運用譜分群分析桃園市土壤污染模式之研究

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：146

、訪客IP：3.138.60.190

姓名

葛蕾蒂(Gladys Yolanda Hasugian) 查詢紙本館藏

畢業系所

土木系營建管理碩士班

論文名稱

運用譜分群分析桃園市土壤污染模式之研究
(Pattern Analysis for Soil Contamination in Taoyuan City using Spectral Clustering)

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)

目前檢測污染涉及收集和分析土壤樣本的漫長程序，使其成為一個緩慢且勞動密集的過程。本研究旨在開發一個模型來預測再污染和污染增量的機率。該研究以台灣桃園市為重點，特別是歷史上農田受到污染的地區，使用2004年至2022年的數據。管制農田。總共分析了 1,555 個數據點以進行聚類建模。使用 13 個輸入變量，光譜聚類模型識別出 4 個聚類，顯示銅、鋅和鎘的特定分佈。主要發現包括：(1) 由於金屬溶解度增加，低 pH 值與較高的金屬濃度有關； (2) 高電導率 (EC) 水平表示金屬濃度和礦化程度較高； (3) pH 值的變化顯示土壤條件不穩定，影響金屬的溶解度和流動性。

摘要(英)

Currently detecting pollution involves lengthy procedures for collecting and analysing soil samples, making it a slow and labour-intensive process. This research aims to develop a model to predict the probability of recontamination and pollution increments. The study focuses on Taoyuan City, Taiwan, particularly areas with historical farmland pollution, using data from 2004 to 2022. It concentrates on assessing heavy metal contamination, specifically the increments of copper, zinc, and cadmium in agricultural land, covering 2,827 regulated farmland parcels. A total of 1,555 data points were analysed for clustering modelling. Using 13 input variables, the Spectral Clustering model identified 4 clusters, indicating specific distributions for copper, zinc, and cadmium. The major findings include: (1) low pH levels are associated with higher metal concentrations due to increased metal solubility; (2) high Electrical Conductivity (EC) levels indicate higher metal concentrations and mineralization; and (3) pH value variability suggests unstable soil conditions, affecting metal solubility and mobility.

關鍵字(中)

★ 農場污染、光譜聚類、重金屬、環境管理
★ 農場污染
★ 光譜聚類
★ 重金屬
★ 環境管理

關鍵字(英)

★ farm pollution, spectral clustering, heavy metal, environmental management
★ farm pollution
★ spectral clustering
★ heavy metal
★ environmental management

論文目次

TABLE OF CONTENTS
ABSTRACT i
摘要 ii
ACKNOWLEDGEMENT iii
CHAPTER I : INTRODUCTION 1
1.1 Research Background and Motivation 1
1.2 Problem Statement 2
1.3 Research Objectives 2
1.4 Research Scope and Limitations 3
1.5 Research Methodology and Flowchart 4
1.6 Thesis Organization 4
CHAPTER II : LITERATURE REVIEW 6
2.1 Introduction to Soil Pollution and Land Monitoring 6
2.1.1 Overview and Importance of Addressing Soil Pollution 6
2.1.2 Challenges & Solutions in Establishing a Sustainable & Smart Urban Environment 6
2.1.3 Navigating Environmental Challenges: Pollution Control & Public Well-being… 7
2.2 Soil Pollution and the Impact 8
2.2.1 Definition and Types of Pollution 8
2.2.2 Factors Contributing to Soil Pollution 11
2.2.3 Heavy metals: zinc, copper, and cadmium 14
2.2.4 Interconnected Nature of Environmental Contamination 17
2.2.5 The Correlation of Soil Pollution Sources and Industrial Areas 17
2.2.6 Overview of Soil Pollution Prevention and Control Measures 18
2.2.7 Harnessing Advanced Technology for the Monitoring and Remediation of Soil Pollution. 18
2.2.8 Principles and Advantage of Spectral Cluster in Pollution Analysis 18
CHAPTER III : METHODOLOGY 20
3.1 Data Collection 20
3.2 Data Analysis 20
3.3 Feature Identification and Selection 21
3.4 Model development 26
CHAPTER IV : CLUSTER ANALYSIS AND DISCUSSION 33
4.1 Analysis Result 33
4.2 Key Features for Each Cluster 46
4.3 Discussion 47
4.4 Research Findings 48
CHAPTER V : CONCLUSION AND SUGGESTION 51
5.1 Conclusion 51
5.2 Suggestion 51
References 52

