Abstract
Post-conflict reconstruction is a major topic in war-torn cities in the Middle East and North Africa region. Rather than being limited to re-establishing pre-conflict conditions, new formats of urban settings may be adopted, both for the design and quality of urban space, as well as for the design and building process. This article proposes a combined top-down and bottom-up design approach, supported by parametric urban design modelling. As sustainable (re-)development of the urban-scape requires coordination across different scales, a top-down approach is partly needed for reasons of coordination. As participatory design processes involving local stakeholders work from the partial to the whole, a bottom-up approach is partly needed for reasons of inclusion. By means of a parametric urban model combining both overview and detail, the two approaches can be combined. This article shows the theoretical framework and, by way of example, applies the model to Fallujah in Iraq as a case study.
Keywords
Introduction and background
Armed conflicts threaten many parts of the world and are increasing in speed of occurrence, frequency, scale and intensity.1,2 Conflict and violence in the 21st century fundamentally differ from 20th century patterns of interstate conflict and ways of recovering from them. Poverty, unemployment, income shocks such as those sparked by volatility in food prices, rapid urbanisation and inequality between groups all increase the risks of violence. 3 Armed conflict causes major destruction of urban centres and changes cultures and societies by causing major loss to individuals, environments and resources. This has long-term, if not permanent, consequences on the built environment and the lives of local citizens. 4 Dealing with contemporary causes of armed conflict requires rethinking of the ways of alleviating them nothing short of a paradigm shift. This makes the case for inclusive, integrated urban reconstruction high, as social foundations hinge on the ability of urban space to support recovery of the social fabric.
Urban reconstruction following major conflicts is often a tricky business, as different international, national and local actors struggle to create a space for their interventions to support war-stricken communities (Dabaieh & Alwall, 2018). 5 Governments’ capacity and resources are often depleted, and communities are either returning from exile/internal displacement or struggling among the rubble of destruction, having lived trauma that affects their ability to return to normalcy. This is often difficult to addressing recovery planning. International agencies often struggle with lack of coordination between actors, with weakness of local capacities, with understanding the local communities, as well as with the limited budgets allocated for reconstruction. Time is yet another critical element that hinders efforts for equitable, inclusive and integrated urban reconstruction, due to the rapid proliferation of informality, complexity of land use and tenure and normalisation of practices that may inhibit an inclusive, resilient recovery. In addition, post-conflict reconstruction is commonly seen as an acute and single recovery action, separated from the process of constructing long-term sustainable settlements. 6 This need not be the case, however, as disruption caused by conflict has long-term implications and might provide opportunity to rethink architecture and urban practices, and a chance to escape from uninformed decisions of the past. 7
The aim of this article is to propose, and give examples of a parametric urban design approach to post-conflict reconstruction, allowing for a bottom-up participatory design process while maintaining a strategic and inter-scalar overview (from the city district scale over the neighbourhood scale to the street/building scale) of relevant planning parameters such as building densities, land use, public infrastructure and green space. The main token of this approach is a parametric urban model that supports three-dimensional (3D) visualisation of the intervention site at different scales and levels of abstraction while simultaneously being capable of reporting relevant urban data (housing units, street lengths, parks etc.). The purpose of this model is to provide a visualisation medium which may be comprehended by non-architects and modified instantaneously to reflect different scenarios and stakeholder interests, as well as a way to evaluate physical scenarios of the built environment against their associated urban data in real time. With a focus on post-conflict reconstruction in the Middle East and North Africa (MENA) region, the scope and functionality of the parametric urban model is demonstrated for an urban district in the Iraqi city of Fallujah. Fallujah has suffered severe damage from over a decade of armed conflict and the effects of war on the city are well documented by the World Bank. 8 It therefore constitutes a uniquely situated case for demonstrating the proposed approach.
