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Establishment of a Conceptual Framework to Detect Automatically the Urban Planning Offences Using Deep Learning and RGB orthophotos: Study Case of Morocco
Mohamed Mellaki
,Abderrazak El Harti
,Hassan Radoine
,Mohamed S. Chaabane
,Hassan J. Oulidi
Unregulated Housing (UrH) is a widespread urban phenomenon in Morocco, largely driven by rapid population growth and accelerated urbanization. It has expanded mainly on the outskirts of cities and within housing developments that already benefit from basic infrastructure and superstructure services. In response to this challenge, public authorities have adopted several urban planning instruments, particularly the Land Management Plan (LMP). According to Law No. 12-90 on urban planning, the LMP seeks to regulate urban expansion, improve the architectural and aesthetic quality of the built environment, and preserve the overall coherence of developed areas. As a legally binding planning document, the LMP establishes strict land-use regulations, and any breach of these rules constitutes an offence. Traditionally, detecting such violations requires on-site inspections by control officers, followed by the preparation of official reports submitted to the competent legal authorities. However, recent advances in aerial image acquisition and processing technologies provide powerful tools to improve and facilitate the monitoring of urban planning compliance. This paper proposes a conceptual framework that integrates artificial intelligence with urban planning regulations to enable the automatic detection of urban planning offences using RGB orthophotos covering areas subject to a Land Management Plan, relying on deep learning techniques.
Unregulated Housing (UrH) is a widespread urban phenomenon in Morocco, largely driven by rapid population growth and accelerated urbanization. It has expanded mainly on the outskirts of cities and within housing developments that already benefit from basic infrastructure and superstructure services. In response to this challenge, public authorities have adopted several urban planning instruments, particularly the Land Management Plan (LMP). According to Law No. 12-90 on urban planning, the LMP seeks to regulate urban expansion, improve the architectural and aesthetic quality of the built environment, and preserve the overall coherence of developed areas. As a legally binding planning document, the LMP establishes strict land-use regulations, and any breach of these rules constitutes an offence. Traditionally, detecting such violations requires on-site inspections by control officers, followed by the preparation of official reports submitted to the competent legal authorities. However, recent advances in aerial image acquisition and processing technologies provide powerful tools to improve and facilitate the monitoring of urban planning compliance. This paper proposes a conceptual framework that integrates artificial intelligence with urban planning regulations to enable the automatic detection of urban planning offences using RGB orthophotos covering areas subject to a Land Management Plan, relying on deep learning techniques.
Posted: 10 March 2026
A Governance Framework for Urban AI in Climate-Resilient Housing and Infrastructure Prioritization
Reyhaneh Ahmadi
,Kaveh Ghamisi
Posted: 10 March 2026
Governance “Grey Zones” and Design Innovation in Urban Regeneration: Lessons from Hsinchu City
Alessandro Martinelli
Posted: 09 March 2026
Sustainable Housing Finance in Developing Economies: A Review of Financial Deepening and SDG 11 Alignment
Kingsley Ofori
Posted: 03 March 2026
Participation Under Pressure: Land Use Planning in Ireland and Serbia
Ana Perić
,Antonije Ćatić
,Siniša Trkulja
Posted: 03 March 2026
Feasibility and Local Perceptions About Treated Wastewater Reuse for Irrigation: Insights from the Prato Circular City Framework (Italy)
Borsacchi Leonardo
,Fibbi Donatella
,Baronti Lorenzo
,Feligioni Gabriele
,Toccafondi Tommaso
,Bogani Leonardo
,Pinelli Patrizia
Posted: 02 March 2026
From House to City: Courtyard Typologies Shaping Urban Form in Fes Medina
Otman Elliasmine
Posted: 27 February 2026
Beyond the Green Façade: A Critical Analysis of Digital Participatory Budgeting for Climate Resilience and Governance in Lisbon
Jorge Gonçalves
,Silvia Jorge
,Beatrice Fountolan
Posted: 27 February 2026
Examination of Changes in Land Use Surrounding Green Open Space Karebosi Field Complex Makassar
Aris Sakkar Dollah
,Mursyid Mustafa
,Andi Mega Januarti Putri
Posted: 26 February 2026
Startup-Driven Air-Front Smart City Policy Evaluation Using Integrated Accessibility Index: A Case Study of Aichi, Singapore, and Munich
Mustafa Mutahari
,Nao Sugiki
,Tsuyoshi Takano
,Hiroyoshi Morita
,Yoshitsugu Hayashi
,Kojiro Matsuo
Posted: 24 February 2026
Public Housing Tenants’ Transport Access and Willingness to Reduce Emissions
Ralph Chapman
,Michael Keall
,Ed Randal
,Philippa Howden-Chapman
Posted: 10 February 2026
A Planning Support System for Automated State of Territorial Planning Reports: The Portuguese Context
António Ribeiro Amado
Posted: 04 February 2026
Governing Intangible Cultural Heritage for Sustainable Local Development: Community-Based Cultural Associations and Social Capital in Kalamata, Greece
Isidora Thymi
,Eugenia Bitsani
,Ioannis Poulios
,Ioanna Spiliopoulou
Posted: 31 January 2026
Patterns of Loss: A Typology of Depopulating Cities in the USA
Ivan N. Alov
,Marko D. Petrović
,Alisa M. Belyaeva
Posted: 30 January 2026
Municipal Markets in the Contemporary City: Governance, Proximity and Urban Sustainability
Jorge Gonçalves
Posted: 26 January 2026
Reframing ESG for Urban Planning: A Systematic Review of Spatial Governance, Investment Geographies, and Green Gentrification
Hannan Vilchis Zubizarreta
,Delfor Tito Aquino
Posted: 05 January 2026
Environmental, Social, and Governance (ESG) in Office Real Estate: A Systematic Literature Review
Hannan V. Zubizarreta
,Delfor Tito Aquino
Posted: 05 January 2026
Contested Marketplaces: Urban Regeneration and Market Transformation in Post-Socialist Belgrade
Zlata Vuksanović–Macura
,Stefan Denda
,Edna Ledesma
,Marija Milinković
,Milan M. Radovanović
,Jasmina Gačić
,Veronika N. Kholina
,Marko D. Petrović
Posted: 26 December 2025
How Has Cambodia Defined Sustainable Urban Development? The Influence of Regional and Global Urban Agendas on Local Practices
Puthearath Chan
Posted: 24 December 2025
Urban Green Space Per Capita for Sustainable and Equitable Urban Planning: A Systematic Review and Bibliometric Analysis
Yaseen N. Hassan
,Sándor Jombach
Posted: 18 December 2025
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