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Smart Agriculture ›› 2024, Vol. 6 ›› Issue (3): 17-33.doi: 10.12133/j.smartag.SA202404003

• 专题--丘陵山区智慧农业技术与机械 • 上一篇    下一篇

农田土壤理化参数快速获取技术研究进展与展望

齐江涛1,2, 程盼婷1,2, 高芳芳1,2, 郭丽1,2, 张瑞瑞3()   

  1. 1. 吉林大学工程仿生教育部重点实验室,吉林 长春 130022,中国
    2. 吉林大学 生物与农业工程学院,吉林 长春 130022,中国
    3. 北京市农林科学院智能装备技术研究中心,北京 100097,中国
  • 收稿日期:2024-03-31 出版日期:2024-05-30
  • 基金项目:
    国家重点研发计划课题(2021YFD2000201); 吉林省中青年科技创新创业卓越人才团队(20230508032RC)
  • 作者简介:
    齐江涛,研究方向为精准农业与仿生感知技术。E-mail:
  • 通信作者:
    张瑞瑞,博士,研究员,研究方向为农业智能化技术、信息化技术。E-mail:

Research Advances and Prospects on Rapid Acquisition Technology of Farmland Soil Physical and Chemical Parameters

QI Jiangtao1,2, CHENG Panting1,2, GAO Fangfang1,2, GUO Li1,2, ZHANG Ruirui3()   

  1. 1. Key Laboratory of Bionic Engineering, Ministry of Education, Jilin University, Changchun 130022, China
    2. College of Biological and Agricultural Engineering, Jilin University, Changchun 130022, China
    3. Research Center of Intelligent Equipment, Beijing Academy of Agriculture and Forestry Sciences, Beijing 100097, China
  • Received:2024-03-31 Online:2024-05-30
  • Foundation items:National Key Research and Development Program of Ministry of Science and Technology(2021YFD2000201); The Research Foundation of Science and Technology Department of Jilin Province(20230508032RC)
  • About author:
    QI Jiangtao, E-mail:
  • Corresponding author:
    ZHANG Ruirui, E-mail:

摘要:

[目的/意义] 土壤是农业基本的生产资料,其质量与农业高效生产和可持续发展密切相关。由于以往对农田的高强度利用以及土壤侵蚀等原因,导致部分农田出现土壤有机质明显下降、地力减弱和生态功能退化等现象。土壤理化参数作为揭示土壤空间特征、评估土壤肥力的关键指标,对农田可持续利用起着至关重要的作用。因此,土壤理化参数信息的快速获取极为必要。[进展]探讨了农田土壤理化参数获取技术的研究意义,总结了当前用于农田土壤理化参数信息获取的主要技术,包括以电化学分析和光谱分析为主的实验室快速检验技术,以电磁感应、探地雷达、多光谱、高光谱和热红外为主的近地快速感知技术,以直接反演法、间接反演法和结合分析法为主的卫星遥感技术,以及近年的新型快速获取技术,如生物传感、环境磁学、太赫兹光谱和伽马能谱等,梳理了各方法的优缺点及适用情况。[结论/展望]结合农田环境的作业需求,依据未来研究的侧重方向提出发展建议,包括开发便携化、智能化和经济型的近地土壤信息获取系统及设备,实现土壤信息的原位快速检测。优化低空土壤信息获取平台的性能,完善数据的解译方法;联合多因素构建卫星遥感反演模型,利用多种共享开放的云计算平台实现数据的深度挖掘。深入探索多源数据融合在土壤理化参数信息获取中的研究与应用,构建泛化能力强、可靠性高的土壤信息感知算法和模型等,从而实现土壤理化参数信息快速、精准和智能化获取。

关键词: 土壤理化参数, 光谱分析, 电磁感应, 探地雷达, 卫星遥感, 快速感知

Abstract:

