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32 pages, 1460 KiB  
Article
Evaluating Recycling Initiatives for Landfill Diversion in Developing Economies Using Integrated Machine Learning Techniques
by Muyiwa Lawrence Adedara, Ridwan Taiwo, Olusola Olaitan Ayeleru and Hans-Rudolf Bork
Recycling 2025, 10(3), 100; https://doi.org/10.3390/recycling10030100 - 19 May 2025
Cited by 1 | Viewed by 895
Abstract
This study investigates the effectiveness of the Lagos Recycle Initiative (LRI) on landfill diversion (LFD) in Lagos, Nigeria, where evidence-based assessments of such initiatives are lacking. It evaluates the recycling diversion rate (RDR) of household recyclables (HSRs) across local government areas using field [...] Read more.
This study investigates the effectiveness of the Lagos Recycle Initiative (LRI) on landfill diversion (LFD) in Lagos, Nigeria, where evidence-based assessments of such initiatives are lacking. It evaluates the recycling diversion rate (RDR) of household recyclables (HSRs) across local government areas using field surveys and population data. Machine learning algorithms (logistic regression, random forest, XGBoost, and CatBoost) refined with Bayesian optimisation were employed to predict household recycling motivation. The findings reveal a low RDR of 0.37%, indicating that only approximately 2.47% (31,554.25 metric tonnes) of recyclables are recovered annually compared to a targeted 50% (638,750 metric tonnes). The optimised CatBoost model (accuracy and F1 score of 0.79) identified collection time and the absence of overflowing HSR bins as key motivators for household recycling via the SHapley Additive exPlanations (SHAP) framework. This study concludes that current LRI efforts are insufficient to meet recycling targets. It recommends expanding recovery efforts and addressing operational challenges faced by registered recyclers to improve recycling outcomes. The policy implications of this study suggest the need for stricter enforcement of recycling regulations, coupled with targeted financial incentives for both recyclers and households to boost recycling participation, thereby enhancing the overall effectiveness of waste diversion efforts under the LRI. This research provides a benchmark for assessing urban recycling initiatives (RIs) in rapidly growing African cities. Full article
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21 pages, 4147 KiB  
Article
Formulation of Urban Growth Scenarios for Middle-Sized Cities Towards Metropolization: The Case of Puerto Montt, Los Lagos Region
by Mauricio Morales, Francisco Maturana, Severino Escolano and Fernando Peña-Cortés
Urban Sci. 2025, 9(5), 165; https://doi.org/10.3390/urbansci9050165 - 12 May 2025
Viewed by 930
Abstract
This study models changes in land cover and land use in the intermediate city of Puerto Montt, Chile, up to 2050. Three distinct time periods—1988, 2005, and 2020—were used to examine Puerto Montt’s urban growth during these years. These periods were described using [...] Read more.
This study models changes in land cover and land use in the intermediate city of Puerto Montt, Chile, up to 2050. Three distinct time periods—1988, 2005, and 2020—were used to examine Puerto Montt’s urban growth during these years. These periods were described using the Local Climate Zones (LCZ) technique. Urban growth scenarios were simulated using the Patch-generating Land Use Simulation (PLUS) model. Using Machine Learning (ML) techniques, this model has been widely utilized to explain how urban growth patterns have evolved based on the dynamics that drive changes in land use and land cover. Three scenarios were developed for this study: Business-As-Usual (BAU) (S1), Urban-Regional Planning (S2), and Conservationist (S3). According to the findings, Puerto Montt is predicted to undergo morphological changes by 2050, shifting from rural areas primarily composed of woods and agricultural land to open, low-density, low-rise areas outside the municipal limits set by the Communal Regulatory Plans. According to this study, Puerto Montt’s relative entropy level was high, ranging from 0.87 to 0.96, with a maximum value of 1.00 by 2050. These findings are anticipated to provide planners and decision-makers with further knowledge on the territorial design of upcoming urban areas. Full article
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18 pages, 613 KiB  
Article
Multilingual Singing in Nigeria: Examining Roles, Meaning, and Function in Wazobia Gospel Music
by Adekunle Oyeniyi
Religions 2025, 16(1), 4; https://doi.org/10.3390/rel16010004 - 24 Dec 2024
Viewed by 1790
Abstract
This article presents an introductory historical, sociolinguistic, and ethnographic study of “Wazobia gospel music”, a twenty-first-century Nigerian congregational musical genre. The term ‘Wazobia’ signifies a fusion of the three regionally recognized local languages in Nigeria: Wa (Yorùbá), Zo (Hausa), and Bia (Igbo)—words that [...] Read more.
