| Literature DB >> 35410051 |
Patryk Antoszewski1, Michał Krzyżaniak1, Dariusz Świerk1.
Abstract
The urban heat island (UHI) effect is the main problem regarding a city's climate. It is the main adverse effect of urbanization and negatively affects human thermal comfort levels as defined by physiological equivalent temperature (PET) in the urban environment. Blue and green infrastructure (BGI) solutions may mitigate the UHI effect. First, however, it is necessary to understand the problem from the degrading side. The subject of this review is to identify the most essential geometrical, morphological, and topographical parameters of the urbanized environment (UE) and to understand the synergistic relationships between city and nature. A four-stage normative procedure was used, appropriate for systematic reviews of the UHI. First, one climate zone (temperate climate zone C) was limited to unify the design guidelines. As a result of delimitation, 313 scientific articles were obtained (546 rejected). Second, the canonical correlation analysis (CCA) was performed for the obtained data. Finally, our research showed the parameters of the UE facilities, which are necessary to mitigate the UHI effect. Those are building density and urban surface albedo for neighborhood cluster (NH), and distance from the city center, aspect ratio, ground surface albedo, and street orientation for street canyon (SC), as well as building height, material albedo, and building orientation for the building structure (BU). The developed guidelines can form the basis for microclimate design in a temperate climate. The data obtained from the statistical analysis will be used to create the blue-green infrastructure (BGI) dynamic modeling algorithm, which is the main focus of the future series of articles.Entities:
Keywords: BGI; PET; UHI intensity; UHI mitigation strategy; built-up environment parameters; climate changes; street canyon; urban space parameterization; urbanized environment
Mesh:
Year: 2022 PMID: 35410051 PMCID: PMC8998462 DOI: 10.3390/ijerph19074365
Source DB: PubMed Journal: Int J Environ Res Public Health ISSN: 1660-4601 Impact factor: 3.390
The review of the blue-green infrastructure (BGI) element parameters relevant to urban heat island (UHI) effect mitigation [92].
| BGI | Parameter Family | Dominant Parameter |
|---|---|---|
| Water structure | Geometrical | Area |
| Morphological | Degree of vegetation along the bank | |
| Topographical | Wind exposure (trend of cold transfer) | |
| Green area | Geometrical | Area |
| Morphological | Percentage of an area covered by trees | |
| Topographical | Exposure to solar radiation/degree of shading by surrounding structures | |
| Greenery along the street | Geometrical | Tree crown width/diameter |
| Morphological | Leaf size/leaf area index (LAI) | |
| Topographical | Canyon geometry/height/width | |
| Green roof | Geometrical | Substrate layer thickness |
| Morphological | Degree of hydration/moisture of the substrate | |
| Topographical | Height of structure above the ground/distance from the nearest BGI (synergy) | |
| Green wall | Geometrical | Degree of vegetation coverage of a building/the extent of the green wall |
| Morphological | Leaf width/leaf area/foliage density/LAI | |
| Topographical | Orientation relative to the sun |
Review articles published so far on the impact of urbanized environment (UE) parameters on UHI propagation.
| Author | Title | Usefulness for Creating Design Guidelines |
|---|---|---|
| [ | Street geometry factors influence urban microclimate in tropical coastal cities: a review | Identify the impact of street geometric, morphologic, and topographic factors and explain water body effects on urban microclimate. The study was conducted only for tropical coastal cities. |
| [ | Urban design parameters for heat mitigation in tropics | Focus on heat mitigation strategies, with the use of modifications and urban geometry (shading), urban greening (street greenery, parks, green walls, green roofs), urban ventilation (street orientation), albedo, and water bodies area. Case studies only from the tropics. |
| [ | Street design and urban microclimate: analyzing the effects of street geometry and orientation on airflow and solar access in urban canyons | Discussion about street geometry factors and street topography (orientation), mainly focusing on parameters providing solar access and airflow along streets. Hot climate regions case studies. |
| [ | The impact of urban design descriptors on outdoor thermal environment: a literature review | Design strategies based on parameters: canyon geometry and topography, land-use intensity, building form and materials, space enclosure, and urban vegetation. The research focused on street scale urban thermal comfort. In addition, it considered the synergy of most climate zones case studies. |
| [ | A parametric approach to optimizing urban form, energy balance, and environmental quality: the case of Mediterranean districts | The paper lists building and street form design parameters: shape factor, floor area ratio (FAR), site coverage, orientation, sky view factor (SVF), aspect ratio (H/W), the distance between buildings, and average building height. Case studies from different climate zones. |
| [ | Review of the impact of urban block form on thermal performance, solar access, and ventilation | The research discussed urban blocks’ geometrical parameters impact and buildings’ geometrical and topographical parameters. It is focused on solar access and ventilation. Case studies from different climate zones. |
| [ | A review on the generation, determination, and mitigation of the UHI | List case studies for UHI mitigation strategies based on urban matter parameters alteration: albedo, air conditioner occurrence, building design, water bodies. Case studies from different climate zones. |
| [ | A review on outdoor thermal comfort evaluation for building arrangement parameters | Building Arrangement Parameters for the densely built area impact the outdoor thermal comfort. Parameters listed in a review include SVF, H/W, building height, plot size, pavement cover ratio, green plot ratio, vehicle traffic density, building density. Cases from different climate zones. |
| [ | Overview of the UHI phenomenon toward human thermal comfort | Lists building and street design parameters such as albedo, imperviousness, canyon openness, glazing ratio, H/W ratio, type of material, heat conductivity, orientation. There are examples from different climate zones. |