The case of Fallujah
In 2017, an Iraq Damage and Needs Assessment (DNA) was carried out by the World Bank. Data gathered by the Government of Iraq (GoI), in addition to satellite imagery and publicly available data, were analysed. While the GoI was unable to access some areas, detailed accounts of the extent of destruction down to the neighbourhood level allowed for extrapolations and qualified assumptions about the state of the physical environment in the country as of 2018. 7
In the city of Fallujah, given the level of destruction to infrastructure, public services and private properties, the recovery efforts will have to respond to new social and economic shifts of the conflict-affected regions in Iraq. Roads, in and out of the city, regional airports and railway have suffered from destruction caused by the conflict, with many roads and bridges have been completely or partially destroyed. This has caused major disruption to access and mobility. People had been trapped in their homes and shelters without access to food, water, medicine and jobs. Imports and exports have also been affected by impaired transport infrastructure. Half of the health sector facilities were damaged, including 19 partially damaged and 1 destroyed facility. While the private health sector is recovering, with at least 17 health clinics currently functioning, advanced public medical treatment is mostly unavailable. More than two-thirds of education facilities have been damaged due to heavy fighting, and another two-thirds of cultural heritage sites have sustained damage. 7 The city also suffered severely from the conflict with the Islamic State (IS), at least 40% (on an average) of all residential structures were completely destroyed. While densely developed neighbourhoods suffered higher ratios of destruction, neighbourhoods with low-density housing development were less affected. Approximately a fifth of the road network has been damaged. Garbage removal is now down to a fourth of the pre-crisis capacity, most likely due to a shortage of garbage trucks and waste management facilities. 7
When it comes to the urban fabric, many sectors are integrated and depend on each other for the city to function. The presented parametric urban design approach could facilitate the urban reconstruction efforts of the municipality of Fallujah and similar post-conflict cities. This includes planning which neighbourhoods to prioritise and under which density, based on population return data, allocation of appropriate municipal services, connectivity, planning of schools and primary care facilities based on post-war demographic needs. All in an iterative manner that takes the changing conditions of returning populations and economies into consideration.
Post-disaster reconstruction
You are going to be working with informality, whether you like it or not, whether you do master plans or you don’t, whether you do beautiful drawings or you don’t. The primary condition of your work in Syria, after the conflict, is going to be informality, and you are going to have to deal with that. If you are going to insist on the power of the ‘plan’, good luck: it has not worked before and it will likely not work again. You have to work with the power of the communities. (p. 78)
9
While only few studies have been made on the socio-cultural and economic aspects of post-conflict reconstruction, literature, and experience, on post-disaster reconstruction is abundant (Aquilino, 2011). 10 These studies are divided into two clusters: studies focus on social, cultural and economic aspects of post-disaster reconstruction (Kumssa & Jones, 2014), and ones that focus on structural and construction aspects of concrete building and design, such as the adaptability and compatibility of emergency post-disaster housing (Manfield, 2000). The reestablishment of dwellings and technical infrastructure are important early response activities in order to restore communities also in the long run, as their effect on the locals’ post-disaster recovery accumulates over time.11,12 In addition, post-disaster recovery can be an opportunity for community development, especially when working with the trio of governance, education and technology. 13
Perceptions of space and city during the reconstruction phase remain limited and are not yet comprehensive of the range of urban variations of space. Although the ever-increasing disasters hitting urban centres with dense populations forced international organisations to rethink the way they prepare and respond to the needs of affected communities in urban settings, their base documents have not yet caught up with the realities of urban shelter, cultural capital or time implication of interventions post-disaster, in different urban or rural areas. 14 The urban environment presents complex institutional landscapes and multi-layered social and spatial structures. Development agencies and humanitarian actors are still working on a robust understanding of such structures, local politics and social relationships in order to engage effectively with (rather than on) the sites of disaster (Benbih, 2016). 15
Post-conflict reconstruction stands to learn from these advances in thinking and experiences of post-disaster efforts. Indeed, international institutions, such as the World Bank, United Nations (UN) agencies and international non-governmental organisations (NGOs), apply close adaptations of disaster recovery framework into their engagement in urban conflict settings. These urban recovery frameworks aim to create enabling institutional and policy frameworks that mainstream an urban recovery approach and enable area-based intersectoral coordination. They also promote a joint analysis to understand the complex process of urban reconstruction and recovery, identify existing gaps and complement the programming for the sustainable recovery and reconstruction of major cities in alignment with an urban recovery results framework (UN-Habitat, 2019). 16 Inclusive processes of post-conflict reconstruction, particularly the model proposed in this article, fit into these international trends, as they involve local stakeholders at various levels, and ensure their engagement, either in the concrete housing or at the urban scale.