This article presents an introductory historical, sociolinguistic, and ethnographic study of “Wazobia gospel music”, a twenty-first-century Nigerian congregational musical genre. The term ‘Wazobia’ signifies a fusion of the three regionally recognized local languages in Nigeria: Wa (Yorùbá), Zo (Hausa), and Bia (Igbo)—words that mean ‘come’ in the respective languages. In the Nigerian context, the Wazobia concept could also symbolize the inclusion of more than one ethnicity or language. By dissecting three multilingual Nigerian congregational songs, I unveil the diverse perceptions of Wazobia gospel music and the associations of the musical genre in line with the influencing agencies, text, and performance practices. Furthermore, I provide a detailed description and analysis of the textual and sonic contents of Wazobia gospel music, emphasizing its roles, meanings, and functions in the Lagos congregations context. I argue that Wazobia gospel music—multilingual singing in Nigerian churches—embodies multilayered roles in negotiating identity and creating hospitality. The complexity of studying congregational singing in cosmopolitan cities (like Lagos, Nigeria) due to multiple ethnolinguistic and musical expressions within local and transnational links is also addressed. To tackle this complexity, this article adopts an interdisciplinary approach, combining historical research, oral history, and hybrid ethnography. This approach ensures a thorough and in-depth understanding of Wazobia gospel music, a topic of significant importance in the study of Nigerian music, linguistics, and cultural studies. By employing frameworks of musical localization and signification, I incorporate the results of my ethnographic studies of three Protestant churches in Lagos, Nigeria, to illustrate Wazobia gospel music’s continued importance. The article conceptualizes multilingual singing and offers fresh perspectives on studying Nigerian Christian congregational music in the twenty-first century. Full article
(This article belongs to the Special Issue Multilingualism in Religious Musical Practice)
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14 pages, 1306 KiB  
Article
Beyond the Rising Tide: Towards Effective Climate Policy in Coastal Urban Centers
by Elaine Aparecida Rodrigues, Amanda Rodrigues de Carvalho, Maurício Lamano Ferreira, Rodrigo Antonio Braga Moraes Victor, Edgar Fernando de Luca, Gustavo Casoni da Rocha, Beatriz Rodrigues de Carvalho, José Oscar Wilian Vega Bustillos, Marcelo Gomes Sodré, Maria Cecília Oliveira, Bernardo Jurema and Delvonei Alves de Andrade
Land 2024, 13(12), 2071; https://doi.org/10.3390/land13122071 - 2 Dec 2024
Cited by 1 | Viewed by 1446
Abstract
As urban areas expand rapidly, understanding the complex interactions between human migration, climate change impacts, and biodiversity loss is crucial for effective climate policy. However, comprehensive knowledge of the simultaneous interaction of these aspects is still scarce. Thus, this paper proposes the classification [...] Read more.