參考文獻

References

1. Environmental Protection Administration Executive Yuan, Annual Report on Soil and Groundwater Pollution Remediation. 2015: Republic of China 105.
2. Chen, J.-H., M.-F. Yeh, and T.-C. Yen, Predicting increments in heavy metal contamination in farmland soil. 2023.
3. Peng, Z., B. Zhang, D. Wang, X. Niu, J. Sun, H. Xu, J. Cao, and Z. Shen, Application of machine learning in atmospheric pollution research: A state-of-art review. Science of The Total Environment, 2023. 910.
4. Environment, M.o. Environmental Management. 2023; Available from: https://www.moenv.gov.tw/.
5. Bureau, T.C.G.E.P., Taoyuan City Agricultural Land Pollution Control Site Appropriate Measures. 2017. p. 3-5.
6. Rehman, Z.U., H. Javed, K. Shahid, K. Javed, S. Hussain, S. Malik, K. Javed, and A. Niaz, Assessment and management strategies for soil pollution in Pakistan: A review. Journal of Pure and Applied Agriculture, 2023. 8 No. 4.
7. Ali, J., S. Khan, A. Khan, M. Waqas, and M.J. Nasir, Contamination of soil with potentially toxic metals and their bioaccumulation in wheat and associated health risk. Environmental monitoring and assessment, 2020. Volume 192, article number 138.
8. Addas, A., The concept of smart cities: A sustainability aspect for future urban development based on different cities. 2023. Volume 11 - 2023.
9. Giffinger, R., C. Fertner, H. Kramar, R. Kalasek, N. Pichler-Milanovic, and E.J. Meijers, Smart cities. Ranking of European medium-sized cities. Final Report. 2007.
10. Paes, V., C. Pessoa, R. Pagliusi, C. Barbosa, and ... Analyzing the challenges for future smart and sustainable cities. Sustainability. 2023: mdpi.com.
11. Doheim, R., A. Farag, and S. Badawi, Smart city vision and practices across the Kingdom of Saudi Arabia—a review. Smart cities: Issues and challenges, 2019.
12. Parasher, Y., P. Singh, and G. Kaur, Green and Smart Technologies for Smart Cities. Green Smart Town Planning, ed. s. Edition. 2019.
13. Rafique, M., J. Sun, A. Larik, and Y. Li, Assessment of willingness to pay for pollution prevention, health and happiness: a case study of Punjab, Pakistan. Frontiers in Public Health. 2022: frontiersin.org.
14. Zubizarreta, I., A. Seravalli, and S. Arrizabalaga, Smart city concept: What it is and what it should be. Journal of Urban Planning, 2016.
15. Harrison, R.M., Pollution: Causes, Effects and Control. third ed. Royal Society of Chemistry, Cambridge, 1996.
16. Zhang, Q., Environment pollution analysis on smart cities using wireless sensor networks. Strategic Planning for Energy and the Environment, 2023. 42(1): p. 239–262.
17. Ullo, S.L. and G.R. Sinha, Advances in Smart Environment Monitoring Systems Using IoT and Sensors. Sensors, 2020. 20(11): p. 3113.
18. Peters, A., D. Dockery, J. Muller, and M. Mittleman, Increased particulate air pollution and the triggering of myocardial infarction. Circulation, 2001.
19. Easterbrook, G., A moment on the Earth: the coming of age of environmental optimism. 1995: Penguin Books USA Inc.
20. Nathanson, J.A., Solid-Waste Management. Encyclopedia Britannica, 2015.
21. Ajibade, F.O., B. Adelodun, K.H. Lasisi, O.O. Fadare, T.F. Ajibade, N.A. Nwogwu, I.D. Sulaymon, A.Y. Ugya, H.C. Wang, and A. Wang, Environmental pollution and their socioeconomic impacts. Microbe Mediated Remediation of Environmental Contaminants, 2021.
22. Park, J., J. Fin, R. Cooke, C. Lawson, and L. Truslove. Farm Pollution & Waste. 2012 [cited 2024 March 20]; Available from: http://www.ecifm.rdg.ac.uk/landpollution.htm.
23. Bradford, A. Pollution Facts and Types of Pollution. 2018; Available from: https://www.livescience.com/22728-pollution-facts.html.
