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Application of Decision Tree Algorithm in E-waste Land Filling


Affiliations
1 Ramco Systems, Adyar, Chennai-600 020, India
2 Department of Economics, Chellammal women’s College, Guindy, Chennai-600032, India
3 State key Laboratory of Reproductive Biology, institute of Zoology, Chinese Academy of Sciences, Beijing 100101, China
 

E-waste is the fastest growing source of municipal waste on earth. The 21st century witnesses novel environmental challenges due to the advent of electronic goods in our day-to-day life. The disposal of e-waste directly into landfill without prior treatment poses a threat for ground water contamination. The present investigation is to find out the best way of safe disposal of electronic wastes. For this purpose, we used the data in the existing literature on various soil properties and a decision tree algorithm, which was applied to the respective soil factors and bifurcated to find out suitable soil type/ conditions for dumping e-waste in landfill. In bifurcation with parameters viz. pH, specific gravity, electric conductivity, organic matter, clayey/ silt percent and permeability, it is found that clayey soil is much preferred to dump the e-waste chemicals because leaching is less besides its metal retention capacity. The study also suggests a pre-treatment prior to disposal in landfill area may further reduce the environmental threat caused by the heavy metal leachates from e-wastes.

Keywords

E-waste, Landfill, Decision Tree Algorithm, Soils, Safe Disposal
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  • Envis Newsletter, (2008). Accessed from: http://envis.maharashtra.gov.in/envis_data/files/Ewastge neration_scenario.html on 20th june 2011.
  • Business Standard, (2011). Accessed from:http://www.business-standard.com/india/news /india-gets-first-e-waste-management-rules/438474/on 30th june 2011.
  • Cdr.pratik deshpande, (2008). 15th july, TCS e-waste management policy, accessed from http://www.tcs.com/about/corp_responsibility/Document s/tcs_sustainability_ewaste_policy.pdf on 1st july 2011.
  • Renewing E-waste, (2011). Accessed from: http://www.thehindu.com/opinion/editorial/article212950 5.ece. 30th June 2011.
  • News Release, (2010). Accessed from: http://www.hp.com/hpinfo/newsroom/press/2010/100211 b.html on 30th june 2011
  • Manu Sharma, (2008). E-waste Computer manufacturers join hands with Greenpeace Global environmental organization to help IT behemoths tackle e-waste menace in India, accessed from: http://www.goinggreen.co.in/Network-Repository/Feat ure/Computer-manufacturers-join-hands-with-Greenpea ce/141108112653/article.aspx on 15th july 2011.
  • TBC Recycler and Auctioneer, (2010). Accessed from: http://www.tbcrecycling.com/IT_Recycling_Overview.ht ml on 15 july 2011.
  • Nokia launches e-waste management initiative, (2008). Accessed from: http://www.livemint.com/2008/12/311 73330/Nokia-launches-ewaste-managem. html on 1st july 2011.
  • Texas Campaign for the Environment, (2011). Accessed from: http://www.texasenvironment.org/ewaste_dell.cfm on 16 july 2011.
  • Samsung introduces Samsung Take back and Recycle (STAR) Program in India, (2010). Accessed from:http://www.knowyourmobile.in/news/814852/sams ung_introduces_samsung_takeback_and_recycle_star_pr ogram_in_india.html on 20 july 2011.
  • Take-back and recycling, (2009). Accessed from : http://www.lg.com/global/sustainability/environment/tak e-back-recycling.jsp on 1st August 2009
  • Jagdish Hiray, (2008). Time-Series methods of forecasting, accessed from: http://businessmanagem ent.wordpress.com/2008/02/21/time-series-methods-of-fo recasting/ on 16 July 2011.
  • Chemicals present in a personal computer, (2011). accessed from: http://recycleoldcomputers.co.uk/page2 .html on 1st june 2011.
  • Greg kelton, (2008). Government Plans to ban E-waste at landfills ,accessed from: http://www.adelaidenow. com.au/news/south-australia/push-to-ban-e-waste/storye6frea83- 1111117968572
  • Electronic Industries Alliance, (2000). The Evaluation of Materials used in Personal Computers accessed from: http://www.oecd.org/dataoecd/44/46/2741576.pdf
  • Government plans to ban e-waste at landfill, (2008). Accessed from http://www.adelaidenow.com.au/ news/south-australia/push-to-ban-e-waste/story-e6frea83- 1111117968572.
  • Temminghoff EJM, Van Der Zee SAETM, De Haan FAM. (1997). Copper Mobility in a copper-contaminated sandy soil as affected by pH and solid and dissolved organic matter. Environ Sci Technol, 31, 1109-1115.
  • Wan zuhairi WY, Abdul Rahim Samsudin and Nurita Ridwan. (2008). The retention Characteristics of heavy metals in Natural Soils using Soil column Experiment India.
  • Mathava Kumar and Ligy Philip. (2005). Adsorption and desorption characteristics of hydrophobic pesticide endosulfan in four Indian soils.
  • Arno Kaschl, Volker Romheld and Yona Chen. (2001). The influence of soluble organic matter from municipal solid waste compost on trace metal leaching in calcareous soils Isreal.
  • Electrical conductivity of soils, (2011). Accessed from: http://www.ehow.com/about_6402059_electricalconductivity- soils.html on 1st August 2011.
  • Bruce S. (2010). Seychelles Incinerator Sustainability Preliminary Study. Accessed from: www.s4seychelles. com/uploads/6/1/6/7/.../incinerator.eia_s4s.pdf.
  • Andeen W. Fentiman, Matthew E. Jorat, and Ronald J. Veley. What disposal methods are being considered for low-level radiowaste?,accessed from : http://ohioline.osu. edu/rer-fact/rer_42.html on 23rd October 2011.
  • P.K Narayanan, (2011). Near Surface disposal of Radioactive waste accessed from wwwpub. iaea.org/MTCD/publications/PDF/P073_scr.pdf on 16 th October 2011.
  • ScienceDaily, (2011). Accessed from www.sciencedaily .com/releases/2010/02/100222081911.htm on 22nd february 2011.
  • Ruth David, (2008). India Computer Sales; it’s getting personal. Accessed from http://www.forbes.com/ 2008/02/27/india-computer-sales-markets-equitycx_ rd_0227markets04.html on 18th October 2011.
  • Diwaskar Chettri, (2010). IDC: PC Sales in India Fall 10.25% QoQ To 1.97M accessed from http://www.medianama.com/2010/02/223-idc-pc-salesin- india-fall-10-25-qoq-to-1-97m/on 18th October 2011.
  • Amit Jain, (2006). 3R South Asia Expert, accessed from: http://www.iges.or.jp/en/ltp/pdf/activity08/19_jain.pdf on 25th june 2011.
  • Arno Kaschl, Volker Romheld and Yona Chen. (2001). The influence of soluble organic matter from municipal solid waste compost on trace metal leaching in calcareous soils Isreal.
  • Larwik Engineering Consultant, (2011). Accessed from: http://www.larvik.co.in/materialflow-analysis.html
  • Ruiz-Labrador B, Coz A, Cifrián E, Galán B and Andrés A. (2011). Management of hazardous waste on sustainable landfills: Influence of the compaction of stabilised/solidified metallic waste on the leaching characteristics. Accessed from: http://www.iswa.org/ uploads/tx_iswaknowledgebase/20-259paper_long.pdf