As urban areas expand rapidly, understanding the complex interactions between human migration, climate change impacts, and biodiversity loss is crucial for effective climate policy. However, comprehensive knowledge of the simultaneous interaction of these aspects is still scarce. Thus, this paper proposes the classification of ‘Climate Emergency Coastal Cities’, with the categorization of 43 cities into four levels according to their vulnerability (extreme, very high, high, and critical). Our study contributes to evidence-based climate policy and supports efficient resource allocation and interventions for the most vulnerable coastal cities. Highly anthropogenic megacities were ranked as the most sensitive to climate emergencies (Lagos, Nigeria; Jakarta, Indonesia; Los Angeles and Houston, USA; and Hong Kong and Shenzhen, China). It is noteworthy that in countries from both the Global North and South, the entry of new populations is a critical issue, and represents a threat to urban structures and biodiversity; however, in territories with fragile economies and numerous governance challenges, the required structure is still more challenging. The study concludes that integrated urban planning policies are crucial, considering various perspectives and coordinated actions. Policies should address marginalized urban groups and include migrants, and promote human well-being, ecosystem recovery, and climate mitigation, for effective adaptation. Full article
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20 pages, 324 KiB  
Article
Climate Change Mitigation Perspectives from Sub-Saharan Africa: The Technical Pathways to Deep Decarbonization at the City Level
by Bayode Akomolafe, Amelia Clarke and Raphael Ayambire
Atmosphere 2024, 15(10), 1190; https://doi.org/10.3390/atmos15101190 - 4 Oct 2024
Cited by 4 | Viewed by 4896
Abstract
The complex and multidimensional effect of climate change, coupled with low socioeconomic development, in Sub-Saharan Africa (SSA) makes the region vulnerable to the changing climate and threatens its inhabitants’ survival, livelihood, and health. Subnational actions have been widely acclaimed as effective in combatting [...] Read more.
The complex and multidimensional effect of climate change, coupled with low socioeconomic development, in Sub-Saharan Africa (SSA) makes the region vulnerable to the changing climate and threatens its inhabitants’ survival, livelihood, and health. Subnational actions have been widely acclaimed as effective in combatting climate change. Local governments in SSA have been developing and implementing climate action plans to reduce greenhouse gas (GHG) emissions. In this article, we qualitatively assessed climate change mitigation technical pathways at the city level by studying four major African megacities’ climate plans and actions. The cities studied are Accra, Ghana; Addis Ababa, Ethiopia; Lagos, Nigeria; and Nairobi, Kenya. This study provides insight into the novel and innovative policy design and instrumentation options to sustainably address climate change mitigation in SSA. With the past literature focusing on climate adaptation for the Global South, this study shows leading context-specific efforts in climate change mitigation that simultaneously address local sustainable development needs. Our assessment identified the prioritized technical pathways for climate change mitigation in the selected cities, as well as innovative techniques and areas for improvement. Given that it also identifies emerging best practices, this study’s findings can be helpful to local governments and practitioners pursuing local deep decarbonization and international organizations supporting these programs. Full article
26 pages, 1568 KiB  
Perspective
Exploring Adaptation Strategies to Mitigate Climate Threats to Transportation Infrastructure in Nigeria: Lagos City, as a Case Study
by Wesam H. Beitelmal, Samuel Chukwujindu Nwokolo, Edson L. Meyer and Chinedu Christian Ahia
Climate 2024, 12(8), 117; https://doi.org/10.3390/cli12080117 - 8 Aug 2024
Cited by 7 | Viewed by 4367
Abstract
This study aims to explore innovative adaptation strategies that can effectively mitigate the climate threats faced by transportation infrastructure in Lagos, Nigeria. The study highlights the urgent need for innovative approaches to address the challenges posed by climate change to transportation systems. By [...] Read more.
