基于移动式宇宙射线中子技术的区域尺度土壤墒情监测研究
收稿日期: 2024-11-21
修回日期: 2025-02-08
网络出版日期: 2025-10-22
基金资助
宁夏回族自治区重点研发计划项目(2022BEG02012-01)
Study on region-scale soil moisture measurements using mobile cosmic-ray neutron technology
Received date: 2024-11-21
Revised date: 2025-02-08
Online published: 2025-10-22
宇宙射线中子技术(Cosmic-Ray Neutron Technology,CRNT)是反演百米范围土壤墒情的新手段,在生态、农业、水文和气象领域应用前景广阔。该技术联合移动设备可实现土壤水分“升尺度”监测,更好地服务现代化大型农林牧场的生产活动。本研究基于移动式CRNT在宁夏灵武白芨滩国家级自然保护区开展区域尺度土壤墒情观测试验,选择14个大样地采集378份土样用于中子强度率定和土壤水分验证。研究区内根据测得的中子强度,经大气压强、空气湿度和入射中子强度校正后,最终率定中子强度N0为375 cpm,验证结果表明CRNT土壤水分测量精度较高,其均方根误差(Root Mean Square Error,RMSE)=0.01 g·g-1,CRNT适用于干旱区土壤墒情监测。在研究区内反演的土壤水分介于0~0.15 g·g-1,将宇宙射线中子仪有效探测深度范围内的土壤水分转化为土壤水资源储量,该区域0~30 cm土壤水资源储量约27.1 mm,靠近水库湖泊或植被茂密区测得的土壤水分偏大。本研究能丰富区域土壤水资源评估手段,为干旱区陆地表层生态系统的科学研究提供技术参考。
关键词: 土壤水分; 宇宙射线中子技术; 中子强度; 移动观测; 白芨滩国家级自然保护区
吴绍雄 , 马登科 , 陈昆 , 计桂平 , 何志斌 . 基于移动式宇宙射线中子技术的区域尺度土壤墒情监测研究[J]. 干旱区研究, 2025 , 42(5) : 810 -819 . DOI: 10.13866/j.azr.2025.05.04
Cosmic-ray neutron technology (CRNT) is a new method for soil moisture monitoring within at the hectometer scale, and has broad application prospects in ecology, agriculture, hydrology, and meteorology. This technology enables the “upscaling” of soil moisture measurements combined with mobile devices, providing better support for the production activities of modern large-scale agricultural, forestry, and pastoral enterprises. This study conducted the experiments of region-scale soil moisture measurements in the Baijitan National Nature Reserve in Lingwu, Ningxia, using a mobile CRNT. A total of 378 soil samples were collected from 14 large plots for neutron intensity calibration and soil moisture validation. After correcting for atmospheric pressure, air humidity, and incident neutron intensity based on the measured neutron intensity, the final calibrated neutron intensity N0 was 375 cpm. The validation results indicated that CRNT has high measurement accuracy for soil moisture (RMSE=0.01 g·g-1), the CRNT technology was suitable for soil moisture measurements in arid regions. The soil moisture inverted in the study area ranged from 0 to 0.15 g·g-1. Within the effective detection depth of the CRNT, soil moisture was converted into soil water storage, which was approximately 27.1 mm in the 0-30 cm layer of the area. Higher soil moisture was measured in areas near reservoirs or areas with dense vegetation. This study can enrich the methods for assessing regional soil water resources and provide technical references for scientific research on terrestrial surface ecosystems in arid regions.
