100678 (2026).
Chen, S. E. et al. Neotectonic movement in the southern margin of the Ordos Block inferred from the Qianhe River terraces near the north of the Qinghai–Tibet Plateau. Geol. J. 53, 274–281 (2018).
Google Scholar
Chen, Y., Tong, G. B. & Cao, J. D. Tectonic climate response in the geomorphology of the Weihe River valley around Baoji, Shaanxi Province. J. Geomech. 5, 56–64 (1999).
Jenks, G. F. The data model concept in statistical mapping. Int. Yearb. Cartogr. 7, 186–190 (1967).
Li, J., Yang, F. & Wu, P. F. Spatial distribution and cultural evolution of prehistoric humans in Ningxia under the background of climate change. J. Arid Land. 39, 11–128 (2025).
Google Scholar
Yang, J. et al. Explainable artificial intelligence with negative sample optimization for archaeological site prediction in Surkhandarya Uzbekistan. npj Herit. Sci. 13, 689 (2025).
Google Scholar
Xiao, X. & Wu, X. G. Geometric interpretation of multicollinearity in linear regression. Stat. Decis. 37, 46–51 (2021). (in Chinese).
Yuan, Z. et al. Expanding glacial lakes and assessing outburst susceptibility of moraine-dammed lakes using logistic regression in the Yigong Tsangpo Basin, Tibet, China. Nat. Hazards. 121, 1–24 (2024).
Yu, A. et al. Signal recognition and prediction of water-bearing concrete under axial compression using acoustic emission and machine learning. Struct. Control Hlth 2025, 6633988 (2025).
Google Scholar
Rumelhart, D. E., Hinton, G. E. & Williams, R. J. Learning representations by back-propagating errors. Nature 323, 533–536 (1986).
Google Scholar
Lu, J. J. & Chen, H. Researching development on BP Neural Networks. Control Eng. China. 13, 449–451+456 (2006) (in Chinese).
Breiman, L. Random forests. MLear 45, 5–32 (2001).
Behr, M., Wang, Y., Li, X. & Yu, B. Provable Boolean interaction recovery from tree ensemble obtained via random forests. Proc. Natl. Acad. Sci. USA 119, e2118636119 (2022).
Google Scholar
Cohen-Shapira, N. & Rokach, L. PnT: born-again tree-based model via fused decision path encoding. Inform. Fusion. 112, 102545 (2024).
Google Scholar
Liaw, A. & Wiener, M. Classification and regression by randomForest. R. N. 2, 18–22 (2002).
Chen, T. & Guestrin, C. XGBoost: a scalable tree boosting system. In: Proceedings of the 22nd CM SIGKDD International Conference on Knowledge Discovery and Data Mining, pp 785–794 (2016).
Zühlke, M. M. & Kudenko, D. TCR: topologically consistent reweighting for XGBoost in regression tasks. Mach. Learn 114, 108 (2025).
Google Scholar
Mitchell, R., Adinets, A., Rao, T. & Frank, E. Xgboost: Scalable gpu accelerated learning. arXiv:1806.11248 [cs.LG] https://doi.org/10.48550/arXiv.1806.11248 (2018).
Cui, J. X. & Yang, F. Survey on Bayesian optimization methodology and applications. J. Softw. 29, 3068–3090 (2018). (in Chinese).
Frazier, P. I. A tutorial on Bayesian optimization. arXiv:1807.02811 https://doi.org/10.48550/arXiv.1807.02811 (2018).
Shi, Y. F. et al. The climatic fluctuation and important events of holocene megathermal in China. Sci. China B 37, 353–365 (1994). (in Chinese).
Wu, W. X., Zheng, H. B., Hou, M. & Ge, Q. S. The 5.5 cal ka BP climate event, population growth, circumscription and the emergence of the earliest complex societies in China. Sci. China Earth Sci. 61, 134–148 (2018).
Google Scholar
Huang, C. C. et al. Extraordinary floods of 4100− 4000 a BP recorded at the Late Neolithic ruins in the Jinghe River gorges, Middle Reach of the Yellow River, China. Palaeogeogr. Palaeoclimatol. Palaeoecol. 289, 1–9 (2010).