This study aims to explore innovative adaptation strategies that can effectively mitigate the climate threats faced by transportation infrastructure in Lagos, Nigeria. The study highlights the urgent need for innovative approaches to address the challenges posed by climate change to transportation systems. By analyzing the current vulnerabilities and potential impacts of climate change on transportation infrastructure, the authors identify and propose four current challenges facing transportation infrastructure as a result of climate change. These threats include the impact of rising sea levels on coastal roads and bridges, the vulnerability of inland transportation systems to extreme weather events such as floods and heavy rainfall, the potential disruption of transportation networks as storms become more frequent and intense, and the implications of temperature changes on road surfaces and their structural integrity. The study also identified and proposed ten potential adaptation measures that can enhance the resilience of transportation systems in Lagos, Nigeria. The adaptive measures ranged from increasing the resilience of road networks through the implementation of proper drainage systems and slope stabilization measures to forming partnerships with private sector companies to promote sustainable practices and the development of green transportation initiatives. To facilitate these adaptive measures, the authors used them to develop various policy frameworks for transportation resilience in Lagos, Nigeria. These policy frameworks aimed to provide guidelines and regulations for the implementation of adaptive measures, ensuring their effective integration into the transportation system. The authors emphasized the importance of stakeholder engagement and public participation in decision-making processes to foster a sense of ownership and collective responsibility towards building resilient transportation systems. By adapting to these measures, Lagos, Nigeria, can enhance its ability to withstand and recover from transportation disruptions caused by various hazards, such as extreme weather events, infrastructure failures, or security threats. Full article
(This article belongs to the Special Issue Climate Change and Transport)
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15 pages, 789 KiB  
Article
The Disenfranchisement of Practitioners and the Public Sector in Innovative Urban Farming in Sub-Saharan Africa: Insights from Nigeria
by Emmanuel O. Benjamin, Abiola Adegoke and Gertrud R. Buchenrieder
Land 2024, 13(7), 963; https://doi.org/10.3390/land13070963 - 1 Jul 2024
Cited by 1 | Viewed by 1619
Abstract
Innovative urban farming is crucial for enhancing food security, nutrition, livelihood resilience, and environmental sustainability in Sub-Saharan African cities. However, agricultural policies and extension services often overlook urban contexts, presumably due to resource constraints. Yet, to improve productivity, understanding the challenges and opportunities [...] Read more.
Innovative urban farming is crucial for enhancing food security, nutrition, livelihood resilience, and environmental sustainability in Sub-Saharan African cities. However, agricultural policies and extension services often overlook urban contexts, presumably due to resource constraints. Yet, to improve productivity, understanding the challenges and opportunities of innovative urban farming is essential. Exploratory qualitative research, including focus group discussions, was conducted in, Lagos, Nigeria, to gather insights from stakeholders. The analysis, using mind maps and a consensus index, compared the perspectives of private urban farmers and public sector representatives. The urban farmers recognize the potential of circular agri-food technologies, like hydroponics, aquaponics, recirculating aquaculture systems (RAS), drip irrigation, sack farming, and waste upcycling, to boost productivity. However, the urban farmers perceive a lack of public sector support for these innovations. The public sector representatives see the problem as urban farmers’ behavioral and educational shortcomings, particularly their lack of coordination and commitment to adopting innovations. These differing views highlight the complex dynamics between urban farmers and local agricultural policymakers. This study emphasizes the need for structural changes and local-level stakeholder dialogues for developing effective urban farming policies in Sub-Saharan Africa. Full article
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22 pages, 5227 KiB  
Article
Exploring Spatio-Temporal Pattern of Gentrification Processes in Intracity Slums in the Lagos Megacity
by Olabisi S. Obaitor, Marion Stellmes and Tobia Lakes
Geographies 2024, 4(2), 231-252; https://doi.org/10.3390/geographies4020015 - 2 Apr 2024
Cited by 2 | Viewed by 3362
Abstract
There have been increasing calls in gentrification studies to examine the geography of gentrification in slums, as little is known about the patterns and processes of slum gentrification, especially in sub-Saharan African cities where slums house over 50% of the urban population. This [...] Read more.
There have been increasing calls in gentrification studies to examine the geography of gentrification in slums, as little is known about the patterns and processes of slum gentrification, especially in sub-Saharan African cities where slums house over 50% of the urban population. This study explored the spatiotemporal changes in slums in Lagos, Nigeria, between 1984 and 20 on the pattern and drivers of gentrification. Data were collected from 42 slums in Lagos through remote sensing (1984–2020) and a field survey (2020–2021). The study integrated geospatial analysis with quantitative and qualitative analysis to investigate the patterns and drivers of gentrification in Lagos slums. The findings show that between 1984 and 2020, all the sampled slums had undergone gentrification processes, apart from those that were completely cleared. However, many slums continue to have deprived areas as they continue to gentrify. Almost all the slum communities have experienced slum clearance in the past. Additionally, the current and new housing developments in the study have favored middle- to high-income groups, which has led to the displacement of previous slum residents. The study identified slum clearance, fires and floodings, the presence of palaces in the community, the proportion of deprived areas in 1984, government interest in the slum, and the size of the church as drivers of slum gentrification processes in Lagos. Finally, the findings show that the vulnerability of slum dwellers increases with slum gentrification. Therefore, this study recommended developing policies and programs, such as sustainable relocation and low-cost housing, to mitigate the negative consequences of slum gentrification, especially in cities with significant shares of low-income groups. Full article
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20 pages, 11282 KiB  
Article
Urban Growth Monitoring and Prediction Using Remote Sensing Urban Monitoring Indices Approach and Integrating CA-Markov Model: A Case Study of Lagos City, Nigeria
by Katabarwa Murenzi Gilbert and Yishao Shi
Sustainability 2024, 16(1), 30; https://doi.org/10.3390/su16010030 - 19 Dec 2023
Cited by 8 | Viewed by 4040
Abstract
As one of the swiftly advancing megacities globally, Lagos faces significant challenges in managing its urban expansion. Mainly, this study focuses on monitoring and predicting urban growth using a comprehensive approach incorporating Global Land 30 (GL30), satellite-based nighttime light observations, and built-up and [...] Read more.
