KUMAR V, ROUT C, SINGH J, et al. A Review on the Clean-up Technologies for Heavy Metal Ions Contaminated Soil Samples[J]. Heliyon, 2023, 9(5): e15472. doi: 10.1016/j.heliyon.2023.e15472
SETIA R, DHALIWAL S S, SINGH R, et al. Phytoavailability and Human Risk Assessment of Heavy Metals in Soils and Food Crops around Sutlej River, India[J]. Chemosphere, 2021, 263: 128321. doi: 10.1016/j.chemosphere.2020.128321
郭晋君, 王斐, 范智超, 等. 基于北方农田土壤的重金属潜在生态危害指数法校正研究[J]. 中国无机分析化学, 2025, 15(9): 1341-1350.
REZAEI KAHKHA M R, SALARIFAR A, REZAEI KAHKHA B. Measurement of Heavy Metals in Soil, Plants and Water Samples Based on MWCNTS Modified with Bis(Triethoxysilylpropyl)Tetrasulfide by Flame Atomic Absorption Spectrophotometry[J]. Analytical Methods in Environmental Chemistry Journal, 2022, 5(1): 49-60. doi: 10.24200/amecj.v5.i01.167
RUBINO A, QUEIRÓS R. Electrochemical Determination of Heavy Metal Ions Applying Screen-Printed Electrodes Based Sensors: A Review on Water and Environmental Samples Analysis[J]. Talanta Open, 2023, 7: 100203. doi: 10.1016/j.talo.2023.100203
赵伟馨, 武玥, 郭文, 等. 高效液相色谱-电感耦合等离子体质谱联用技术(HPLC-ICP-MS)在重金属元素形态分析中的研究进展[J]. 中国无机分析化学, 2025, 15(9): 1411-1417.
ZHAO G, TRAN T T, MODHA S, et al. Multiplexed Anodic Stripping Voltammetry Detection of Heavy Metals in Water Using Nanocomposites Modified Screen-Printed Electrodes Integrated with a 3D-Printed Flow Cell[J]. Frontiers in Chemistry, 2022, 10: 815805. doi: 10.3389/fchem.2022.815805
YILDIZ C, ESKIKÖY BAYRAKTEPE D, YAZAN Z. Highly Sensitive Direct Simultaneous Determination of Zinc(Ⅱ), Cadmium(Ⅱ), Lead(Ⅱ), and Copper(Ⅱ) Based on In-Situ-Bismuth and Mercury Thin-Film Plated Screen-Printed Carbon Electrode[J]. Monatshefte für Chemie-Chemical Monthly, 2021, 152(12): 1527-1537.
YANG Y P, XU L J, ZHAO Y P, et al. An Active-Conductive Layer Stacked Sensor Platform for Real-Time Detection of Heavy Metal Ions[J]. Chemical Engineering Journal, 2025, 503: 158176. doi: 10.1016/j.cej.2024.158176
杜尚丰, 曹淑姝, 潘奇, 等. 电极法检测土壤硝态氮的干扰因素与测量模型研究[J]. 农业机械学报, 2016, 47(9): 171-179.
郭子英, 李作鹏, 李江, 等. 电沉积铋膜电极差示脉冲溶出伏安法测定盐酸左氧氟沙星[J]. 电化学, 2019, 25(6): 792-801.
寇兵, 袁英, 惠坤龙, 等. 垃圾渗滤液中溶解性有机质与重金属络合机制研究现状及展望[J]. 环境工程技术学报, 2022, 12(3): 851-860.
QIN W J, HOU H J, GAO S, et al. Suppression of Interference from Dissolved Organic Matter Using Anionic Surfactant for Electrochemical Detection of Heavy Metals[J]. Electrochimica Acta, 2025, 514: 145641. doi: 10.1016/j.electacta.2025.145641
ARMSTRONG K C, TATUM C E, DANSBY-SPARKS R N, et al. Individual and Simultaneous Determination of Lead, Cadmium, and Zinc by Anodic Stripping Voltammetry at a Bismuth Bulk Electrode[J]. Talanta, 2010, 82(2): 675-680. doi: 10.1016/j.talanta.2010.05.031
XU K Q, PÉREZ-RÀFOLS C, MARCHOUD A, et al. Anodic Stripping Voltammetry with the Hanging Mercury Drop Electrode for Trace Metal Detection in Soil Samples[J]. Chemosensors, 2021, 9(5): 107. doi: 10.3390/chemosensors9050107
BERNALTE E, ARÉVALO S, PÉREZ-TABORDA J, et al. Rapid and On-Site Simultaneous Electrochemical Detection of Copper, Lead and Mercury in the Amazon River[J]. Sensors and Actuators B: Chemical, 2020, 307: 127620. doi: 10.1016/j.snb.2019.127620
LIU N, YE W S, LIU G, et al. Improving the Accuracy of Stripping Voltammetry Detection of Cd2+ and Pb2+ in the Presence of Cu2+ and Zn2+ by Machine Learning: Understanding and Inhibiting the Interactive Interference among Multiple Heavy Metals[J]. Analytica Chimica Acta, 2022, 1213: 339956. doi: 10.1016/j.aca.2022.339956
ZHAO G, WANG H, LIU G, et al. Optimization of Stripping Voltammetric Sensor by a Back Propagation Artificial Neural Network for the Accurate Determination of Pb(Ⅱ) in the Presence of Cd(Ⅱ)[J]. Sensors, 2016, 16(9): 1540. doi: 10.3390/s16091540
LIU N, ZHAO G, LIU G. Coupling Square Wave Anodic Stripping Voltammetry with Support Vector Regression to Detect the Concentration of Lead in Soil under the Interference of Copper Accurately[J]. Sensors, 2020, 20(23): 6792. doi: 10.3390/s20236792
TAO Z Y, SU L, LI M J, et al. A Sn-Ta-O-Doped Vertical Graphene Electrochemical Sensor Based on a Machine Learning Prediction Model for Monitoring Cadmium in Beverages[J]. Food Chemistry, 2025, 493: 145744. doi: 10.1016/j.foodchem.2025.145744
GIORDANO G F, FERREIRA L F, BEZERRA Í R S, et al. Machine Learning toward High-Performance Electrochemical Sensors[J]. Analytical and Bioanalytical Chemistry, 2023, 415(18): 3683-3692. doi: 10.1007/s00216-023-04514-z
QIN X Y, LOU Q Y, LING Y Y, et al. Self-Assembled, Ordered Polystyrene Microsphere-Modified Electrodes for Simultaneous Determination of Cu(Ⅱ), Zn(Ⅱ), and Pb(Ⅱ) Based on Machine Learning Algorithms[J]. Microchemical Journal, 2026, 220: 116561. doi: 10.1016/j.microc.2025.116561
KANG M, KIM D, KIM J, et al. Strategies to Enrich Electrochemical Sensing Data with Analytical Relevance for Machine Learning Applications: A Focused Review[J]. Sensors, 2024, 24(12): 3855. doi: 10.3390/s24123855
丛鑫, 张怀迪, 张荣, 等. 基于Meta分析的近10年中国农田土壤重金属污染特征与风险解析[J]. 生态环境学报, 2024, 33(9): 1451-1459.
