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The study of size-grade of prehistoric settlements in the Circum-Songshan area based on SOFM network

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Abstract

Choosing site area, cultural layer thickness, significant relics and significant remains as the variables, we applied cluster analysis to the ancient settlements of four cultural periods, respectively, which were Peiligang, Yangshao, Longshan and Xiashang, in 9000–3000 a BP, around Songshan Mountain. Through application of the SOFM (self-organizing feature map) networks, every type of ancient settlements was classified into different size-grades. By this means, the Peiligang settlements were divided into two grades, Yangshao and Longshan settlements were divided into three grades, respectively, and Xiashang settlements were divided into four grades. The results suggested that the size-grade diversity of ancient settlements was not significant during the Peiligang period in this area. Around the middle-late Yangshao period (5000 a BP), the size-grade diversity of ancient settlements began to appear, a process that continued during the Longshan period and finally matured in the Xiashang period. Moreover, the results reflected the regional differences in cultural characteristics in a particular period, which were mainly represented in that there were three Peiligang cultural systems distributed in different areas. Such differences also existed in the spatial distributive characteristics between the Xia and Shang cultures. Based on the size-grade study of ancient settlements in the Circum-Songshan area, it was found that the SOFM networks method was very suitable for size-grade classification of ancient settlements, since, using this method, adjacent cells would compete and learn from each other, a benefit that reduced the effect on classification by the inaccuracy of site acreages.

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References

  • Chang K C, 1963. The Archaeology of Ancient China. New Haven, CT: Yale University Press, 67–85.

    Google Scholar 

  • Chang K C, 1972. Settlement patterns in archaeology. Current Topics in Anthropology, 5: 1–26.

    Google Scholar 

  • Childe V G, 1925. The Dawn of European Civilization. London: Kegan Paul, 1–213.

    Google Scholar 

  • Fang Y M, 2006. The discussion of the age and some correlative questions about Wangchenggang city-site in Dengfeng. Archaeology, (9): 17–23. (in Chinese)

    Google Scholar 

  • Fu Q, Wang Z L, Liang C, 2002. Application of self-organizing competition artificial neural networks in soil classification. Bulletin of Soil and Water Conservation, 22(1): 39–43. (in Chinese)

    Google Scholar 

  • Henan Provincial Institute of Cultural Relics and Archaeology, 2001. Zhengzhou City of Shang Dynasty. Beijing: Cultural Relics Press, 135–142. (in Chinese)

    Google Scholar 

  • Henan Provincial Institute of Cultural Relics and Archaeology, Pingdingshan Municipal Bureau of Cultural Relics, 2008. Excavation of Puchengdian site in Pingdingshan City, Henan. Cultural Relics, (5): 31–49. (in Chinese)

    Google Scholar 

  • Henan Provincial Institute of Cultural Relics and Archaeology, School of Archaeology and Museology, Peking University, 2007. The Archaeological Research and Study of Wangchenggang site in Dengfeng County. Zhengzhou: Elephant Press, 325–327. (in Chinese)

    Google Scholar 

  • Henan Provincial Institute of Cultural Relics and Archaeology, Xinmi Academy of the Yan-Huang History and Culture, 2002. Excavation of Guchengzhai Longshan Cultural city-site in Xinmi City, Henan Province. Huaxia Archaeology, (2): 53–82. (in Chinese)

    Google Scholar 

  • Huang J, Gao Y, Zhao Z Q et al., 2011. Comprehensive physiographic regionalization of China using GIS and SOFM neural network. Geographical Research, 30(9): 1648–1659. (in Chinese)

    Google Scholar 

  • Li B Q, 2010. The issue about the standard of civilization forming. In: Institute of Archaeology, Chinese Academy of Social Sciences, Zhengzhou Academy of Cultural Relics and Archaeology. The Theory and Practice of Chinese Settlement Archaeology. Beijing: Science Press, 15–20. (in Chinese)

    Google Scholar 

  • Li S, Wang Y, Li S C, 2009. Spatio-temporal patterns of climatic change in China in recent 30 years. Geographical Research, 28(6): 1593–1605. (in Chinese)

    Google Scholar 

  • Li S C, Wu S H, Dai E F, 2005. Assessing the fragility of ecosystem using artificial neural network model. Acta Ecologica Sinica, 25(3): 621–626. (in Chinese)