Approach and methodology
In order to establish a realistic framework for the proposed bidirectional (top-down and bottom-up) parametric urban design approach to post-conflict reconstruction in the MENA region, three areas of investigation have been included into the study. First, the concept of collaborative urban design is presented and discussed. This represents the bottom-up direction, as it takes its point of departure in the needs and aspirations of local stakeholders. Second, the concept of sustainable urban development in the MENA region is presented and discussed. This represents the top-down direction, as it requires spatial coordination at different scales. By way of two examples, the combination of a bottom-up, collaborative approach and a top-down, sustainable approach, the bidirectional approach is demonstrated and summarised. Third, parametric urban design is presented and demonstrated as the medium which combines the two directions across different scales. In addition to these three areas of investigation, the demonstration site, an urban district in the city of Fallujah, is presented and motivated.
Computational framework of parametric modelling
For purposes of this exercise, the parametric design modeller CityEngine (CE) was used in combination with ArcGIS online, as the main the parametric urban model. CE is based on the shape grammar-inspired scripting language computer-generated architecture (CGA). In CGA scripts, parameters and their variables are stored in attributes. Attributes are available for manual modification through an inspector window which is a part of the CE interface.
It is central to the approach of the present study that parameter values can be modified interactively, causing the parametric urban model to change dynamically. This prevents a complex computational framework as instant interactivity is typically not possible across different software platforms. Therefore, the computational framework is kept simple. Hence, it is limited to the following:
ArcGIS map data for terrain and streets;
CE for parametric modelling and using the CGA scripting language.
For CE, the inputs used are as follows:
ArcGIS map data in the form of street centrelines, terrain rasters and aerial photographs (accessed directly through the CE interface);
CGA scripts for model and data generation;
Constraint maps which inform the scripts with respect to desired variations to the design.
The output from CE is as follows:
3D models;
Two-dimensional (2D) maps;
Data (such as floor areas, floor area ratios, land use, number of dwellings, number of parking spaces etc.).
The CGA scripts were designed to cater to a number of different case uses. Depending on scale and/or focus, both level of detail (LoD) and mode of representation can be adjusted. While architectural detail such as facade openings, parapets and brise-soleil (examples used below) are irrelevant in large-scale representations and result in high polygon counts, they are indispensable for a qualitative evaluation at the street/building scale. Similarly, physical representation may be the most appropriate in small-scale 3D representations, but representation of land use, floor area ratios and so on may be more appropriate in 2D map representations at the district scale.
The functionality of scripts for the parametric urban model presented here must be a product of (a) relevant sustainability parameters for the specific place of application; (b) the social, cultural and economic specificities as defined by local stakeholders; and (c) the physical features (landscape and existing urban fabric) of the specific urban space. Thus, the examples given in this article are intrinsically generic, as they demonstrate only a subset of parameters defined by the authors, based on general sustainability parameters for the MENA region (hot, arid climate) and general liveability parameters (walkable cities, access to green space etc.).
Two sets of CGA scripts were developed for the present study. One set of scripts was developed to simulate the existing urban fabric. As no precise building data are available by lot, the script does not represent the exact physical reality. Instead, it simulates typical building structures, based on a typology study. The typology study was based on orthogonal (Figure 1) and oblique (Figure 2) aerial photographs. Four simplified building variations of a stepped, two-storey building with front yard and/or backyard were synthesised and represented in low detail. The first set of CGA scripts was designed to generate random variations of an existing building type. Most geometry was generated through simple setback and extrude operations. Elements shared with other types (facades, roofs, fences, gardens) were passed on to imported scripts. Variation was controlled through parameters with randomly generated values. The resulting geometry is shown in Figure 10(a).