24. Kaginalkar, A., S. Kumar, P. Gargava, and D. Niyogi, Review of urban computing in air quality management as smart city service: An integrated IoT, AI, and cloud technology perspective. Urban Climate, 2021.
25. Salman, M. and H. Hasar, Review on Environmental Aspects in Smart City Concept: Water, Waste, Air Pollution and Transportation Smart Applications using IoT Techniques. Sustainable Cities and Society, 2023.
26. Balogun, A., A. Tella, L. Baloo, and N. Adebisi, A review of the inter-correlation of climate change, air pollution and urban sustainability using novel machine learning algorithms and spatial information science. Urban Climate, 2021.
27. Lelieveld, J., A. Pozzer, U. Pöschl, M. Fnais, A. Haines, and T. Münzel, Loss of life expectancy from air pollution compared to other risk factors: a worldwide perspective. Cardiovascular Research, Published Since 1967, 2020. 116(7): p. 1334.
28. Briffa, J., E. Sinagra, and R. Blundell, Heavy metal pollution in the environment and their toxicological effects on humans. Heliyon. 2020: cell.com.
29. Aunan, K., M. Hansen, and S. Wang, Introduction: air pollution in China. The China Quarterly, 2018.
30. Kampa, M. and E. Castanas, Human health effects of air pollution. Environmental pollution, 2008.
31. Bai, L., J. Wang, X. Ma, and H. Lu, Air pollution forecasts: An overview. International Journal of Environmental Research and Public Health. Vol. 15. 2018: mdpi.com.
32. Akosile, S., F. Ajibade, K. Lasisi, T. Ajibade, and ... Performance evaluation of locally produced ceramic filters for household water treatment in Nigeria. Scientific African. 2020: Elsevier.
33. Adeniran, K.A., B. Adelodun, and M. Ogunshina, Artificial neural network modelling of biochemical oxygen demand and dissolved oxygen of rivers: case study of Asa River. Environmental Research, Engineering and Management, 2016. Vol. 72 No. 3.
34. Azizullah, A., M. Khattak, P. Richter, and D. Häder, Water pollution in Pakistan and its impact on public health—a review. Environment international, 2011.
35. Pânzaru, D.M.R., I.-C. Iojă, A.-I. Pleșoianu, C.-A. Hossu, and D.-C. Diaconu, Nature-based solutions for urban waters in Romanian cities. Nature-Based Solutions. Vol. 2. 2022: Elsevier.
36. Serviere-Zaragoza, E., S.E. Lluch-Cota, A. Mazariegos-Villarreal, E.F. Balart, H. Valencia-Valdez, and L.C. Méndez-Rodríguez, Cadmium, Lead, Copper, Zinc, and Iron Concentration Patterns in Three Marine Fish Species from Two Different Mining Sites inside the Gulf of California, Mexico. International Journal of Environmental Research and Public Health, 2021. 18(2): p. 844.
37. India, B.S.T.C.A. Soil Pollution. 2018; Available from: https://byjus.com/chemistry/soil-pollution/.
38. Artiola, J., J. Walworth, S. Musil, and M. Crimmins, Soil and Land pollution. Environmental and Pollution Science 2019. 3: p. 219-235.
39. Spellman, F., The science of environmental pollution. Soil Pollution, ed. T. Edition. 2017: books.google.com.
40. Oluwatuyi, O.E., F.O. Ajibade, T.F. Ajibade, B. Adelodun, A.S. Olowoselu, J.R. Adewumi, and C.O. Akinbile, Total concentration, contamination status and distribution of elements in a Nigerian State dumpsites soil. Environmental and …. Vol. 5. 2020: Elsevier.
41. Ashraf, M.A., M.J. Maah, and I. Yusoff. Soil Contamination, Risk Assessment and Remediation. 2014; Available from: https://www.intechopen.com/chapters/46032.
42. Environmental Protection Administration, E.Y., Annual Report on Soil and Groundwater Pollution Remediation, Republic of China 2015. p. 105.
43. County, E.P.B.o.C., End-of-term report on the establishment of the water quality automatic monitoring network and administrative management plan of the heavy metal pollution potential area in North Changhua, Republic of China. 2015. p. 108.