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  • Application of Decision Tree Algorithm in E-waste Land Filling

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Authors

Saranya Mohanbaba
Ramco Systems, Adyar, Chennai-600 020, India
V. Shanthi
Department of Economics, Chellammal women’s College, Guindy, Chennai-600032, India
Subhashini Mohanbaba
State key Laboratory of Reproductive Biology, institute of Zoology, Chinese Academy of Sciences, Beijing 100101, China

Abstract


E-waste is the fastest growing source of municipal waste on earth. The 21st century witnesses novel environmental challenges due to the advent of electronic goods in our day-to-day life. The disposal of e-waste directly into landfill without prior treatment poses a threat for ground water contamination. The present investigation is to find out the best way of safe disposal of electronic wastes. For this purpose, we used the data in the existing literature on various soil properties and a decision tree algorithm, which was applied to the respective soil factors and bifurcated to find out suitable soil type/ conditions for dumping e-waste in landfill. In bifurcation with parameters viz. pH, specific gravity, electric conductivity, organic matter, clayey/ silt percent and permeability, it is found that clayey soil is much preferred to dump the e-waste chemicals because leaching is less besides its metal retention capacity. The study also suggests a pre-treatment prior to disposal in landfill area may further reduce the environmental threat caused by the heavy metal leachates from e-wastes.

Keywords


E-waste, Landfill, Decision Tree Algorithm, Soils, Safe Disposal

References