Google Scholar
Ma, M. M. et al. Stable isotope analysis of human and faunal remains in the Western Loess Plateau, approximately 2000 cal bc. Archa 56, 237–255 (2014).
Google Scholar
Dong, G. H., Liu, F. W. & Chen, F. H. Environmental and technological effects on ancient social evolution at different spatial scales. Sci. China Earth Sci. 60, 2067–2077 (2017).
Google Scholar
Xu, H. Q. A remote sensing index for assessment of regional ecological changes. Chin. J. Env. Sci. 33, 889–897 (2013).
Dong, G. H., Liu, F. W., Yang, Y. S., Wang, L. & Chen, F. H. Cultural expansion and its influencing factors during Neolithic period in the Yellow River valley, northern China. Chin. J. Nat. 38, 248–252 (2016). (in Chinese).
Yuan, J. Insights and research on zooarchaeology in China. Cult. Relics South. China 130, 34–43 (2022). (in Chinese).
Hou, G. L. & Fang, X. Q. Characteristics of Holocene temperature change in China. Prog. Geogr. 9, 1075–1080 (2011).
Shi, Y. F. et al. Mid-holocene climates and environments in China. Glob. Planet. Change 7, 219–233 (1993).
Google Scholar
Wang, S. W. Holocene cold events in the North Atlantic: chronology and climatic impact. Quat. Sci. 29, 1146–1153 (2009).
Google Scholar
Cui, J., Sun, Z., Burr, G. S., Shao, J. & Chang, H. The great cultural divergence and environmental background of Northern Shaanxi and its adjacent regions during the late Neolithic. Archaeol. Res. Asia 20, 100164 (2019).
Zhang, Q., Yang, D. Y., Shi, Y. F., Ge, Z. S. & Jiang, T. Flood events since 5000 a B.P. recorded in natural eediments of Zhongba Site, Chuanjiang River. Acta Entomol. Sin. 56, 353–362 (2001).
Lu, H. & Zhang, J. Neolithic cultural evolution and Holocene climate change in the Guanzhong Basin, Shaanxi, China. Quat. Sci. 28, 1050–1060 (2008).
Qu, Y. T., Hu, K., Yang, M. M. & Cui, J. X. Biological evidence for human subsistence strategy in the Guanzhong area during the Neolithic Period. Acta Anthropol. Sin. 37, 96–109 (2018). (in Chinese).
Song, J. & Zhang, K. Y. Temporal-spatial relationship between prehistoric cities and settlements sites in Hetao region. J. Arid Land Res. Env. 36, 38–47 (2022). (in Chinese).
Jia, L. The Westward Advance of “Eastern Culture” and the Formation of Qijia Culture. Steppe Cult. Relics 56–63 (2022).
Jin, D. et al. Agricultural practices during the middle and late Yangshao periods (6000-4500 BP) in the Guanzhong Basin, North China. Archaeol. Sci. Rep. 53, 104345 (2024).
Lu, Y. X. & Dong, G. H. Relationship between the human activity and environment changes during the Neolithic and Bronze Age in different precipitation areas of Northwestern China. Acta Anthropol. Sin. 41, 749 (2022). (in Chinese).
An, C. B., Tang, L. Y., Barton, L. & Chen, F. H. Climate change and cultural response around 4000 cal yr BP in the western part of Chinese Loess Plateau. Quat. Res. 63, 347–352 (2005).
Google Scholar
Zhang, J. H. et al. The spatiotemporal distribution and environmental suitability evaluation of Neolithic settlements in the Western Guanzhong Basin of China. Holocene 35, 178–190 (2025).
Google Scholar
Wang, W. & Xu, L. G. An archaeological study of the predynastic Zhou. Acta Anthropol. Sin. 3, 285–310 (2000). (in Chinese).
Wang, Q. et al. Man-nature relationship evolution of early prehistoric sites at Dingziwan-Aoshanwan bays evidenced from site catchments survey and analysis. Quat. Sci. 34, 244–252 (2014).
Abusaleh, S. W. Enhancing preservation outcomes for architectural heritage buildings through machine learning-driven future search optimization. Asian J. Civ. Eng. 25, 5277–5292 (2024).
Google Scholar
