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Analysis and forecasting of municipal solid waste in Nankana City using geo-spatial techniques

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Abstract

The objective of this study was to analyze and forecast municipal solid waste (MSW) in Nankana City (NC), District Nankana, Province of Punjab, Pakistan. The study is based on primary data acquired through a questionnaire, Global Positioning System (GPS), and direct waste sampling and analysis. Inverse distance weighting (IDW) technique was applied to geo-visualize the spatial trend of MSW generation. Analysis revealed that the total MSW generated was 12,419,636 kg/annum (12,419.64 t) or 34,026.4 kg/day (34.03 t), or 0.46 kg/capita/day (kg/cap/day). The average wastes generated per day by studied households, clinics, hospitals, and hotels were 3, 7.5, 20, and 15 kg, respectively. The residential sector was the top producer with 95.5% (32,511 kg/day) followed by commercial sector 1.9% (665 kg/day). On average, high-income and low-income households were generating waste of 4.2 kg/household/day (kg/hh/day) and 1.7 kg/hh/day, respectively. Similarly, large-size families were generating more (4.4 kg/hh/day) waste than small-size families (1.8 kg/hh/day). The physical constituents of MSW generated in the study area with a population of about 70,000 included paper (7%); compostable matter (61%); plastics (9%); fine earth, ashes, ceramics, and stones (20.4%); and others (2.6%).The spatial trend of MSW generation varies; city center has a high rate of generation and towards periphery generation lowers. Based on the current population growth and MSW generation rate, NC is expected to generate 2.8 times more waste by the year 2050.This is imperative to develop a proper solid waste management plan to reduce the risk of environmental degradation and protect human health. This study provides insights into MSW generation rate, physical composition, and forecasting which are vital in its management strategies.

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References

  • Alam, A. K. M. M., Saha, S. K., Rahman, M. M. S., Ahmed, M. F., Tanveer, S. A., & Badruzzaman, A. B. M. (2002). Aspects of solid waste management—a case study at Nirala residential area, Khulna. Bangladesh Environment. Bangladesh PoribeshAndolon (BAPA), Dhaka-1207, Bangladesh, 698–711.

  • Ali, S. M., Pervaiz, A., Afzal, B., Hamid, N., & Yasmin, A. (2014). Open dumping of municipal solid waste and its hazardous impacts on soil and vegetation diversity at waste dumping sites of Islamabad city. Journal of King Saud University-Science, 26(1), 59–65.

    Article  Google Scholar 

  • Al-Khatib, I. A., Monou, M., Zahra, A. S. F. A., Shaheen, H. Q., & Kassinos, D. (2010). Solid waste characterization, quantification and management practices in developing countries: a case study: Nablus district–Palestine. Journal of Environmental Management, 91(5), 1131–1138.

    Article  CAS  Google Scholar 

  • Al-Salem, S. M., Lettieri, P., & Baeyens, J. (2009). Recycling and recovery routes of plastic solid waste (PSW): a review. Waste Management, 29(10), 2625–2643.

    Article  CAS  Google Scholar 

  • Altaf, M. A., & Deshazo, J. R. (1996). Household demand for improved solid waste management: a case study of Gujranwala, Pakistan. World Development, 24(5), 857–868.

    Article  Google Scholar 

  • Aracil, C., Haro, P., Giuntoli, J., & Ollero, P. (2017). Proving the climate benefit in the production of biofuels from municipal solid waste refuse in Europe. Journal of Cleaner Production, 142, 2887–2900.

    Article  CAS  Google Scholar 

  • Ashalakshmi, K. S., & Arunachalam, P. (2010). Solid waste management: a case study of Arppukara Grama Panchayat of Kottayam District, Kerala (India). Journal of Global Economy, 6(1), 33.

    Google Scholar 

  • Asim, M., Batool, S. A., & Chaudhry, M. N. (2012). Scavengers and their role in the recycling of waste in Southwestern Lahore. Resources, Conservation and Recycling, 58, 152–162.

    Article  Google Scholar 

  • Batinić, B., Vukmirović, S., Vujić, G., Stanisavljević, N., Ubavin, D., & Vukmirović, G. (2011). Using ANN model to determine future waste characteristics in order to achieve specific waste management targets-case study of Serbia.