As one of the swiftly advancing megacities globally, Lagos faces significant challenges in managing its urban expansion. Mainly, this study focuses on monitoring and predicting urban growth using a comprehensive approach incorporating Global Land 30 (GL30), satellite-based nighttime light observations, and built-up and population density data. The application of remote sensing techniques, combined with utilizing the GL30 dataset, provides an effective means to monitor and predict urban growth trends and patterns. The major patterns occurred from 2000 to 2020, including increased cultivated land; reductions in grasslands, shrublands, and wetlands; and major urbanization. Predictive models indicate that urbanization will continue. Furthermore, employing the Cellular Automata (CA) Markov model in land-use and land-cover (LULC) change prediction. The findings revealed significant changes in LULC over the two decades. Particularly, the percentage of artificial terrain increased from 17.016% to 25.208%, and the area under cultivation increased significantly, rising from 46,771 km2 (1.238%) in 2000 to 75,283 km2 (1.993%) in 2020. Grasslands fell from 7.839% to 1.875%, while forest cover somewhat increased, climbing from 39.319% to 43.081%. Additionally, marshes fell from 9.788% to 5.646%, while shrublands decreased from 4.421% to 2.640%. Surprisingly, bare ground decreased sharply from 0.677% to 0.003%. To forecast future LULC changes, the study also used a Markov Chain Transition Matrix. According to the data, there is a 3.54% chance that agricultural land will become urban, converting it from being used for agriculture to urban development. On the other hand, just 1.05% of forested regions were likely to become municipal areas. This study offers foundations for the upcoming research to enhance urban growth models and sustainability strategies in the face of rising urbanization and environmental concerns in the region, as well as laying the groundwork for informed decision-making in the region. Full article
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17 pages, 5360 KiB  
Article
Nighttime Lights and Urban Expansion: Illuminating the Correlation between Built-Up Areas of Lagos City and Changes in Climate Parameters
by Katabarwa Murenzi Gilbert and Yishao Shi
Buildings 2023, 13(12), 2999; https://doi.org/10.3390/buildings13122999 - 30 Nov 2023
Cited by 5 | Viewed by 2412
Abstract
The rapid urbanization of Lagos City has resulted in an expansion of urban and nighttime lights, which, in turn, places a significant burden on natural resources. This burden exacerbates the adverse impacts of changes in climate parameters, underscoring the need for measures to [...] Read more.