[Significance] Soil stands as the fundamental pillar of agricultural production, with its quality being intrinsically linked to the efficiency and sustainability of farming practices. Historically, the intensive cultivation and soil erosion have led to a marked deterioration in some arable lands, characterized by a sharp decrease in soil organic matter, diminished fertility, and a decline in soil's structural integrity and ecological functions. In the strategic framework of safeguarding national food security and advancing the frontiers of smart and precision agriculture, the march towards agricultural modernization continues apace, intensifying the imperative for meticulous soil quality management. Consequently, there is an urgent need for the rrapid acquisition of soil's physical and chemical parameters. Interdisciplinary scholars have delved into soil monitoring research, achieving notable advancements that promise to revolutionize the way we understand and manage soil resource. [Progress] Utilizing the the Web of Science platform, a comprehensive literature search was conducted on the topic of "soil," further refined with supplementary keywords such as "electrochemistry", "spectroscopy", "electromagnetic", "ground-penetrating radar", and "satellite". The resulting literature was screened, synthesized, and imported into the CiteSpace visualization tool. A keyword emergence map was yielded, which delineates the trajectory of research in soil physical and chemical parameter detection technology. Analysis of the keyword emergence map reveals a paradigm shift in the acquisition of soil physical and chemical parameters, transitioning from conventional indoor chemical and spectrometry analyses to outdoor, real-time detection methods. Notably, soil sensors integrated into drones and satellites have garnered considerable interest. Additionally, emerging monitoring technologies, including biosensing and terahertz spectroscopy, have made their mark in recent years. Drawing from this analysis, the prevailing technologies for soil physical and chemical parameter information acquisition in agricultural fields have been categorized and summarized. These include: 1. Rapid Laboratory Testing Techniques: Primarily hinged on electrochemical and spectrometry analysis, these methods offer the dual benefits of time and resource efficiency alongside high precision; 2. Rapid Near-Ground Sensing Techniques: Leveraging electromagnetic induction, ground-penetrating radar, and various spectral sensors (multispectral, hyperspectral, and thermal infrared), these techniques are characterized by their high detection accuracy and swift operation. 3. Satellite Remote Sensing Techniques: Employing direct inversion, indirect inversion, and combined analysis methods, these approaches are prized for their efficiency and extensive coverage. 4. Innovative Rapid Acquisition Technologies: Stemming from interdisciplinary research, these include biosensing, environmental magnetism, terahertz spectroscopy, and gamma spectroscopy, each offering novel avenues for soil parameter detection. An in-depth examination and synthesis of the principles, applications, merits, and limitations of each technology have been provided. Moreover, a forward-looking perspective on the future trajectory of soil physical and chemical parameter acquisition technology has been offered, taking into account current research trends and hotspots. [Conclusions and Prospects] Current advancements in the technology for rapaid acquiring soil physical and chemical parameters in agricultural fields have been commendable, yet certain challenges persist. The development of near-ground monitoring sensors is constrained by cost, and their reliability, adaptability, and specialization require enhancement to effectively contend with the intricate and varied conditions of farmland environments. Additionally, remote sensing inversion techniques are confronted with existing limitations in data acquisition, processing, and application. To further develop the soil physical and chemical parameter acquisition technology and foster the evolution of smart agriculture, future research could beneficially delve into the following four areas: Designing portable, intelligent, and cost-effective near-ground soil information acquisition systems and equipment to facilitate rapid on-site soil information detection; Enhancing the performance of low-altitude soil information acquisition platforms and refine the methods for data interpretation to ensure more accurate insights; Integrating multifactorial considerations to construct robust satellite remote sensing inversion models, leveraging diverse and open cloud computing platforms for in-depth data analysis and mining; Engaging in thorough research on the fusion of multi-source data in the acquisition of soil physical and chemical parameter information, developing soil information sensing algorithms and models with strong generalizability and high reliability to achieve rapaid, precise, and intelligent acquisition of soil parameters.

Key words: physical and chemical parameters of soil, spectral analysis, electromagnetic induction, ground penetrating radar, satellite remote sensing, fast sensing