An edited Google map of Fallujah showing damaged roads (in red). The study area of the present study is a rectangular superblock located at the northern edge of the city (second from left/west), not to scale.

Detail from orthogonal aerial photograph with building typology analysis.
Another set of scripts was developed to simulate possible building and green space typologies for reconstruction. While limited in variation for the generic demonstration of the present study, they comprise (a) a walled garden lot with randomly distributed trees and (b) four different building types, all with a form of courtyard/atrium, in different height distributions from 2 to 6 storeys. In a real-life scenario, both open and built-up spaces would be represented through more typologies, such as parks, plazas and sports fields and specialised building typologies, respectively. In the second set of CGA scripts, geometry generation for each lot (generated by a previous script) was passed on randomly to scripts generating four different building types or gardens. The distribution was weighed according to a building density attribute which was controlled by the greyscale levels of a constraint map (Figure 7) which was normalised. The lower the value of the building density attribute, the higher the ratio of gardens. The level of detail for geometry generation was controlled by a ‘LoD’ attribute. The resulting geometry is shown in Figure 10(c).
The study area of Fallujah lends itself well to simple parameterisation, as it is typical of many urban developments in the MENA region from the past 3–4 decades. Consisting almost entirely of long ribbons of back-to-back single-family housing lots of near identical sizes in an orthogonal layout, scripts did not have to cater for very different nor complex lot geometries. While street centrelines were available through ArcGIS online, block subdivisions were scripted to approximately match actual conditions (see Figure 3).

Oblique aerial photograph with typical buildings for cross reference and validation.
Collaborative urban design and parametric modelling
Collaborative urban design refers to a set of iterative and participatory methods that stakeholders, professionals and policy makers can use to reach consensus on the planning of neighbourhoods and cities. There is an array of collaborative design methods that have emerged over the years and that have proved to democratise and spread city and neighbourhood design decision-making, such as charrettes, workshops, Q&A meetings and so on17,18. By means of such methods for citizen engagement, the field can be levelled when it comes to issues of power and interest, and more transparent negotiations with a wider array of stakeholders may be allowed. Parametric urban design has obvious potentials for collaborative design processes. This has been addressed by Jacobi et al., 17 Kunze and Schmitt, Kunze et al., Kunze et al., Steinø et al. 18 and Steinø. 19 If combined with parametric design tools, collaborative urban design can offer fast, detailed, flexible options for urban planning and development that can be easily explained to a variety of audiences, allowing them to take more engaged action in the planning of their built environments.
Parametric design as a method of choice facilitates the generation of different urban design scenarios through parametric variation. It allows to quickly generate large-scale generic designs (district or neighbourhood scale master plans), while at the same time adding detail (street and building scale 3D models). 20 Rather than making one-off plans for urban areas, parametric design may support iterative and step-by-step decision-making among stakeholders(Figure 4). This may not only reduce the communication gap between urban specialists and urban dwellers, but also between governments and constituencies, and between different groups in a city. It may also provide the opportunity to rethink the rebuilding of cities and lives at the early stages of post-conflict reconstruction. Early involvement of different stakeholders (residents, builders, planners etc.) may be an opportunity to rethink post-conflict reconstruction through an integrated approach to the design of housing and public places, and to engage with citizens in processes of peace-building through the active physical reclaiming of space.

Parametric urban design for collaborative urban design processes. At this participatory design workshop in Denmark, a parametric urban model (on display) was used interactively to visualise and discuss different design scenarios.
While the authors have only tested the parametric urban design approach theoretically in a MENA context, it has been tested in real-life planning at the masterplan scale in Denmark. 19 Apparently, the MENA region and Denmark represent very different socio-cultural contexts with radically different traditions in urban design and planning. However, the ability of laypeople and non-designers to understand urban planning and design documents and visualisations in these settings are comparable. Hence, the added value of using parametric models is likely to be transferable, given their dynamic and spatial nature, which promotes ease of visualisation, discussion and modification of design in a collaborative manner.