| [1] | Baatz R, Bogena H R, Franssen H H, et al. Calibration of a catchment scale cosmic-ray probe network: A comparison of three parameterization methods[J]. Journal of Hydrology, 2014, 516: 231-244. |
| [2] | Brunetti G J, ?im?nek H, Bogena R, et al. On the information content of cosmic-ray neutron data in the inverse estimation of soil hydraulic properties[J]. Vadose Zone Journal, 2019, 18(1): 1-24. |
| [3] | 蒋一飞, 李晓鹏, 宣可凡, 等. 宇宙射线中子法在农田土壤水分监测中的适用性[J]. 应用生态学报, 2022, 33(4): 909-914. |
| [Jiang Yifei, Li Xiaopeng, Xuan Kefan, et al. Applicability of cosmic-ray neutron sensing for monitoring soil moisture in farmland[J]. Chinese Journal of Applied Ecology, 2022, 33(4): 909-914.] | |
| [4] | Vather T, Everson C, Mengistu M, et al. Cosmic ray neutrons provide an innovative technique for estimating intermediate scale soil moisture[J]. South African Journal of Science, 2019, 114(7/8): 79-87. |
| [5] | Bindlish R, Barros A P. Parameterization of vegetation backscatter in radar-based, soil moisture estimation[J]. Remote Sensing of Environment, 2001, 76(1): 130-137. |
| [6] | Nguyen H H, Kim H, Choi M. Evaluation of the soil water content using cosmic-ray neutron probe in a heterogeneous monsoon climate-dominated region[J]. Advances in Water Resources, 2017, 108(10): 125-138. |
| [7] | 吴绍雄, 张勇勇, 赵文智, 等. 基于COSMIC模型的宇宙射线中子反演荒漠-绿洲区土壤水分[J]. 应用生态学报, 2023, 34(9): 2445-2452. |
| [Wu Shaoxiong, Zhang Yongyong, Zhao Wenzhi, et al. Retrieving soil moisture using cosmic-ray neutron technology based on COSMIC model in the desert-oasis region[J]. Chinese Journal of Applied Ecology, 2023, 34(9): 2445-2452.] | |
| [8] | Zreda M, Shuttleworth W J, Zeng X, et al. COSMOS: The cosmic-ray soil moisture observing system[J]. Hydrology and Earth System Sciences, 2012, 16(11): 4079-4099. |
| [9] | K?hli M, Schr?n M, Zreda M, et al. Footprint characteristics revised for field-scale soil moisture monitoring with cosmic-ray neutrons[J]. Water Resources Research, 2015, 51(7): 5772-5790. |
| [10] | Rosolem R, Shuttleworth W J, Zreda M, et al. The effect of atmospheric water vapor on neutron count in the cosmic-ray soil moisture observing system[J]. Journal of Hydrometeorology, 2013, 14(5): 1659-1671. |
| [11] | Hawdon A, McJannet D, Wallace J. Calibration and correction procedures for cosmic-ray neutron soil moisture probes located across Australia[J]. Water Resources Research, 2014, 50(6): 5029-5043. |
| [12] | Desilets D, Zreda M, Ferré T P A. Nature’s neutron probe: Land surface hydrology at an elusive scale with cosmic rays[J]. Water Resources Research, 2010, 46(11): 008726. |
| [13] | Franz T E, Zreda M, Rosolem R, et al. A universal calibration function for determination of soil moisture with cosmic-ray neutrons[J]. Hydrology and Earth System Sciences, 2013, 17(2): 453-460. |
| [14] | Shuttleworth J, Rosolem R, Zreda M, et al. The COsmic-ray Soil Moisture Interaction Code (COSMIC) for use in data assimilation[J]. Hydrology and Earth System Sciences, 2013, 17(8): 3205-3217. |
| [15] | Han X, Rui J, Xin L, et al. Soil moisture estimation using cosmic-ray soil moisture sensing at heterogeneous farmland[J]. IEEE Geoscience and Remote Sensing Letters, 2014, 11(9): 1659-1663. |
| [16] | Evans J G, Ward H C, Blake J R, et al. Soil water content in southern England derived from a cosmic-ray soil moisture observing system-cosmos-UK[J]. Hydrological Processes, 2016, 30(26): 4987-4999. |
| [17] | 赵原, 李晓鹏, 纪景纯, 等. 宇宙射线中子法在土壤水分监测研究中的应用进展[J]. 生态与农村环境学报, 2019, 35(5): 545-553. |