The rapid urbanization of Lagos City has resulted in an expansion of urban and nighttime lights, which, in turn, places a significant burden on natural resources. This burden exacerbates the adverse impacts of changes in climate parameters, underscoring the need for measures to mitigate its effects. Therefore, this study examines the relationship between economic development, population growth, urban expansion, and climate change in Lagos City over two decades. GIS and remote sensing methods were used to process nighttime light, Landsat images, changes in climate parameters, and NDVI data to measure Lagos’ sustainability level. The results show that: (1) between 2000 and 2020, nighttime light coverage grew from 175.53 km2 to 631.16 km2. Lagos’ GDP grew by 88.9%, while the population increased from 13.4 million in 2000 to 26 million in 2019. (2) The built-up areas significantly increased from 13.0% in 2000 to 33.6% in 2020, while vegetation land declined, decreasing from 63.7% in 2000 to 46.4% in 2020. (3) Furthermore, Lagos City has experienced changes in climate parameters, with a decrease in annual rainfall from 2954.81 mm in 2000 to 1348.81 mm in 2020 and an increase in the average maximum temperature from 31.56 °C in 2000 to 31.79 °C in 2020. However, the rapid growth of cities has brought about significant environmental impacts. A strong relationship exists between horizontal urban development and nighttime light, indicating that urban areas encroach on natural landscapes as Lagos grows. Then, there is a relationship between urban development and vegetation and between temperature and vegetation. A compact city planning approach, which prioritizes vertical development and efficient land use to mitigate urban sprawl and preserve green spaces, is recommended. Full article
(This article belongs to the Section Building Energy, Physics, Environment, and Systems)
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19 pages, 15744 KiB  
Article
Assessment of the Temporal and Seasonal Variabilities in Air Pollution and Implications for Physical Activity in Lagos and Yaoundé
by Olalekan A. M. Popoola, Rose Alani, Felix Assah, Taibat Lawanson, Awah K. Tchouaffi, Clarisse Mapa-Tassou, Nfondoh Blanche, Damilola Odekunle, Richard Unuigboje, Victor A. Onifade, Toluwalope Ogunro, Meelan Thondoo, Roderic L. Jones and Tolu Oni
Atmosphere 2023, 14(11), 1693; https://doi.org/10.3390/atmos14111693 - 17 Nov 2023
Cited by 2 | Viewed by 2797
Abstract
Physical activity (PA) can reduce the risk of non-communicable diseases like heart diseases and diabetes. However, exposure to poor air quality (AQ) when engaging in PA could negate the health benefits. The risk associated with air pollution is relatively severe during physical activities [...] Read more.
Physical activity (PA) can reduce the risk of non-communicable diseases like heart diseases and diabetes. However, exposure to poor air quality (AQ) when engaging in PA could negate the health benefits. The risk associated with air pollution is relatively severe during physical activities because a higher inhaled pollution dose is experienced during PA compared to when sedentary. We conducted a yearlong AQ monitoring using a commercial low-cost AQ device. The devices were deployed near a public space used for PA as part of a study to understand the health risks encountered by people informally appropriating public spaces for PA in Lagos, Nigeria and Yaoundé, Cameroon. The parameters monitored included CO, NO, NO2, O3, PM2.5, PM10, CO2, pressure, temperature and relative humidity. We detected unique pollutant temporal profiles at the two locations, with a distinct weekday-to-weekend effect observed for the gaseous pollutants but not for the PM. Transboundary emissions related to the Harmattan haze dominated the background PM concentration in both cities in the dry season. Our findings underscore the importance of long-term AQ monitoring to inform action and offer insights into simple behavioural changes that can maximise the health benefits of PA while minimising the risk of air pollution exposure. Full article
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12 pages, 1000 KiB  
Study Protocol
An Evaluation of the Impact of Illegal Dumping of Solid Waste on Public Health in Nigeria: A Case Study of Lagos State
by Eloho Beatrice Ichipi and Mpinane Flory Senekane
Int. J. Environ. Res. Public Health 2023, 20(22), 7069; https://doi.org/10.3390/ijerph20227069 - 16 Nov 2023
Cited by 9 | Viewed by 6056
Abstract
The illegal dumping of solid waste is a prevalent issue in Nigeria, affecting all states. Lagos State, in particular, faces waste disposal problems that stem from urbanization, negative public perception towards waste management, insufficient waste disposal education, poor waste disposal practices, and the [...] Read more.