A bidirectional planning and design approach
Top-down approaches to planning at the larger scale are not necessarily adversary to a bottom-up approach to home building. In his well-known Belapur incremental housing scheme, Indian architect Charles Correa devised a simple, yet very regular fractal principle for the distribution of housing lots for low-cost residential buildings that fit both approaches in one design. At the smallest level, seven lots are clustered in a 3 × 3 unit square, leaving the centre and one corner units open(Figure 5, left).

Schematic representation of Correa’s Belapur housing scheme, showing the fractal nature of the site plan. Drawing by the authors, based on original drawing by Charles Correa.
At the next level, three such larger units are clustered in a 2 × 2 unit square with the unbuilt corners facing towards each other and leaving one larger unit with only 2–3 lots, thus also providing an opening at this level(Figure 5, centre). This last organisation principle is repeated once again at yet a higher level. In total, this produces a fractal system of individual housing lots organised around shared courtyards of growing sizes at three different levels (Figure 5, right). Nonetheless, everything is distributed on a strictly Cartesian grid.
While three different basic housing unit types were originally provided by the architect, the idea was that – over time – the units would be expanded and adapted by the residents to their individual needs and likings. The flexibility and variation achieved by this approach is remarkable. Each fractal cluster of lots is self-contained and constitutes entities which may stand alone without appearing to be unfinished or incomplete. Yet, the system allows for the seamless addition of more clusters to build organic wholes. As such, it represents an emblematic example of the combination of a structurally varied, yet simple top-down master grid and a bottom-up self-build approach to the construction of the individual housing units. In a similar fashion, the Chilean architect Alejandro Aravena and his company Elemental develop housing projects offering ‘half houses’ designed uniformly by architects. 21 A void is left for residents to subsequently fill out the other halves of the houses. By this approach, a rational and efficient overall layout of the housing scheme is facilitated while safeguarding variation and user participation through individual completion by the residents.
Correa’s Belapur housing scheme was originally planned and designed entirely by the architect, leaving it to chance and unsolicited processes of adaptation for the scheme to mutate into subsequent variation and densification. Elemental, on the other hand, makes a virtue of including residents into collaborative design processes through series of workshops throughout the different phases of design, bidding, construction and subsequent workshops for expansion and collective spaces. 21 Both Correa and Elemental are occupied with the use value and adaptation of their designs to the cultural, social and economic needs of residents, as well as to local climatic conditions, building materials and technologies. As such, they are proponents of a process of urban (re-)development which differs from traditional public and market-driven modes of production. While public social housing typically focuses on keeping construction costs down with little regard for the use quality, commercial home building, on the other hand, treats dwellings as products and therefore aims for the mainstream ‘taste’ of the anonymous consumer.
In the context of post-conflict reconstruction in the MENA region, approaches similar to those of Correa and Elemental make a lot of sense. As Syrian architect Marwa 22 contends in her vision for the reconstruction of Syria after the civil war, the post-independence mode of urban development in her home country has failed to respond to the needs of urban dwellers, culturally, socially and economically, as well as environmentally. Or, as Elemental puts it: ‘The housing problem in the world will only be solved if we are able to combine top-down public policies with bottom-up self-construction capacity’ (p. 19). 21
The urban spatial production adapts and changes drastically after the shock of a conflict and under the stress of reconstruction, to the risk of it being considered a deviance if one only considers the pre-conflict conditions. This change in the architectural and urban production can be directly linked to the shock of the destruction, and to the various stressors for those who practice architecture and make decisions related to space-making in the years during and following a conflict (Benbih, 2016). Therefore, capturing these changes through an in-depth coordination and collaboration between the dwellers and the decision makers at various levels, and using cutting edge architectural and urban advances. This participatory involvement can help translate these changes and can support reflecting the post-conflict urban-scape.
Urban structure and scale
Creating sustainable and liveable urban environments requires different measures at different scales. While some measures must be taken on the urban and district level, others relate to the neighbourhood and building levels. Measures for creating sustainable urban environments include to minimise carbon emissions and pollution, both during construction and operation of urban space, which in turn includes the consumption of materials and fuels, as well as the introduction of natural and low-energy techniques and technology. Measures for creating liveable urban environments include socially and economically sustainable land-use distribution and infrastructure as well as an urban design which facilitates physically pleasurable and convenient urban spaces.
