運用SOMCM分析桃園重金屬污染農田灌溉之研究

以作者查詢圖書館館藏

、以作者查詢臺灣博碩士

、以作者查詢全國書目

、勘誤回報

、線上人數：37

、訪客IP：3.15.14.174

姓名

圖思佳(Tugsjargal Bayarkhuu) 查詢紙本館藏

畢業系所

土木系營建管理碩士班

論文名稱

運用SOMCM分析桃園重金屬污染農田灌溉之研究
(Pattern Analysis for Heavy Metal Contamination by Irrigation in Taoyuan Farmland Using the SOMCM Approach)

相關論文

★ 運用深度神經網路建立H型鋼構件自動辨識系統之研究	★ 運用關聯法則探討協力廠商對營造廠報價行為之研究
★ 探討影響台灣工程顧問公司落實法律遵循反貪腐關鍵因素之研究	★ 以分包商角度探討對營造廠報價行為策略之研究
★ 運用SOMCM分群演算法開發設計雲端智慧平台之營運維護產業介面-以桃園市某園區為例	★ 專案管理在履約爭議處理機制之比較與研析
★ H型鋼構件智慧塗裝路徑優化研究	★ 以資料包絡分析法評估大型統包營造廠之經營績效-以上市櫃公司為例
★ 運用組織特徵映射圖動作軌跡相似度測量法探索預鑄工項生產效率與資源規劃之研究	★ 預鑄專案成本估算策略之研究
★ 新建工程建造執照查核缺失要項之探討--以台北市為例	★ 灰關聯分析探討古蹟與歷史建築再利用之研究
★ 營造工地管理人資量化與預測	★ 公共建設專案現金管理與控制之研究
★ 營建業ERP整合PDA模型之研究	★ 水庫營運效益評估之研究-以石門水庫為例

檔案

[Endnote RIS 格式]

[Bibtex 格式]

[相關文章]

[文章引用]

[完整記錄]

[館藏目錄]

至系統瀏覽論文 (2027-7-1以後開放)

摘要(中)

在一个发达的市区，污染问题显著影响公共健康，包括工业废水对特定水源的影响，由于水资源短缺而不得不使用受损质量的水进行农业灌溉，以及随着时间推移土壤污染风险的增加. 本研究的目的是提供对桃园市农田地区灌溉土壤重金属污染模式的深入概述. 本研究收集了2004年至2022年间桃园市受监管的农业用地污染数据，共包括1555条记录，这些记录详细描述了土壤状况、重金属污染类型（如铜、锌和镉）以及关键灌溉池重金属污染的增加情况. 通过使用17个输入变量，SOMCM模型识别污染趋势，为目标灌溉区域生成集群. 研究结果识别出具有相似水质和土壤浓度特征的特定土地，同时有效评估了三个监控灌溉渠道和两个地区的土壤重金属污染.

摘要(英)

Contamination issues in a developed municipality significantly impact public health, including the effects of industrial wastewater on specific water sources, the necessity of using compromised quality water for farming due to scarcity, and the escalating risk of soil contamination over time. The objective of this research is to provide an insightful overview of the patterns of heavy metal contamination in the irrigated soil of the Taoyuan City farmland region. This study collected data on regulated agricultural land pollution in Taoyuan City from 2004 to 2022, comprising 1,555 records that detail soil conditions, types of heavy metal contamination (such as Cu, Zn, and Cd), and the increments of heavy metal pollution in essential irrigation ponds. Using 17 input variables, the SOMCM model yields clusters for the targeted irrigation zones by identifying contamination trends. The findings identify specific lands that exhibit similar water quality and soil concentration characteristics while effectively assessing soil heavy metal contamination in the three monitored irrigation canals and two districts.

關鍵字(中)

★ 增量污染
★ 重金属
★ 灌溉
★ 农田
★ SOMCM
★ 模式分析

關鍵字(英)

★ incremental contamination
★ heavy metal
★ irrigation
★ farmland
★ SOMCM
★ pattern analysis