The illegal dumping of solid waste is a prevalent issue in Nigeria, affecting all states. Lagos State, in particular, faces waste disposal problems that stem from urbanization, negative public perception towards waste management, insufficient waste disposal education, poor waste disposal practices, and the disposal of waste at illegal and unauthorized sites. This situation is further exacerbated by inadequate municipal solid waste (MSW) collection rates, making it challenging to combat illegal dumping effectively. To align with Sustainable Development Goal (SDG) 11 of Sustainable Cities, which seeks to minimize negative environmental effects associated with managing MSW by 2030, this study aims to assess the environmental and health impact of illegal dumping of solid waste in Lagos State. The objectives of this study include assessing people’s attitudes towards illegal dumping, evaluating the extent of environmental degradation resulting from illegal solid waste dumping in Lagos, and assessing the health risks associated with exposure to illegally dumped solid waste in Lagos State, as well as determining if illegal dumping contributes to the diseases prevalent in Lagos State. This study will use a quantitative approach to collect data from study participants on demographics, educational background, waste management, and environmental and health issues using computer-assisted self-administered questionnaires (Google Forms). This study will also use observations and photographs of illegally dumped waste in communities and major illegal dumpsites in the study area to provide valuable information to complement the questionnaire responses. By combining both approaches, the study will be able to capture both numerical data and people’s behaviors and attitudes associated with illegal dumping. This study will use a mixed sampling method consisting of cluster sampling and convenience sampling, focusing on communities impacted by illegal dumping in Lagos State. The sample size for this study will be 100. The questionnaire for this study will be administered via a Google Forms link that will be shared through various online platforms, enabling participants to access and complete the questionnaire from any location with internet access. To ensure representative participation, as part of the informed consent form on the initial page of the online questionnaire, a screening question that requires participants to indicate if they live or work in the study areas or have been exposed to the impact of illegal dumping will be included. Only those who meet these criteria will be able to proceed with the study. The primary data obtained will be carefully analyzed using the Statistical Package for the Social Sciences (SPSS) version 28. The study’s results will highlight the importance of the linkage between illegal dumping, environmental degradation, and diseases prevalent in Lagos State, which could inform policymakers and relevant departments in developing effective strategies to improve public health. Full article
(This article belongs to the Section Environmental Health)
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23 pages, 18423 KiB  
Article
Mapping Deprived Urban Areas Using Open Geospatial Data and Machine Learning in Africa
by Maxwell Owusu, Ryan Engstrom, Dana Thomson, Monika Kuffer and Michael L. Mann
Urban Sci. 2023, 7(4), 116; https://doi.org/10.3390/urbansci7040116 - 8 Nov 2023
Cited by 9 | Viewed by 6008
Abstract
Reliable data on slums or deprived living conditions remain scarce in many low- and middle-income countries (LMICs). Global high-resolution maps of deprived areas are fundamental for both research- and evidence-based policies. Existing mapping methods are generally one-off studies that use proprietary commercial data [...] Read more.
Reliable data on slums or deprived living conditions remain scarce in many low- and middle-income countries (LMICs). Global high-resolution maps of deprived areas are fundamental for both research- and evidence-based policies. Existing mapping methods are generally one-off studies that use proprietary commercial data or other physical or socio-economic data that are limited geographically. Open geospatial data are increasingly available for large areas; however, their unstructured nature has hindered their use in extracting useful insights to inform decision making. In this study, we demonstrate an approach to map deprived areas within and across cities using open-source geospatial data. The study tests this methodology in three African cities—Accra (Ghana), Lagos (Nigeria), and Nairobi (Kenya) using a three arc second spatial resolution. Using three machine learning classifiers, (i) models were trained and tested on individual cities to assess the scalability for large area application, (ii) city-to-city comparisons were made to assess how the models performed in new locations, and (iii) a generalized model to assess our ability to map across cities with training samples from each city was designed. Our best models achieved over 80% accuracy in all cities. The study demonstrates an inexpensive, scalable, and transferable approach to map deprived areas that outperforms existing large area methods. Full article
(This article belongs to the Special Issue Deprived Area (Slum) Mapping)
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19 pages, 11883 KiB  
Article
Slums Evolution and Sustainable Urban Growth: A Comparative Study of Makoko and Badia-East Areas in Lagos City
by Katabarwa Murenzi Gilbert and Yishao Shi
Sustainability 2023, 15(19), 14353; https://doi.org/10.3390/su151914353 - 28 Sep 2023
Cited by 5 | Viewed by 5538
Abstract
This research addresses the evolution of slums in two specific areas of Lagos City, a consequence of rapid urbanization in developing economies. The study aims to analyze the key characteristics of slums’ evolution while analyzing mathematical spatial changes within the Badia-East and Makoko [...] Read more.