Different regions in the world feature different environmental, social, cultural and economic conditions which require different responses in order to successfully create sustainable and liveable urban environments. The requirements which are geographically specific to the MENA region and even sub-regions thereof are thus partially different from those of other regions. Through post-conflict reconstruction, the pre-existing structures, physical as well as socio-cultural and economic, must be taken into consideration, while accommodating potential new socio-economic changes.
District scale
At the district scale, the natural landscape and topography determine factors such as convection, solar orientation and waterways, all of which impact natural and passive cooling, 23 and promote disaster risk management. The orientation of the urban grid may also contribute to passive cooling, provided it is aligned with prevailing summer winds. 24 This is a critical element of the MENA region, which is seeing significant increase in temperatures. In terms of the overall urban structure, land-use distribution affects the need for urban transit and modes of transportation. A highly segregated land-use distribution will generate more traffic and shift the mode of transportation towards vehicular circulation, while a highly integrated land-use distribution will reduce the overall traffic and shift the mode of transportation towards pedestrian circulation. 24
A fine-grain distribution of green spaces will reduce the risk of building heat islands due to the cooling effect of green space, and improve local and pedestrian access, whereas concentration of green space into fewer and larger entities will have the opposite effect. A homogeneous street network of broad and straight connected streets promotes vehicular traffic over pedestrian traffic, whereas a hierarchical street network with broad and straight connecting streets and narrower and more windy local streets in combination with an appropriate land-use distribution promotes a differentiation of modes of transportation from vehicular to pedestrian. 23 In combination, a sustainable urban structure is likely to be one of dispersed concentration of highly integrated local neighbourhoods interspersed with green areas.
Neighbourhood scale
At the neighbourhood scale, a sustainable urban environment is defined by the density of the building mass, the distribution and spatial interplay between built-up and open spaces, as well as the fine-grain distribution of land uses such as commerce, services, housing and amenities. In the MENA region, the provision of shade and natural cooling in urban space is a prerequisite for providing a comfortable environment for pedestrian circulation. Narrow streets may provide shade, and trees and other vegetation may provide cooling through evaporation. 23
While a high floor area ratio of the building mass may provide a viable density for the provision of local services, open spaces allow for vegetation which, in turn, may provide a more comfortable living environment due to shading, cooling and filtering of air particles. 23 Green spaces need not all be recreational such as parks and plazas but may be productive in the form of urban gardening and farming and can additionally be spaces in which communities can come together.
Walking may be promoted through pedestrian-centred rather than car-centred design of urban space. And while local vehicular circulation may be facilitated it need not be promoted. Having many local day-to-day destinations may render pedestrian circulation more meaningful. Similarly, access to more remote destinations by means of mass transit may be promoted through comfortable access for pedestrians to mass transportation stops. 24
Building scale
At the building scale, minimum energy consumption is a major sustainability concern. Building forms and typologies vary with regard to their passive and natural cooling and ventilation performance. For the individual building, the surface to volume ratio, opening percentage and presence of shading devices such as brise-soleil impact its energy performance. In terms of natural ventilation, courtyards and openings may provide stack effect and cross ventilation, while different uses may be distributed according to their sensitivity to heat through thermal zoning. 25
In conjunction with adjacent buildings and open spaces, building orientation and sun exposure are of the essence. Buildings may shade each other when built back to back or along narrow streets, while housing units may shade each other through stacking in multi-storey buildings.25,26 Minimising the number of exposed south-east and south-west facades may reduce horizontal exposure to the sun in the morning and afternoon when it is low on the horizon. Likewise, minimum roof exposure may reduce vertical exposure to the sun at mid-day. Also, at the building level, the integration with trees and green spaces may increase thermal comfort through shading and cooling. 25
Results and discussion for the parametric urban model
The presented parametric urban model is organised so that it may display an existing urban fabric, a totally redeveloped urban fabric or combinations thereof. Computationally, the starting point is shapes representing lots in a subdivision(Figure 6). Depending on the set ratio of redevelopment, lots will either generate existing building types randomly (Figure 6, A–D) or new building types based on the grey value of a constraint map for each lot(Figure 6, E–H). The constraint map triggers different ratios for green space, as well as different combinations of new building types, some thereof with different building heights as a function of the constraint map.