  • Batool, S. A., & Chuadhry, M. N. (2009a). The impact of municipal solid waste treatment methods on greenhouse gas emissions in Lahore, Pakistan. Waste Management, 29(1), 63–69.

    Article  CAS  Google Scholar 

  • Batool, S. A., & Chuadhry, M. (2009b). Municipal solid waste management in Lahore city district, Pakistan. Waste Management, 29(6), 1971–1981.

    Article  Google Scholar 

  • Batool, S. A., Chaudhry, N., & Majeed, K. (2008). Economic potential of recycling business in Lahore, Pakistan. Waste Management, 28(2), 294–298.

    Article  Google Scholar 

  • Beede, D. N., & Bloom, D. E. (1995). The economics of municipal solid waste. The World Bank Research Observer, 10(2), 113–150.

    Article  Google Scholar 

  • Bruvoll, A., & Ibenholt, K. (1997). Future waste generation forecasts on the basis of a macroeconomic model. Resources, Conservation and Recycling, 19(2), 137–149.

    Article  Google Scholar 

  • Budi, S., Suliasih, B. A., Othman, M. S., Heng, L. Y., & Surif, S. (2016). Toxicity identification evaluation of landfill leachate using fish, prawn and seed plant. Waste Management, 55, 231–237.

    Article  CAS  Google Scholar 

  • Buenrostro, O., & Bocco, G. (2003). Solid waste management in municipalities in Mexico: goals and perspectives. Resources, Conservation and Recycling, 39(3), 251–263.

    Article  Google Scholar 

  • Bufoni, A. L., Oliveira, L. B., & Rosa, L. P. (2015). The financial attractiveness assessment of large waste management projects registered as clean development mechanism. Waste Management, 43, 497–508.

    Article  Google Scholar 

  • Chen, Y. C. (2016). Potential for energy recovery and greenhouse gas mitigation from municipal solid waste using a waste-to-material approach. Waste Management, 58, 408–414.

    Article  CAS  Google Scholar 

  • Chen, Y. C., & Lo, S. L. (2016). Evaluation of greenhouse gas emissions for several municipal solid waste management strategies. Journal of Cleaner Production, 113, 606–612.

    Article  CAS  Google Scholar 

  • Chen, M. C., Ruijs, A., & Wesseler, J. (2005). Solid waste management on small islands: the case of Green Island, Taiwan. Resources, Conservation and Recycling, 45(1), 31–47.

    Article  Google Scholar 

  • Chiemchaisri, C., Juanga, J. P., & Visvanathan, C. (2007). Municipal solid waste management in Thailand and disposal emission inventory. Environmental Monitoring and Assessment, 135(1), 13–20.

    Article  CAS  Google Scholar 

  • Christiansen, K. M., & Fischer, C. (1999). Baseline projections of selected waste streams. Copenhagen: Development of Methodology, European Environment Agency.

    Google Scholar 

  • Çuci, O., Meta, A., Sallaku, F., & Shkurti, R. (2016). Current situation of the solid waste management in Gjirokastra Region: problems and challenges for the future. Albanian Journal of Agricultural Sciences, 15(1).

  • Delgado, O. B., Ojeda-Benítez, S., & Márquez-Benavides, L. (2007). Comparative analysis of hazardous household waste in two Mexican regions. Waste Management, 27(6), 792–801.

    Article  Google Scholar 

  • Douglas, I., & James, P. (2015). Urban ecology: an introduction. New York: Routledge Taylor and Francis Group.

    Google Scholar 

  • Erkut, E., Karagiannidis, A., Perkoulidis, G., & Tjandra, S. A. (2008). A multicriteria facility location model for municipal solid waste management in North Greece. European Journal of Operational Research, 187(3), 1402–1421.

    Article  Google Scholar 

  • Fernández-González, J. M., Grindlay, A. L., Serrano-Bernardo, F., Rodríguez-Rojas, M. I., & Zamorano, M. (2017). Economic and environmental review of waste-to-energy systems for municipal solid waste management in medium and small municipalities. Waste Management, 67, 360–374.