44. Bureau, T.C.G.E.P., Taoyuan City Farmland Soil Pollution Control Site Appropriate Measures Improvement Plan (Phase 4) Supervision and Verification Final Report. 2011. p. 108-110.
45. Yuan, E.P.A.o.t.E., Final Report on the Management Plan of Farmland Soil Pollution Sources. 1999.
46. Ugya, A., F. Ajibade, and T. Ajibade. Water pollution resulting from mining activity: an overview. in Proceedings of the 2018 annual conference of the school of engineering & engineering technology (SEET), The Federal University of Technology, Akure, Nigeria. 2018.
47. Cao, Y., S. Zhang, G. Wang, T. Li, X. Xu, O. Deng, Y. Zhang, and Y. Pu, Enhancing the soil heavy metals removal efficiency by adding HPMA and PBTCA along with plant washing agents. Journal of Hazardous Materials, 2017. 339: p. 33-42.
48. Van Zorge, J., Exposure to mixtures of chemical substances: is there a need for regulations? Food and Chemical Toxicology, 1996. 34(11-12): p. 1033-1036.
49. Jan, A.T., M. Azam, K. Siddiqui, A. Ali, I. Choi, and Q.M.R. Haq, Heavy Metals and Human Health: Mechanistic Insight into Toxicity and Counter Defense System of Antioxidants. International Journal of Molecular Sciences 2015. 16(12).
50. Environment, M.o. Environmental Management. 2022; Available from: https://www.moenv.gov.tw/page/958642FF5F023ABE.
51. A, I.A., A.B. O, O.A. P, A.-A.T. A, D.A. O, and O.T. A., Water Pollution: Effects, Prevention, and Climatic Impact. Water Challenges of an Urbanizing World. 2017.
52. Wei, Z., H. Gu, Q.V. Le, W. Peng, S. Lam, and ... Perspectives on phytoremediation of zinc pollution in air, water and soil. … chemistry and pharmacy. 2021: Elsevier.
53. Weber, A.M., T. Mawodza, B. Sarkar, and M. Menon, Assessment of potentially toxic trace element contamination in urban allotment soils and their uptake by onions: A preliminary case study from Sheffield, England. Ecotoxicology and Environmental Safety, 2019. 170: p. 156-165.
54. Plum, L.M., L. Rink, and H. Haase, The Essential Toxin: Impact of Zinc on Human Health. International Journal of Environmental Research and Public Health, 2010. 7: p. 1342-1365.
55. Miśkowiec, P., The impact of the mountain barrier on the spread of heavy metal pollution on the example of Gorce Mountains, Southern Poland. Environmental Monitoring and Assessment. 2022: Springer.
56. Yang, Z., S. Liu, D. Zheng, and S. Feng, Effects of cadium, zinc and lead on soil enzyme activities. Journal of Environmental Sciences, 2006.
57. Wei, Z., H. Gu, Q.V. Le, W. Peng, S.S. Lam, Y. Yang, C. Li, and C. Sonne, Perspectives on phytoremediation of zinc pollution in air, water and soil. Sustainable Chemistry and Pharmacy. Vol. 24. 2021: Elsevier.
58. Shabbir, Z., A. Sardar, A. Shabbir, G. Abbas, S. Shamshad, and ... Copper uptake, essentiality, toxicity, detoxification and risk assessment in soil-plant environment. Chemosphere, 2020.
59. Poggere, G., A. Gasparin, J.Z. Barbosa, G.W. Melo, R.S. Corrêa, and A.C.V. Motta, Soil contamination by copper: sources, ecological risks, and mitigation strategies in Brazil. Journal of Trace Elements and Minerals. Vol. 4. 2023: Elsevier.
60. Yuan, Z., T. Luo, X. Liu, H. Hua, Y. Zhuang, X. Zhang, L. Zhang, Y. Zhang, W. Xu, and J. Ren, Tracing anthropogenic cadmium emissions: From sources to pollution. Science of The Total Environment, 2019. 676: p. 87-96.
61. Flora, S., M. Mittal, and A. Mehta, Heavy metal induced oxidative stress & its possible reversal by chelation therapy. Indian Journal of Medical Research. 2008: journals.lww.com.
62. Kahn, M.E., Demographic change and the demand for environmental regulation. Journal of Policy Analysis and Management, 2002. 21(1): p. 45-62.