Flow diagram for the parametric urban model. In addition to buildings, the script also generates gardens.
In the following, three examples are presented to illustrate the versatility of the parametric urban model with regard to scale, transitional stages of urban reconstruction and detailed architectural studies. The model is designed to visualise the existing urban fabric as well as an imagined future urban fabric as a result of urban reconstruction. The examples take their point of departure at the district – or superblock – level, which has defined the Fallujah study area. The existing urban fabric within this area (as in neighbouring areas) consists of an almost undifferentiated repetition of a single typology (two-storey single-family homes), interspersed mainly with mosques, resulting in a monotonous urban structure(Figure 7).

Aerial map of the existing urban fabric. The study area is bounded by the main streets visible along the edges of the image, not to scale.
In the offered examples, spatial, organisational and economic differences are introduced. To this end, a constraint map(Figure 8) was used for redeveloped lots to trigger the script to differentiate the frequency of built-up and open spaces, as well as the building heights within the area. This map was created to illustrate an example of how, over time, neighbourhoods may develop within the superblock, separated by more green and open areas. In the model, brighter values trigger predominantly green spaces interspersed with low buildings, and darker values trigger fewer green spaces and taller buildings. The constraint map is also used to control street widths, so that brighter values will trigger narrow streets and darker values will trigger broad streets. Otherwise, the street network is left unchanged in the presented examples.

Constraint map for the study area. In the parametric urban model, the constraint map is overlaid with the aerial map and referenced by the script for each lot.
In the first example, the district scale is visualised at three stages of redevelopment ranging from no redevelopment to total redevelopment (Figure 9). For comparison, existing buildings are rendered in darker shades while new buildings are rendered in lighter shades. The imprint of the constraint map becomes gradually more visible in the green structures. The example illustrates how the parametric urban model can be used to visualise structural aspects of different redevelopment scenarios at the district scale.

Plan views of the study area showing a gradual transition from the existing situation to a future state of redevelopment, not to scale.
In the second example, the neighbourhood scale is visualised at similar stages of redevelopment to the first example (Figure 10(a)–(c)). Different building typologies are detectable, ranging from existing typologies in Figure 10(a) to new typologies in Figure 10(b). For areas with low densities (as controlled by the constraint map), the script generates courtyard-type single-family houses in a contemporary interpretation on redeveloped lots. For areas with higher densities, the script gradually generates more multi-storey, multi-family houses with different types of courtyards for natural ventilation and daylight. The example illustrates how the parametric urban model can be used to visualise morphological aspects of different redevelopment scenarios at the neighbourhood scale.

3D representation of the parametric urban model at neighbourhood scale: (a) existing two-storey building typology, (b) intermediary scenario with existing and new building typologies and (c) differentiation of densified development (right) and green areas (left).
In the third example, the parametric urban model is used to make simple visual daylight evaluations at the street/building scale (Figure 11(a)–(d)). To this end, the model is rendered at an architectural LoD with balconies, parapets and facade openings, allowing for a sense of scale and depth. In the example, brises-soleil are turned on/off, different building typologies are tested for neighbouring buildings and the street width is altered. The example illustrates how the parametric urban model can be used to visualise architectural aspects of different redevelopment scenarios at the street/building scale.

Street view of the parametric urban model at street/building scale. Examples of the effects of (a) arcades, (b) brises-soleil, (c) building mass and (d) street width on shading.