| [Zhao Yuan, Li Xiaopeng, Ji Jingchun, et al. Advances in soil moisture monitoring using cosmic ray neutron probe method[J]. Journal of Ecology and Rural Environment, 2019, 35(5): 545-553.] | |
| [18] | 武强, 贺开利, 罗孳孳, 等. 宇宙射线中子法在复杂下垫面土壤水分测量中的应用[J]. 中国农业气象, 2020, 41(1): 34-42. |
| [Wu Qiang, He Kaili, Luo Zizi, et al. Application of cosmic-ray neutron method in soil moisture measurement on complex underlying surface[J]. Chinese Journal of Agrometeorology, 2020, 41(1): 34-42.] | |
| [19] | 石耀辉, 王海龙, 朱永超, 等. 宇宙射线中子法土壤水分监测在不同生态系统雨季的适用性[J]. 气象科技, 2024, 52(1): 1-9. |
| [Shi Yaohui, Wang Hailong, Zhu Yongchao, et al. Suitability of cosmic ray neutron probe for soil moistrue in different ecosystems during rainy season[J]. Meteorological Science and Technology, 2024, 52(1): 1-9.] | |
| [20] | Foolad F, Franz T E, Wang T J, et al. Feasibility analysis of using inverse modeling for estimating field-scale evapotranspiration in maize and soybean fields from soil water content monitoring networks[J]. Hydrology and Earth System Sciences, 2017, 21(2): 1263-1277. |
| [21] | Schattan P, Baroni G, Oswald S E, et al. Continuous monitoring of snowpack dynamics in alpine terrain by aboveground neutron sensing[J]. Water Resources Research, 2017, 53(5): 3615-3634. |
| [22] | Bogena H R, Herrmann F, Jakobi J, et al. Monitoring of snowpack dynamics with cosmic-ray neutron probes: A comparison of four conversion methods[J]. Frontiers in Water, 2020, 2(8): 19. |
| [23] | Montzka C, Bogena H R, Zreda M, et al. Validation of spaceborne and modelled surface soil moisture products with cosmic-ray neutron probes[J]. Remote Sensing, 2017, 9(2): 103. |
| [24] | Mwangi S, Zeng Y, Montzka C, et al. Assimilation of cosmic-ray neutron counts for the estimation of soil ice content on the eastern Tibetan Plateau[J]. Journal of Geophysical Research: Atmospheres, 2020, 125(3): 031529. |
| [25] | 赵纯, 袁国富, 刘晓, 等. 宇宙射线土壤水分观测方法在黄土高原草地植被的应用[J]. 土壤学报, 2015, 52(6): 1438-1444. |
| [Zhao Chun, Yuan Guofu, Liu Xiao, et al. Application of cosmic-ray method to soil moisture measurement of grassland in the Loess Plateau[J]. Acta Pedologica Sinica, 2015, 52(6): 1438-1444.] | |
| [26] | 谈幸燕, 张兰慧, 贺缠生, 等. 宇宙射线中子法在西北农牧交错带土壤水分测量中的适用性研究[J]. 中国科学:地球科学, 2020, 50(11): 1596-1610. |
| [Tan Xingyan, Zhang Lanhui, He Chansheng, et al. Applicability of cosmic-ray neutron sensor for measuring soil moisture at the agricultural-pastoral ecotone in Northwest China[J]. Science China Earth Sciences, 2020, 50(11): 1596-1610.] | |
| [27] | 彭书艳, 赵龙, 李婷婷, 等. 基于宇宙射线观测的喀斯特槽谷区典型流域土壤水分反演研究[J]. 遥感技术与应用, 2021, 36(5): 997-1008. |
| [Peng Shuyan, Zhao Long, Li Tingting, et al. Retrieval of cosmic-ray-based soil moisture over a typical karst watershed[J]. Remote Sensing Technology and Application, 2021, 36(5): 997-1008.] | |
| [28] | Zhu X, Cao R, Shao M, et al. Footprint radius of a cosmic-ray neutron probe for measuring soil-water content and its spatiotemporal variability in an alpine meadow ecosystem[J]. Journal of Hydrology, 2018, 558: 1-8. |
| [29] | Wang Q M, Fan J, Wang S, et al. Application and accuracy of cosmic-ray neutron probes in three soil textures on the Loess Plateau, China[J]. Journal of Hydrology, 2019, 569(2): 449-461. |
| [30] | Altdorff D, Oswald S E, Zacharias S, et al. Toward large-scale soil moisture monitoring using rail-based cosmic ray neutron sensing[J]. Water Resources Research, 2023, 59(3): 033514. |
| [31] | 王兴东. 宁夏灵武白芨滩国家级自然保护区综合科学考察报告[M]. 北京: 中国林业出版社, 2018. |
| [Wang Xingdong. Comprehensive Scientific Pilot Report on Baijitan National Nature Reserve in Lingwu, Ningxia[M]. Beijing: China Forestry Publishing House, 2018.] | |