    Article  Google Scholar 

  • Fiorucci, P., Minciardi, R., Robba, M., & Sacile, R. (2003). Solid waste management in urban areas: development and application of a decision support system. Resources, Conservation and Recycling, 37(4), 301–328.

    Article  Google Scholar 

  • Gomez, G., Meneses, M., Ballinas, L., & Castells, F. (2008). Characterization of urban solid waste in Chihuahua, Mexico. Waste Management, 28(12), 2465–2471.

    Article  Google Scholar 

  • Government of Pakistan (GoP). (2000). District Census Report of Sheikhupura, population census organization. In Islamabad.

    Google Scholar 

  • Guerrero, L. A., Maas, G., & Hogland, W. (2013). Solid waste management challenges for cities in developing countries. Waste Management, 33(1), 220–232.

    Article  Google Scholar 

  • Gunaseelan, V. N. (2004). Biochemical methane potential of fruits and vegetable solid waste feedstocks. Biomass and Bioenergy, 26(4), 389–399.

    Article  CAS  Google Scholar 

  • Hasson, R., Leiman, A., & Visser, M. (2007). The economics of plastic bag legislation in South Africa. South African Journal of Economics, 75(1), 66–83.

    Article  Google Scholar 

  • Hazra, T., & Goel, S. (2009). Solid waste management in Kolkata, India: practices and challenges. Waste Management, 29(1), 470–478.

    Article  Google Scholar 

  • Intharathirat, R., Salam, P. A., Kumar, S., & Untong, A. (2015). Forecasting of municipal solid waste quantity in a developing country using multivariate grey models. Waste Management, 39, 3–14.

    Article  Google Scholar 

  • Jadoon, A., Batool, S. A., & Chaudhry, M. N. (2014). Assessment of factors affecting household solid waste generation and its composition in Gulberg Town, Lahore, Pakistan. The Journal of Material Cycles and Waste Management, 16(1), 73–81.

    Article  CAS  Google Scholar 

  • Karak, T., Bhagat, R. M., & Bhattacharyya, P. (2012). Municipal solid waste generation, composition, and management: the world scenario. Critical Reviews in Environmental Science and Technology, 42(15), 1509–1630.

    Article  CAS  Google Scholar 

  • Kaseva, M. E., & Mbuligwe, S. E. (2005). Appraisal of solid waste collection following private sector involvement in Dar es Salaam city, Tanzania. Habitat International, 29(2), 353–366.

    Article  Google Scholar 

  • Khan, D., Kumar, A., & Samadder, S. R. (2016). Impact of socioeconomic status on municipal solid waste generation rate. Waste Management, 49, 15–25.

    Article  CAS  Google Scholar 

  • Korai, M. S., Mahar, R. B., & Uqaili, M. A. (2016). Optimization of waste to energy routes through biochemical and thermochemical treatment options of municipal solid waste in Hyderabad, Pakistan. Energy Conversion and Management, 124, 333–343.

    Article  CAS  Google Scholar 

  • Korai, M. S., Mahar, R. B., & Uqaili, M. A. (2017). The feasibility of municipal solid waste for energy generation and its existing management practices in Pakistan. Renewable and Sustainable Energy Reviews, 72, 338–353.

    Article  CAS  Google Scholar 

  • Kuniyal, J. C., Jain, A. P., & Shannigrahi, A. S. (2003). Solid waste management in Indian Himalayan tourists’ treks: a case study in and around the Valley of Flowers and Hemkund Sahib. Waste Management, 23(9), 807–816.

    Article  Google Scholar 

  • Lino, F. A. M., & Ismail, K. A. R. (2012). Analysis of the potential of municipal solid waste in Brazil. Environmental Development, 4, 105–113.

    Article  Google Scholar 

  • LWMC (2014). Working paper construction of landfill site at Lakhodair. Lahore Waste Management Copmpany. January 15. Accessed November 11 http://www.lwmc.com.pk/uploads/WORKING%20PAPER%20CONSTRUCTION%20OF%20ANDFILL%20SITE%20AT%20LAKHODAIR.pdf.

  • Mahar, A., Malik, R. N., Qadir, A., Ahmed, T., Khan, Z., & Khan, M. A. (2007) Review and analysis of current solid waste management situation in urban areas of Pakistan. Proceedings of the International Conference on Sustainable Solid Waste Management (Vol. 8), 36, 34–41.