    Google Scholar 

  • Li S C, Zheng D, 2003. Applications of artificial neural networks to geosciences: Review and prospect. Progress in Geography, 18(1): 68–76. (in Chinese)

    Google Scholar 

  • Liao Y M, 1994. The tentative analysis about the relics of Wuluoxipo Culture. Cultural Relics of Central China, (1): 38–40. (in Chinese)

    Google Scholar 

  • Liu Y B, Song X F, 2005. Function classification of several cities in the Yangtze Delta based on SOFM neural network. Yunnan Geographical Environment Research, 17(6): 19–22. (in Chinese)

    Google Scholar 

  • Luo K, Luo X, Feng Z K et al., 2008. Application of SOFM neural network in classification of remote sensing images. Journal of Beijing Forestry University, 30(Suppl.1): 73–77. (in Chinese)

    Google Scholar 

  • Ma L Y, Xu X G, 2010. Evaluation of the offshore sediment heavy metal pollution in Hebei Province based on the artificial neural network method. Ecology and Environmental Sciences, 19(1): 11–16. (in Chinese)

    Google Scholar 

  • Renfrew A C, Bahn P, 2004. Archaeology: Theories, Methods and Practice. London, Thames and Hudson, 71–74.

    Google Scholar 

  • Research Center for Ancient Civilization, Peking University, Zhengzhou Institute of Cultural Relics and Archaeology, 2004. Excavation of Xinzhai site in Xinmi City, Henan Province. Cultural Relics, (3): 4–19. (in Chinese)

    Google Scholar 

  • State Administration of Cultural Heritage (SACH), 1991. The Cultural Relics Atlas of China (Henan Fascicule). Beijing: SinoMaps Press, 4–9. (in Chinese)

    Google Scholar 

  • Teuvo Kohonen, 1981. Self-Organization and Associative Memory. 2nd ed. Berlin: Springer-Verlag, 1–25.

    Google Scholar 

  • The First Archaeological Team in Henan, IA, CASS, 1991. Zhongshanzhai site in Ruzhou City, Henan. Journal of Archaeology, (1): 57–89. (in Chinese)

    Google Scholar 

  • Trigger B G, 1967. Settlement archaeology: Its goals and promise. American Antiquity, 32: 149–160.

    Article  Google Scholar 

  • Willey G R, Phillips P, 1955. Method and Theory in American archeology (II): Historical-developmental interpretation. American Anthropologist, 57: 723–819.

    Article  Google Scholar 

  • Xu H, Chen G L, Zhao H T, 2004. The preliminary research about the settlement pattern of Erlitou site. Archaeology, (11): 23–31. (in Chinese)

    Google Scholar 

  • Xu S Z, 2001. The study of Yangshao cultural settlement group in Henan. Cultural Relics of Central China, (5): 19–28. (in Chinese)

    Google Scholar 

  • Zhang J T, Yang X H, 2007. Application of self-organizing neural networks to classification of plant communities in Pangquangou Nature Reserve, North China. Acta Ecologica Sinica, 27(3): 1005–1010.

    Google Scholar 

  • Zhao C Q, 2001. The evolvement of New Stone Age settlement in Zhengzhou and Luoyang. Beijing: Peking University Press, 115–122. (in Chinese)

    Google Scholar 

  • Zhao S G, 1987. The discussion about some question of Peiligang Culture. Huaxia Archaeology, (2): 78–83. (in Chinese)

    Google Scholar 

  • Zhou K S, Zhang S L, Zhang Z Y et al., 2005. The statement of Songshan Mountain culture circle. Cultural Relics of Central China, (1): 12–20. (in Chinese)

    Google Scholar 

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Correspondence to Ruixia Yang.

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Foundation: National Natural Science Foundation of China, No.41001124; National Key Technology R&D Program, No.2010BAK67B02; The Major Plan of National Social Science Foundation of China, No.11&ZD183

Author: Lu Peng (1978–), Ph.D Candidate, specialized in environmental archaeology.

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Lu, P., Tian, Y. & Yang, R. The study of size-grade of prehistoric settlements in the Circum-Songshan area based on SOFM network. J. Geogr. Sci. 23, 538–548 (2013). https://doi.org/10.1007/s11442-013-1027-5

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  • DOI: https://doi.org/10.1007/s11442-013-1027-5

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