| [32] | 余琦殷, 宋超. 宁夏灵武白芨滩自然保护区植被覆盖变化地形效应[J]. 生态科学, 2022, 41(2): 91-98. |
| [Yu Qiyin, Song Chao. The response of dynamic change in vegetation coverage to topography in Baijitan National Nature Reserve in Lingwu, Ningxia[J]. Ecological Science, 2022, 41(2): 91-98.] | |
| [33] | 宋超, 余琦殷, 王瑞霞, 等. 宁夏灵武白芨滩国家级自然保护区防风固沙功能辐射效益[J]. 北京林业大学学报, 2022, 44(7): 78-89. |
| [Song Chao, Yu Qiyin, Wang Ruixia, et al. Radiation effects of windbreak and sand fixation function in Baijitan National Nature Reserve, Lingwu, Ningxia of northwestern China[J]. Journal of Beijing Forestry University, 2022, 44(7): 78-89.] | |
| [34] | Dong J, Ochsner T E. Soil texture often exerts a stronger influence than precipitation on mesoscale soil moisture patterns[J]. Water Resources Research, 2018, 54(3): 2199-2211. |
| [35] | Zhang Y Y, Zhao W Z, Li X B, et al. Contribution of soil macropores to water infiltration across different land use types in a desert-oasis ecoregion[J]. Land Degradation & Development, 2021, 32(4): 1751-1760. |
| [36] | Desilets D, Zreda M, Prabu T. Extended scaling factors for in situ cosmogenic nuclides: New measurements at low latitude[J]. Earth and Planetary Science Letters, 2006, 246(3): 265-276. |
| [37] | Franz T E, Zreda M, Ferre T P A, et al. Measurements depth of the cosmic ray soil moisture probe affected by hydrogen from various sources[J]. Water Resources Research, 2012, 48(8): 011871. |
| [38] | Schr?n M, K?hli M, Scheiffele L, et al. Improving calibration and validation of cosmic-ray neutron sensors in the light of spatial sensitivity[J]. Hydrology and Earth System Sciences, 2017, 21(10): 5009-5030. |
| [39] | Baroni G, Scheiffele L M, Schr?nc M, et al. Uncertainty, sensitivity and improvements in soil moisture estimation with cosmic-ray neutron sensing[J]. Journal of Hydrology, 2018, 564: 873-887. |
| [40] | Jakobi J, Huisman J A, Vereecken H, et al. Cosmic ray neutron sensing for simultaneous soil water content and biomass quantification in drought conditions[J]. Water Resources Research, 2018, 54(10): 7383-7402. |
| [41] | Franz T E, Zreda M, Rosolem R, et al. Ecosystem-scale measurements of biomass water using cosmic ray neutrons[J]. Geophysical Research Letters, 2013, 40(15): 3929-3933. |
| [42] | Coopersmith E J, Cosh M H, Daughtry C S T. Field-scale moisture estimates using cosmos sensors: A validation study with temporary networks and leaf-area-indices[J]. Journal of Hydrology, 2014, 519: 637-643. |
| [43] | Wu S X, Zhang Y Y, Kang W R. Employing NDVI as vegetation correction variable to improve soil moisture measurements of mobile cosmic-ray neutron sensor near the Qilian Mountains[J]. Geoderma, 2024, 441: 116764. |
| [44] | McJannet D, Franz T, Hawdon A, et al. Field testing of the universal calibration function for determination of soil moisture with cosmic-ray neutrons[J]. Water Resources Research, 2014, 50(6): 5235-5248. |
| [45] | Baroni G, Oswald S E. A scaling approach for the assessment of biomass changes and rainfall interception using cosmic-ray neutron sensing[J]. Journal of Hydrology, 2015, 525: 264-276. |
| [46] | Heidbüchel I, Güntner A, Blume T. Use of cosmic-ray neutron sensors for soil moisture monitoring in forests[J]. Hydrology and Earth System Sciences, 2016, 20(3): 1269-1288. |
| [47] | Schr?n M, Rosolem R, K?hli M, et al. Cosmic-ray neutron rover surveys of field soil moisture and the influence of roads[J]. Water Resources Research, 2018, 54(9): 6441-6459. |
/
| 〈 |
|
〉 |