周卫红, 张静静, 邹萌萌, 等. 土壤重金属有效态含量检测与监测现状、问题及展望[J]. 中国生态农业学报, 2017, 25(4): 605-615.
YE J J, LIN C H, HUANG X J. Analyzing the Anodic Stripping Square Wave Voltammetry of Heavy Metal Ions via Machine Learning: Information beyond a Single Voltammetric Peak[J]. Journal of Electroanalytical Chemistry, 2020, 872: 113934. doi: 10.1016/j.jelechem.2020.113934
KAYALI D, ABU SHAMA N, ASIR S, et al. Machine Learning-Based Models for the Qualitative Classification of Potassium Ferrocyanide Using Electrochemical Methods[J]. The Journal of Supercomputing, 2023, 79(11): 12472-12491. doi: 10.1007/s11227-023-05137-y
XU Y, RAO Z K, LIU Z, et al. Improving the Selectivity in Electrochemical Detection of Chloramphenicol against Metronidazole with Machine Learning[J]. IEEE Sensors Journal, 2023, 23(16): 17883-17890. doi: 10.1109/JSEN.2023.3291423
CHEN Y H, XU S, LIU G, et al. An Electrochemical Sensor Based on PEI/CS/GN Composite-Modified Glassy Carbon Electrode for Determination of Pb(Ⅱ)[J]. Ionics, 2023, 29(5): 2031-2041. doi: 10.1007/s11581-023-04954-8
KERAMARI V, PAPADIMOU S G, GOLIA E E, et al. Bismuth Film along with dsDNA-Modified Electrode Surfaces as Promising (Bio)Sensors in the Analysis of Heavy Metals in Soils[J]. Biosensors, 2024, 14(6): 310. doi: 10.3390/bios14060310
SHALABY E A, BELTAGI A M, HATHOOT A A, et al. Simultaneous Voltammetric Sensing of Zn2+, Cd2+, and Pb2+ Using an Electrodeposited Bi-Sb Nanocomposite Modified Carbon Paste Electrode[J]. RSC Advances, 2023, 13(11): 7118-7128. doi: 10.1039/D3RA00168G
刘宁, 赵国, 王旭明, 等. 复合纳米材料修饰丝网印刷电极检测土壤中铅和镉[J]. 农业工程学报, 2021, 37(13): 180-189.
郑宇琦, 许春雪, 安子怡, 等. 土壤和沉积物重金属形态分析研究进展[J]. 中国无机分析化学, 2024, 14(9): 1281-1290.
EGAN J K, MCKNIGHT D M, BOWMAN M M, et al. Identifying Photochemical Alterations of Dissolved Pyrogenic Organic Matter Using Fluorescence Spectroscopy[J]. Aquatic Sciences, 2023, 85(2): 38. doi: 10.1007/s00027-022-00919-7
GUO H W, CHEN B, LUO Y M, et al. Effect of Bi(Ⅲ)-to-Metal Ion Concentration Ratios on Stripping Voltammetric Response of Bismuth-Film Glassy Carbon Electrodes[J]. RSC Advances, 2024, 14(53): 39361-39371. doi: 10.1039/D4RA07034H
DA SILVA L V, DE SOUZA CORREA J, GRASSESCHI D, et al. New Perspective on the Electrodeposition of Pb, Cd and Zn in Electrode Modified with Bismuth Film: A Theoretical-Experimental Approach[J]. Applied Surface Science, 2024, 669: 160490. doi: 10.1016/j.apsusc.2024.160490
刘宁, 赵国, 刘刚. 土壤铅和镉溶出伏安法检测中影响因素及其削弱方法研究进展[J]. 农业工程学报, 2021, 37(18): 232-243.
BARÓN-JAIMEZ J A, MARULANDA-ARÉVALO J L, BARBA-ORTEGA J J. Electrodes Friendly with the Environment for Detect Heavy Metal[J]. Dyna, 2014, 81(187): 122-128. doi: 10.15446/dyna.v81n187.40758