論文目次

TABLE OF CONTENTS
ABSTRACT i
摘要 ii
ACKNOWLEDGEMENT iii
LIST OF FIGURES vi
LIST OF TABLES vii
CHAPTER 1 INTRODUCTION 1
1.1. Research Background 1
1.2. Problem Statement 3
1.3. Research Objectives 3
1.4. Research Scope and Limitations 4
1.5. Research process 5
1.6. Research Methodology 5
1.7 Thesis Organization 6
CHAPTER 2 LITERATURE REVIEW 8
2.1 Concept of Environment contamination 8
2.1.1 Overview of Soil Contamination 8
2.1.2 Soil Contamination Source 10
2.1.3 Overview of Water Contamination 12
2.1.4 Heavy Metal Contamination 13
2.2 Heavy Metal Sourced Farmland and Water Contamination 16
2.2.1 Sources and Pathways of Heavy metals in Agricultural Systems 16
2.2.2 Impact of Heavy metal Irrigation Canal Contamination on Soil quality 17
2.3 Heavy Metal Contamination in Irrigation Systems 19
2.3.1 Importance of Irrigation Canals in Taiwan 19
2.3.2 Heavy Metal Contamination in Irrigation ponds 21
2.3.3 Determination of the Heavy metals in Irrigation pond water 22
2.3.4 Contributing Factors of Heavy Metal Contamination in Irrigation Pond and Soil 23
2.3.5 The Taiwan Regulations regarding Heavy metals in Farmland 25
2.3.6 Current Status of Pollution Control and Prevention 27
2.4 Cluster Methods 28
2.4.1 Overview Clustering 28
2.4.2 Overview SOM algorithm 29
2.4.3 SOM-based merging cluster algorithm 29
2.5 Summary and Transition to Methodology 32
CHAPTER 3 MODEL DEVELOPMENT AND IMPLEMENTATION 33
3.1 Data collection 33
3.1.1 Study area: Overview Taoyuan 33
3.2 Data Analysis 37
3.3 Model Development 45
CHAPTER 4 CLUSTER ANALYSIS AND DISCUSSIONS 51
4.1 Clustering outcome 51
4.2 Outcome application 55
4.3 Findings discussion 63
4.3.1 Pattern for different regions and crops 65
4.3.2. Practical Application of Outcomes 72
CHAPTER 5 CONCLUSION AND SUGGESTIONS 75
5.1. Conclusion 75
5.2. Suggestions 76
REFERENCE 78
APPENDIX: CLUSTERING RESULT 84