63. Coan, T. and M. Holman, Voting Green*. Social Science Quarterly, 2008.
64. Štreimikienė, D., Environmental indicators for the assessment of quality of life. Intelektinė ekonomika, 2015.
65. Liu, Z., Y. Fei, H. Shi, L. Mo, and J. Qi, Prediction of high-risk areas of soil heavy metal pollution with multiple factors on a large scale in industrial agglomeration areas. Science of the Total Environment. 2022: Elsevier.
66. Li, X., L. Liu, Y. Wang, G. Luo, X. Chen, X. Yang, M. Hall, and ... Heavy metal contamination of urban soil in an old industrial city (Shenyang) in Northeast China. Geoderma, 2013.
67. Zhou, X. and X. Wang, Impact of industrial activities on heavy metal contamination in soils in three major urban agglomerations of China. Journal of Cleaner Production, 2019.
68. Dhaliwal, S.S., J. Singh, P.K. Taneja, and A. Mandal, Remediation techniques for removal of heavy metals from the soil contaminated through different sources: a review. Environmental Science and Pollution Research, 2020. 27(2): p. 1319-1333.
69. Shankar, S. and Shikh, Management and Remediation of Problem Soils, Solid Waste and Soil Pollution. Principles and Applications of Environmental Biotechnology for a Sustainable Future, 2017: p. 143-171.
70. Azhar, U., H. Ahmad, H. Shafqat, M. Babar, H.M.S. Munir, M. Sagir, M. Arif, A. Hassan, N. Rachmadona, S. Rajendran, M. Mubashir, and K.S. Khoo, Remediation techniques for elimination of heavy metal pollutants from soil: A review. Environmental Research, 2022. 214.
71. Khanam, Z., F.M. Sultana, and F. Mushtaq, Environmental Pollution Control Measures and Strategies: An Overview of Recent Developments. Geospatial Analytics for Environmental Pollution Modeling 2023. 385–414.
72. Wang, Z., Z. Chen, Y. Zhao, and S. Chen, A community detection algorithm based on topology potential and spectral clustering. The Scientific World Journal. 2014: hindawi.com.
73. Fleshman, W. Spectral Clustering. 2019; Available from: https://towardsdatascience.com/spectral-clustering-aba2640c0d5b#:~:text=Spectral%20clustering%20is%20a%20technique,non%20graph%20data%20as%20well.
74. Peng, R., H. Sun, and L. Zanetti, Partitioning well-clustered graphs: Spectral clustering works! Conference on learning theory, 2015.
75. Garcia-Dias, R., S. Vieira, W. Pinaya, and A. Mechelli, Clustering analysis. machine learning, 2020.
76. Huo, Z., G. Mei, G. Casolla, and F. Giampaolo, Designing an efficient parallel spectral clustering algorithm on multi-core processors in Julia. Journal of Parallel and Distributed Computing, 2020. 138: p. 211-221.
77. Haque, S.J. Graph Theory 101. 2021; Available from: https://sitn.hms.harvard.edu/flash/2021/graph-theory-101/.
78. Ciortan, M. Spectral graph clustering and optimal number of clusters estimation. 2019; Available from: https://towardsdatascience.com/spectral-graph-clustering-and-optimal-number-of-clusters-estimation-32704189afbe.
79. Zeng, F., S. Ali, H. Zhang, YounanOuyang, B. Qiu, F. Wu, and G. Zhang, The influence of pH and organic matter content in paddy soil on heavy metal availability and their uptake by rice plants. Environmental Pollution, 2011. 159(1): p. 84-91.
80. Król, A., K. Mizerna, and M. Bożym, An assessment of pH-dependent release and mobility of heavy metals from metallurgical slag. Journal of hazardous materials. 2020: Elsevier.
81. Salimi, M., M.M. Amin, A. Ebrahimi, A. Ghazifard, and P. Najafi, Influence of electrical conductivity on the phytoremediation of contaminated soils to Cd 2+ and Zn 2+. International Journal of Environmental Health Engineering, 2012.

指導教授

陳介豪(Jieh-Haur Chen)

審核日期

2024-7-1

推文