This research addresses the evolution of slums in two specific areas of Lagos City, a consequence of rapid urbanization in developing economies. The study aims to analyze the key characteristics of slums’ evolution while analyzing mathematical spatial changes within the Badia-East and Makoko slum areas in two decades, focusing on promoting sustainable urban growth. The integration of Remote Sensing (RS) technology and Geographic Information System (GIS) tools has dramatically facilitated the monitoring of Land Use Land Cover (LULC) changes over two decades. This research used Landsat imagery acquired in 2000, 2010, and 2020 to meet our research aims. The research applied supervised classification and the Normalized Difference Built-up Index (NDBI) for image mapping and mathematical-based analysis. Research created a spatial framework using grid-cell maps, performed change detection, and generated detailed maps to support our analysis. A comparative analysis was also performed in the selected areas with a different history in slum management systems. The findings reveal that both Makoko and Badia-East exhibit slum-like characteristics. Makoko witnessed a significant increase in informal built-up expansion of 27.6% and 7.7% between 2000 and 2010 and between 2010 and 2020, respectively. These changes converted 34.65 hectares of non-built-up land in Makoko into built-up areas. Conversely, Badia-East reported an increase in built-up areas only between 2000 and 2010, which amounted to 8.5%. However, the government’s intervention caused a decrease of 12.7% in built-up areas of Badia-East between 2010 and 2020. The study underscores the urgent need for slum clearance and upgrading initiatives in Makoko, like those implemented in Badia-East between 2013 and 2017. The conclusion drawn from the study of Makoko’s informal built-up areas is that it is causing adverse effects on human life and the environment. The expansion has resulted in an increase in air and water pollution, which is having adverse effects. Therefore, the study recommends upgrading and clearing out Makoko and suggests taking lessons from the successful experience in Badia-East. The study also highlights the importance of prioritizing community needs and voices to ensure efficient resource utilization while safeguarding the well-being of future generations. Full article
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18 pages, 1071 KiB  
Article
Health Providers’ Response to Female Adolescent Survivors of Sexual and Gender-Based Violence and Demand Side Barriers in the Utilization of Support Services in Urban Low-Income Communities of Nigeria
by Olutoyin Opeyemi Ikuteyijo, Andrea Kaiser-Grolimund, Michael D. Fetters, Akanni Ibukun Akinyemi and Sonja Merten
Healthcare 2023, 11(19), 2627; https://doi.org/10.3390/healthcare11192627 - 26 Sep 2023
Cited by 4 | Viewed by 3039
Abstract
Survivors of sexual and gender-based violence (SGBV) are often hindered in their quest to access quality healthcare. This has a significant effect towards the achievement of Sustainable Development Goal SDG Target 3.7. to ensure universal access to sexual and reproductive healthcare services. This [...] Read more.
Survivors of sexual and gender-based violence (SGBV) are often hindered in their quest to access quality healthcare. This has a significant effect towards the achievement of Sustainable Development Goal SDG Target 3.7. to ensure universal access to sexual and reproductive healthcare services. This study is focused on identifying some of the demand side barriers in accessing health care services, particularly among young girls who are survivors of SGBV within intimate relationships in poor urban areas in Nigeria. The study used an ethnographic approach to solicit information from health providers, adolescents, and young women (AYW) in 10 low-income communities in two major cities in Nigeria, Ibadan and Lagos. Findings showed that there are structural limitations within the primary health care (PHC) system that posed a great challenge for survivors of SGBV to access services. Some of these include non-existing counseling services, a lack of rehabilitation centers, poor referral, and a lack of training for health providers in handling survivors of SGBV. There is also a lack of skills among health service providers that have negative influence on support services to survivors of SGBV. On the demand side, poor knowledge of possible health seeking pathways, a lack of education, and social support are barriers to accessing appropriate services among adolescent and young SGBV survivors. The study concluded that integrated services at the PHC level should include adequate and timely treatment for survivors of SGBV and targeted intervention to upscale skills and knowledge of health care providers. Full article
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