參考文獻

REFERENCE

1. Hsu, M.J., Selvaraj, K., and Agoramoorthy, G., Taiwan′s Industrial Heavy Metal Pollution Threatens Terrestrial Biota. Environ Pollut, 2006. 143(2): p. 327-334.
2. Panagos, P., Contaminated Sites in Europe: Review of the Current Situation Based on Data Collected through a European Network. J Environ Public Health, 2013. 2013: p. 158764.
3. Reddy, V.R. and Behera, B., Impact of Water Pollution on Rural Communities: An Economic Analysis. Ecological Economics, 2006. 58(3): p. 520-537.
4. Fao′s Director-General on How to Feed the World in 2050. 2009. 35(4): p. 837-839.
5. Malakar, A., Snow, D.D., and Ray, C., Irrigation Water Quality—a Contemporary Perspective. 2019. 11(7): p. 1482.
6. Yang, H.-Y., Farmland Trace Metal Contamination and Management Model—Model Development and a Case Study in Central Taiwan. 2020. 12(23): p. 10066.
7. Lin, Y.-P., Assessing How Heavy Metal Pollution and Human Activity Are Related by Using Logistic Regression and Kriging Methods. Geoderma, 2011. 163: p. 275-282.
8. Council of Agriculture, T.I.M., Available Online: Https://Www.Ia.Gov.Tw/ 2020.
9. Huang, S.-H., Comprehending the Causes of Presence of Copper and Common Heavy Metals in Sediments of Irrigation Canals in Taiwan. 2021. 11(4): p. 416.
10. Wu, P.-I., Evaluation of the Contribution of Farmland Attributes to the Total Benefit from Its Contamination Remediation: Evidence from Taiwan. Land, 2023. 12(5).
11. Chen, Z.-S., Hseu, Z.-Y., and Tsai, C.-C., The Soils of Taiwan. 2015.
12. Lin, C.-F., Stabilization of Cadmium Contaminated Soils Using Synthesized Zeolite. Journal of Hazardous Materials, 1998. 60(3): p. 217-226.
13. Council of Agriculture, E.Y., Annual Report of the Council of Agriculture, . 100 Years of the Republic of China.
14. Li, Q., Risk Assessment of Heavy Metal in Farmlands and Crops near Pb&Ndash;Zn Mine Tailing Ponds in Niujiaotang, China. 2023. 11(2): p. 106.
15. Yuan, X., Xue, N., and Han, Z., A Meta-Analysis of Heavy Metals Pollution in Farmland and Urban Soils in China over the Past 20 Years. Journal of Environmental Sciences, 2021. 101: p. 217-226.
16. Sun, R., Contamination Features and Ecological Risks of Heavy Metals in the Farmland Along Shoreline of Caohai Plateau Wetland, China. Chemosphere, 2020. 254: p. 126828.
17. Yadav, R., Post-Irrigation Impact of Domestic Sewage Effluent on Composition of Soils, Crops and Ground Water—a Case Study. 2002. 28(6): p. 481-486.
18. Environmental Protection Agency, E.Y., Annual Report on Soil and Groundwater Pollution Remediation, . 2017.
19. Harizanova-Bartos, H. and Stoyanova, Z., Impact of Agriculture on Soil Pollution in Bulgaria. Ekonomika Poljoprivrede, 2019. 66(2): p. 375-387.
20. George, T.S., Organic Phosphorus in the Terrestrial Environment: A Perspective on the State of the Art and Future Priorities. Plant and Soil, 2018. 427(1): p. 191-208.
21. Swartjes, F., Introduction to Contaminated Site Management. 2011. p. 3-89.
22. Natalia Rodríguez Eugenio, F., Michael McLaughlin, U.o.A., and Daniel Pennock, U.o.S.I.M., Soil Pollution Hidden Reality. FAO, 2018: p. 92.
23. Yeh, T.Y., Current Status of Soil and Groundwater Remediation Technologies in Taiwan. Int J Phytoremediation, 2021. 23(2): p. 212-218.
24. Zhang, Q. and Wang, C., Natural and Human Factors Affect the Distribution of Soil Heavy Metal Pollution: A Review. Water, Air, & Soil Pollution, 2020. 231(7).
25. Vaverková, M.D., Environmental Consequences and the Role of Illegal Waste Dumps and Their Impact on Land Degradation. Land Use Policy, 2019. 89: p. 104234.
26. Liu, R., Spatial Pattern of Heavy Metals Accumulation Risk in Urban Soils of Beijing and Its Influencing Factors. Environ Pollut, 2016. 210: p. 174-181.
27. Obrador, A., Relationships of Soil Properties with Mn and Zn Distribution in Acidic Soils and Their Uptake by a Barley Crop. Geoderma, 2007. 137(3): p. 432-443.
28. Zhang, Q. and Wang, C., Natural and Human Factors Affect the Distribution of Soil Heavy Metal Pollution: A Review. Water, Air, & Soil Pollution, 2020. 231(7): p. 350.
29. Lin, Y.-P., Teng, T.-P., and Chang, T.-K., Multivariate Analysis of Soil Heavy Metal Pollution and Landscape Pattern in Changhua County in Taiwan. Landscape and Urban Planning, 2002. 62(1): p. 19-35.