In the given examples, the parametric model is used to make different scenarios for a geometrically simple urban environment. The scenarios are shown at different scales and examine temporal changes (district and neighbourhood scales) as well as a visual examination of the effect of different architectural and morphological configurations on shading (street/building scale). Yet, basically, any scenario which could be expressed in a 3D form is conceivable. It is only a matter of adapting the underlying CGA scripts to the given purpose. While the examples only demonstrate aspects of physical form (albeit with colour codes for old and new buildings at the first two examples), the model might also be rendered to visualise other concepts of urban design, such as land use, floor area ratios, figure/ground and so on. As for enumerations, lengths, areas and volumes may be reported as data outputs, such data might be reported quantitatively along with the 3D model, possibly for parallel scenarios for comparison.
Ultimately, the power of the approach is that everything is kept in one single parametric model which is used across all scales, levels of detail and forms of representation. This allows for substantial testing, variation and scenario building, all of which may be evaluated with respect to all of the above. As collaborative urban design processes are iterative and must negotiate multiple planning and stakeholder concerns, this represents a powerful tool for the analysis, visualisation and reporting of practically any space-related question pertaining to this process.
In practice, variations to the parametric model may happen in a number of ways, some of which require preparation, while others may happen interactively, or live, that is, on request from stakeholders in participatory design workshops like the one shown in Figure 4. First, the scripts themselves may be altered or expanded in order to generate different or more diverse design scenarios. Second, the data input, that is, the constraint map, may be altered in order for the scripts to change their behaviour. Changing the scripts as well as the input data is likely to take more time than is feasible in the course of a live session and should, apart from very minor adjustments, be prepared before workshops or between multiple workshops.
Third, scripts may be modified by changing attribute values (visualised in the software as sliders). And finally, different sets of attribute value settings may be saved as scenarios for subsequent comparison and evaluation. Setting attribute values and saving different scenarios may be done live to visualise the effects of different design changes. While operating the sliders for complex scripts (with many attributes) may require a professional operator, this may nonetheless happen on the immediate request of non-professionals. If needed, simpler scripts (with less versatility) may be operated by non-professionals, based on a brief introduction. Detailed script is provided in the supplementary material provided as an annex to this manuscript see ( supplemental material).
Conclusion
Post-conflict reconstruction in the MENA region, one that addresses aspects of sustainability and liveability, may be guided by a bidirectional planning and design approach, combining top-down concerns for sustainable (re-)development and bottom-up concerns for stakeholder involvement. Such an approach may be facilitated through parametric urban design in the form of a parametric urban model. With such a model, both architectural aspects of physical form and space as well as urban planning aspects of land use, density and so on may be tested and visualised.
As the parametric urban model is a single model within a single software, it can be dynamic and reflect all relevant scenarios across all relevant scales and levels of detail in real time. As such, it represents a unique medium for the deliberation and negotiation of multiple planning and stakeholder concerns throughout the urban development process. Because it can output both 3D visualisations and data reports, both types of output are mutually enriched and may address the needs of both professionals and non-architect stakeholders.
In this article, an example was given of the application of the parametric urban model to an urban district in the Iraqi city of Fallujah. The model was demonstrated at three scales, the district, neighbourhood and street/building scale. Temporal scenarios of urban redevelopment as well as an example of the visual examination of shading were demonstrated through parametric variation of the model. In the examples, also different levels of detail were demonstrated, displayed through parametric variation.
Supplemental Material
Auxillary_materials_Dec_2019_ – Supplemental material for Post-conflict reconstruction in the Middle East and North Africa region: A bidirectional parametric urban design approach
Supplemental material, Auxillary_materials_Dec_2019_ for Post-conflict reconstruction in the Middle East and North Africa region: A bidirectional parametric urban design approach by Nicolai Steinø, Marwa Dabaieh and Karima Ben Bih in International Journal of Architectural Computing
Footnotes
Acknowledgements
The authors would like to thank BSc Eng Sarah Lassen for doing the analysis of the existing urban fabric of the study area and associated scripting.
Declaration of conflicting interests
The author(s) declared no potential conflicts of interest with respect to the research, authorship and/or publication of this article.
Funding
The author(s) received no financial support for the research, authorship and/or publication of this article.
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References
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