  • Maiti, S. K., De, S., Hazra, T., Debsarkar, A., & Dutta, A. (2016). Characterization of leachate and its impact on surface and groundwater quality of a closed dumpsite—a case study at Dhapa, Kolkata, India. Procedia Environmental Sciences, 35, 391–399.

    Article  CAS  Google Scholar 

  • Marshall, R. E., & Farahbakhsh, K. (2013). Systems approaches to integrated solid waste management in developing countries. Waste Management, 33(4), 988–1003.

    Article  Google Scholar 

  • Masood, M., Barlow, C. Y., & Wilson, D. C. (2014). An assessment of the current municipal solid waste management system in Lahore, Pakistan. Waste Management & Research, 32(9), 834–847.

    Article  Google Scholar 

  • Mbuligwe, S. E. (2002). Institutional solid waste management practices in developing countries: a case study of three academic institutions in Tanzania. Resources, Conservation and Recycling, 35(3), 131–146.

    Article  Google Scholar 

  • Miezah, K., Obiri-Danso, K., Kádár, Z., Fei-Baffoe, B., & Mensah, M. Y. (2015). Municipal solid waste characterization and quantification as a measure towards effective waste management in Ghana. Waste Management, 46, 15–27.

    Article  Google Scholar 

  • Moghadam, M. A., Mokhtarani, N., & Mokhtarani, B. (2009). Municipal solid waste management in Rasht City, Iran. Waste Management, 29(1), 485–489.

    Article  Google Scholar 

  • Muttalib, O. A., & Mohammed Mozaffar Hossain, A. (2016). Quantification and physical composition of household municipal solid waste and people’s attitudes towards its final disposal—Chuadanga Municipality, Khulna. Global Journal of Research In Engineering, 16(1).

  • Nabegu, A. B. (2010). An analysis of municipal solid waste in Kano metropolis, Nigeria. Journal of Human Ecology, 31(2), 111–119.

    Article  Google Scholar 

  • Nagabooshnam, J. K. (2011). Solid waste generation and composition in Gaborone, Botswana. Potential for resource recovery: Linköping University.

    Google Scholar 

  • Ogwueleka, T. C. (2013). Survey of household waste composition and quantities in Abuja, Nigeria. Resources, Conservation and Recycling, 77, 52–60.

    Article  Google Scholar 

  • Okot-Okumu, J., & Nyenje, R. (2011). Municipal solid waste management under decentralisation in Uganda. Habitat International, 35(4), 537–543.

    Article  Google Scholar 

  • Pires, A., Martinho, G., & Chang, N. B. (2011). Solid waste management in European countries: a review of systems analysis techniques. Journal of Environmental Management, 92(4), 1033–1050.

    Article  Google Scholar 

  • PMDFC. (2013). Situation analysis report for Integrated Solid Waste Management (ISWM). Nankana Sahib: Government of the Punjab.

    Google Scholar 

  • Rajaeifar, M. A., Ghanavati, H., Dashti, B. B., Heijungs, R., Aghbashlo, M., & Tabatabaei, M. (2017). Electricity generation and GHG emission reduction potentials through different municipal solid waste management technologies: a comparative review. Renewable and Sustainable Energy Reviews, 79, 414–439.

    Article  Google Scholar 

  • Rao, K. J., & Shantaram, M. V. (1995). Effect of urban solid wastes application on concentration on micronutrients and heavy metals in soil and maize plant parts. Indian Journal of Environmental Protection, 15(3), 201–209.

    Google Scholar 

  • Rimaitytė, I., Ruzgas, T., Denafas, G., Račys, V., & Martuzevicius, D. (2012). Application and evaluation of forecasting methods for municipal solid waste generation in an eastern-European city. Waste Management & Research, 30(1), 89–98.

    Article  Google Scholar 

  • Sha’Ato, R., Aboho, S. Y., Oketunde, F. O., Eneji, I. S., Unazi, G., & Agwa, S. (2007). Survey of solid waste generation and composition in a rapidly growing urban area in Central Nigeria. Waste Management., 27, 352–358.