30. Walker, D.B., Chapter 16 - Surface Water Pollution, in Environmental and Pollution Science (Third Edition), M.L. Brusseau, I.L. Pepper, and C.P. Gerba, Editors. 2019, Academic Press. p. 261-292.
31. Fn, C. and Mf, M., Factors Affecting Water Pollution: A Review. Journal of Ecosystem & Ecography, 2017. 07(01).
32. Dwivedi, A.K.J.I.R.J.o.N. and Sciences, A., Researches in Water Pollution: A Review. 2017. 4(1): p. 118-142.
33. Liang, C.-P., Comprehensively Assessing Impact of Land Use and Hydrogeological Properties on Groundwater Quality in Taiwan Using Factor Analysis.
34. Shiraishi, Y., Highly Selective Production of Hydrogen Peroxide on Graphitic Carbon Nitride (G-C3n4) Photocatalyst Activated by Visible Light. ACS Catalysis, 2014. 4(3): p. 774-780.
35. Li, C., A Review on Heavy Metals Contamination in Soil: Effects, Sources, and Remediation Techniques. Soil and Sediment Contamination: An International Journal, 2019. 28(4): p. 380-394.
36. Hu, B., Assessment of Heavy Metal Pollution and Health Risks in the Soil-Plant-Human System in the Yangtze River Delta, China. 2017. 14(9): p. 1042.
37. Proshad, R., Heavy Metal Toxicity in Agricultural Soil Due to Rapid Industrialization in Bangladesh: A Review. International Journal of Advanced Geosciences, 2018. 6(1).
38. Yaylalı-Abanuz, G., Heavy Metal Contamination of Surface Soil around Gebze Industrial Area, Turkey. Microchemical Journal, 2011. 99(1): p. 82-92.
39. Hu, B., Heavy Metal Pollution Delineation Based on Uncertainty in a Coastal Industrial City in the Yangtze River Delta, China. 2018. 15(4): p. 710.
40. Shao, S., Source Identification and Apportionment of Trace Elements in Soils in the Yangtze River Delta, China. 2018. 15(6): p. 1240.
41. Hu, B., Current Status, Spatial Features, Health Risks, and Potential Driving Factors of Soil Heavy Metal Pollution in China at Province Level. Environ Pollut, 2020. 266(Pt 3): p. 114961.
42. Lai, H.-Y., Health Risk-Based Assessment and Management of Heavy Metals-Contaminated Soil Sites in Taiwan. 2010. 7(10): p. 3595-3614.
43. Lien, K.W., Pan, M.H., and Ling, M.P., Levels of Heavy Metal Cadmium in Rice (Oryza Sativa L.) Produced in Taiwan and Probabilistic Risk Assessment for the Taiwanese Population. Environ Sci Pollut Res Int, 2021. 28(22): p. 28381-28390.
44. Bonet Gil, E., Introduction, in Experimental Design and Verification of a Centralized Controller for Irrigation Canals. 2018. p. xxv-xxviii.
45. Yadav, R.K., Post-Irrigation Impact of Domestic Sewage Effluent on Composition of Soils, Crops and Ground Water—a Case Study. Environment International, 2002. 28(6): p. 481-486.
46. Huang, S.-H., Comprehending the Causes of Presence of Copper and Common Heavy Metals in Sediments of Irrigation Canals in Taiwan. Minerals, 2021. 11(4).
47. Yang, Y., Heavy Metal Contamination in Surface Soils of the Industrial District of Wuhan, China. Human and Ecological Risk Assessment: An International Journal, 2015. 22(1): p. 126-140.
48. Harrison, R.M., Chemical Associations of Lead, Cadmium, Copper, and Zinc in Street Dusts and Roadside Soils. 1981. 15(11): p. 1378-1383.
49. Alloway, B.J., Sources of Heavy Metals and Metalloids in Soils, in Heavy Metals in Soils: Trace Metals and Metalloids in Soils and Their Bioavailability, B.J. Alloway, Editor. 2013, Springer Netherlands: Dordrecht. p. 11-50.
50. Chen, H.W., Gallium, Indium, and Arsenic Pollution of Groundwater from a Semiconductor Manufacturing Area of Taiwan. Bulletin of Environmental Contamination and Toxicology, 2006. 77(2): p. 289-296.
51. Zeng, Y.-F., Chen, C.-T., and Lin, G.-F., Practical Application of an Intelligent Irrigation System to Rice Paddies in Taiwan. Agricultural Water Management, 2023. 280: p. 108216.
52. Council of Agriculture, Irrigation Management. Taiwan. https://www.ia.gov.tw/, 2020.
53. Liou, Y.-A., Wang, T.-S., and Chan, H.-P., Impacts of Pond Change on the Regional Sustainability of Water Resources in Taoyuan, Taiwan. Advances in Meteorology, 2013. 2013: p. 1-6.
54. https://en.iatyu.nat.gov.tw/view.php?theme=web_structure&subtheme=&id=60, 2023.
55. Northern Region Water Resources Office, W.R.A., Ministry of Economic Affairs, Taiwan., Development of Diverse Water Resources—Investigation and Feasibility Assessment of Agricultural Return Flows in the Taoyuan and Hsinchu
Areas. Available online: https://www.wranb.gov.tw/3452/24064/27197/ (accessed on 13 January 2024). 2007.
56. Chaganti, V.N., Effects of Treated Urban Wastewater Irrigation on Bioenergy Sorghum and Soil Quality. 2020. 228: p. 105894.
57. Sevik, H., Changes in Heavy Metal Accumulation in Some Edible Landscape Plants Depending on Traffic Density. 2020. 192: p. 1-9.
58. Xu, J., A Review of Functionalized Carbon Nanotubes and Graphene for Heavy Metal Adsorption from Water: Preparation, Application, and Mechanism. 2018. 195: p. 351-364.
59. Liu, Z., Risk Assessment and Source Identification of Perfluoroalkyl Acids in Surface and Ground Water: Spatial Distribution around a Mega-Fluorochemical Industrial Park, China. 2016. 91: p. 69-77.
60. Park, D.M., McCarty, L., and White, S.A.J.C.U.W.C., Interpreting Irrigation Water Quality Reports. 2016.
61. Frenkel, H.J.E.s.a. and synthesis, Reassessment of Water Quality Criteria for Irrigation. 1984.
62. Jensen, P.K., Limitations of Irrigation Water Quality Guidelines from a Multiple Use Perspective. Irrigation and Drainage Systems, 2001. 15(2): p. 117-128.
63. Cao, Z. and Hu, Z.J.C., Copper Contamination in Paddy Soils Irrigated with Wastewater. 2000. 41(1-2): p. 3-6.
64. Wang, Impact of Copper-Containing Effluent on Irrigation Water Quality in Taiwan. Taiwan Water Conservancy, 2021. 69(1): p. 42-55.
65. Soil and Groundwater Remediation Fund Management Board. Soil and Groundwater Pollution Sites Searching; Environmental Protection Administration. Available online: https://sgw.epa.gov.tw/ContaminatedSitesMap/Default.aspx (accessed on 2 January 2023). Taipei, Taiwan, 2022.
66. Changhua County Environmental Protection Bureau, Final Report on the Construction and Administrative Management Plan of the Automatic Water Quality Monitoring Network for Heavy Metal Pollution Potential Areas in North Changhua,. 2019: p. https://data.moenv.gov.tw/.
67. Wierzchoń, S.T. and Kłopotek, M.A., Modern Algorithms of Cluster Analysis. Vol. 34. 2018: Springer.
68. Kaufman, L. and Rousseeuw, P.J., Finding Groups in Data: An Introduction to Cluster Analysis. 2009: John Wiley & Sons.
69. George, K., Kumar, V., and Steinbach, M. A Comparison of Document Clustering Techniques. in KDD workshop on Text Mining. 2000.
70. Chumwatana, T., Wong, K.W., and Xie, H., A Som-Based Document Clustering Using Frequent Max Substrings for Non-Segmented Texts. Journal of Intelligent Learning Systems and Applications, 2010. 02(03): p. 117-125.
71. Senthamarai, N., Estimating the Risk of Diabetes Using Association Rule Mining Based on Clustering, in Image Based Computing for Food and Health Analytics: Requirements, Challenges, Solutions and Practices: Ibcfha, R. Tiwari, D. Koundal, and S. Upadhyay, Editors. 2023, Springer International Publishing: Cham. p. 25-35.
72. Canetta, L., Cheikhrouhou, N., and Glardon, R., Applying Two-Stage Som-Based Clustering Approaches to Industrial Data Analysis. Production Planning & Control, 2005. 16(8): p. 774-784.
73. Ganegedara, H. and Alahakoon, D. Redundancy Reduction in Self-Organising Map Merging for Scalable Data Clustering. in The 2012 international joint conference on neural networks (IJCNN). 2012. IEEE.
74. Kohonen, T., The Self-Organizing Map. Neurocomputing, 1998. 21(1): p. 1-6.
75. Lanjewar, Umesh M, and Shah, Air Pollution Monitoring & Tracking System Using Mobile Sensors and Analysis of Data Using Data Mining. International Journal of Advanced Computer Research, 2012. 2(4): p. 19.
76. Https://Eng.Tycg.Gov.Tw/. accessed in January 2024.
77. Chen, P.H., Investigation of a Ponding Irrigation System to Recycle Agricultural Wastewater. International Envirnmental, 2000. 26(1-2): p. 63-68.
78. Taoyuan City Government Environmental Protection Bureau, Taoyuan City Key Pollutant Reduction and Total Quantity Control Implementation Management Plan for Key Rivers,. 2021.
79. Environmental Protection Agency, Soil and Groundwater Pollution Remediation Act, and Section, S.a.G., Statistics from Soil and Groundwater Pollution Remediation Network 1999.
80. Tokatli, C., Use of Cluster Analysis to Evaluate Surface Water Quality: An Application from Downstream of Meric River Basin (Edirne, Turkey). 2015: p. 33-35.
81. Chen, J.-H., Smart Bridge Maintenance Using Cluster Merging Algorithm Based on Self-Organizing Map Optimization. Automation in Construction, 2023. 152.

指導教授

陳介豪(Jieh-Haur Chen)

審核日期

2024-7-1

推文