    Article  Google Scholar 

  • Sharma, P. (2012). Studies on solid waste generation, composition and disposal within Kathua Town. University of Jammu, Jammu: Doctoral dissertation.

    Google Scholar 

  • Singh, R. P., Singh, P., Araujo, A. S., Ibrahim, M. H., & Sulaiman, O. (2011). Management of urban solid waste: vermi composting a sustainable option. Resources, Conservation and Recycling, 55(7), 719–729.

    Article  Google Scholar 

  • Sujauddin, M., Huda, S. M. S., & Hoque, A. R. (2008). Household solid waste characteristics and management in Chittagong, Bangladesh. Waste Management, 28(9), 1688–1695.

    Article  CAS  Google Scholar 

  • Suocheng, D., Tong, K. W., & Yuping, W. (2001). Municipal solid waste management in China: using commercial management to solve a growing problem. Utilities Policy, 10, 7.

    Article  Google Scholar 

  • Suthar, S., & Singh, P. (2015). Household solid waste generation and composition in different family size and socio-economic groups: a case study. Sustainable Cities and Society, 14, 56–63.

    Article  Google Scholar 

  • Tan, S. T., Ho, W. S., Hashim, H., Lee, C. T., Taib, M. R., & Ho, C. S. (2015). Energy, economic and environmental (3E) analysis of waste-to-energy (WTE) strategies for municipal solid waste (MSW) management in Malaysia. Energy Conversion and Management, 102, 111–120.

    Article  Google Scholar 

  • Tarmudi, Z., Abdullah, M. L., Tap, M., & Osman, A. (2009). An overview of municipal solid wastes generation in Malaysia. JurnalTeknologi, 51(F), 1–15.

    Google Scholar 

  • Trang, P. T. T., Dong, H. Q., Toan, D. Q., Hanh, N. T. X., & Thu, N. T. (2017). The effects of socio-economic factors on household solid waste generation and composition: a case study in Thu Dau Mot, Vietnam. Energy Procedia, 107, 253–258.

    Article  Google Scholar 

  • Troschinetz, A. M., & Mihelcic, J. R. (2009). Sustainable recycling of municipal solid waste in developing countries. Waste Management, 29(2), 915–923.

    Article  CAS  Google Scholar 

  • Valkenburg, C., Gerber, M. A., Walton, C. W., Jones, S. B., Thompson, B. L., & Stevens, D. J. (2008). Municipal solid waste (MSW) to liquid fuels synthesis, volume 1: availability of feedstock and technology. Richland): Pacific Northwest National Laboratory.

    Book  Google Scholar 

  • Vij, D. (2012). Urbanization and solid waste management in India: present practices and future challenges. Procedia-Social and Behavioral Sciences, 37, 437–447.

    Article  Google Scholar 

  • Younes, M. K., Nopiah, Z. M., Basri, N. A., Basri, H., Abushammala, M. F., & Maulud, K. N. A. (2015). Prediction of municipal solid waste generation using nonlinear autoregressive network. Environmental Monitoring and Assessment, 187(12), 753.

    Article  Google Scholar 

  • Yousuf, T. B., & Rahman, M. (2007). Monitoring quantity and characteristics of municipal solid waste in Dhaka City. Environmental Monitoring and Assessment, 135(1), 3–11.

    Article  Google Scholar 

  • Zhang, R., El-Mashad, H. M., Hartman, K., Wang, F., Liu, G., Choate, C., & Gamble, P. (2007). Characterization of food waste as feedstock for anaerobic digestion. Bioresource Technology, 98(4), 929–935.

    Article  CAS  Google Scholar 

  • Zhang, D. Q., Tan, S. K., & Gersberg, R. M. (2010). Municipal solid waste management in China: status, problems and challenges. Journal of Environmental Management, 91(8), 1623–1633.

    Article  CAS  Google Scholar 

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Table 4 Municipal solid wastes generation rate by various surveyed sectors

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Mahmood, S., Sharif, F., Rahman, Au. et al. Analysis and forecasting of municipal solid waste in Nankana City using geo-spatial techniques. Environ Monit Assess 190, 275 (2018). https://doi.org/10.1007/s10661-018-6631-5

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