| [ | The influence of building height variability on natural ventilation and neighbor buildings in dense urban areas | Focus only on the influence of building height and dense urban areas. Case studies form different climate zones. |
| [ | Reducing urban heat island effects: a systematic review to achieve energy consumption balance | The paper considered different types of green spaces and material properties based on parameters (incl. albedo) as a design strategy for UHI mitigation. |
| [ | Combating urban heat island effect: a review of reflective pavements and tree shading strategies | The strategies focused on applying chip seals, white toppings, and coatings were discussed. In addition, the role of surface reflectance, including those from asphalt and concrete pavements, albedo improvements and technological trends, application of waste materials, and industrial by-products, are presented. Finally, the contribution of urban tree shading systems to pavement temperature and microclimate systems is presented. |
| [ | Thermal performance of cooling strategies for asphalt pavement: a state-of-the-art review | The authors show how alternating road material thermophysical properties throughout the material mix and treating changes can affect thermal comfort in cities. They describe the role of vegetation in cooling strategies. Case studies from different climate zones. |
| [ | Urban heat island: causes, consequences, and mitigation measures with emphasis on reflective and permeable pavements | The paper focuses on reflective and permeable pavements and lists road and pavement morphologic parameters: material density, albedo, emissivity, heat capacity, thermal conductivity, thermal diffusivity, thermal admittance. Case studies from different climate zones. |
| [ | Cool pavements for urban heat island mitigation: a synthetic review | Investigating the efficiency of reflective and permeable pavement as the UHI control elements. The USA case studies from different climate zones. |
| [ | Sustainable pavement: a review on the usage of pavement as a mitigation strategy for UHI | Short description of the UHI mitigation strategies: green and blue surfaces, cool roofs, cool pavements (reflectivity, evaporation rate, permeability, porosity, water content, and heat conduction). Case studies from different climate zones. |
| [ | Review of studies on outdoor thermal comfort in warm, humid climates: challenges of the informal urban fabric | The paper describes the parameters’ influence on outdoor thermal comfort: canyon axis orientation, SVF, H/W. Studies only for warm and humid climates. |
Figure 1Logical diagram of papers selected for the research.
Figure 2Logical diagram of the hierarchy and relationships between scales and parameters’ families.
Designing parameters of the urbanized elements (UE) elements affecting the urban heat island (UHI) propagation in warm temperate climate zone.
| Element/Urban Matter Scale | Parameter Family | Parameter | Subparameter | Description | Author |
|---|---|---|---|---|---|
| Neighborhood cluster | Geometrical | Plot area | - | - | [ |
| Plot type | (Semi-enclosed, interspersed, long-linear) | [ | |||
| Parcel density (PD) | - | - | [ | ||
| Urbanization ratio | - | The total artificial area to plot area ratio. | [ | ||
| Building intensity (BI) | - | The ratio of building volume and area/plot/total block area. | [ | ||
| Building complexity (Cex) | - | The ratio of the vertical surface area (walls) to the site area | [ | ||
| Building edge density (EDBuild) | - | The density of wall facets within a site | [ | ||
| Mean area covered by buildings (BF) | - | Synonym: mean architecture projection area | [ | ||
| Building density (BD) | - | The building base footprint area to plot area ratio describes the proportion of built ground in an area | [ | ||
| Building density at the height of 10 m | - | [ | |||
| Building density at the height of 30 m | - | [ | |||
| Building density at the height of 60 m | - | [ | |||
| The gross floor area (GFA) of residential and commercial buildings | - | [ | |||
| Block shape configuration | - | Spatial distribution of the buildings on plot/site, without consideration of orientation distribution | [ | ||
| Urban structure | - | The spatial configuration of the buildings within the site considered orientation distribution | [ | ||
| Block layout | - | The layout of buildings within the plot | [ | ||
| Orientation variance (OV) | - | Variation of the buildings’ orientations on site | [ | ||
| The coverage ratio of the mid-to-high-rise building (CRMB) | - | - | [ | ||
| Block length | - | - | [ | ||
| Building floor area ratio (FAR) | - | Total building floor area to the site area/plot ratio | |||
| Floor area ratio of the towers (FARtow_St) | - | [ | |||
| Floor area ratio of the podiums (FARpod_St) | - | [ | |||
| Building surface area/site area (SAR_St) | - | The sum of exterior building surface area to total site area ratio. | [ | ||
| Wall facet area index (F) | - | The ratio of the wall facet area to the building footprint area (which contains the building and the road around it). | [ | ||
| The standard deviation of building footprint area (StF) | - | - | [ | ||
| Building mean shape index | - | - | [ | ||
| Frontal area index (FAI) | - | The total area of wind exposition calculated on buildings and trees. | [ | ||
| Compactness (Com) | - | Total building surface-to-volume ratio. | [ | ||
| Mean volume of buildings (BV) | - | - | [ | ||
| Mean volume of buildings per floor (BV/F) | - | - | [ | ||
| The ratio of tree volume and building volume | - | - | [ | ||
| Perimeter–area ratio (FD) | - | Mean complexity of buildings. | [ | ||
| Mean distance between buildings and their nearest neighbor (D2B) | - | - | [ | ||
| Mean ratio of length and width of buildings | - | - | [ | ||
| Most extensive patch index for building (LPIBuild) | - | - | [ | ||
| Mean outdoor distance (MOD) | - | Mean distance of outdoor space from the nearest building façade. | [ | ||
| Building spacing | - | Distance between buildings. | [ | ||
| Mean sky view factor (SVF) | - | Mean sky view factor for entire plot described as solar admittance factor (integrated measured). | [ | ||
| Enclosure degree (Ed) | - | The ratio of the sum of lengths of buildings’ facade in a plan to the perimeter of the enclosed block | [ | ||
| Mean building height (BH) | - | Mean building height in a block, which represents the 3D roughness. | [ | ||
| Urban surface roughness (USR) | - | Height variation of buildings within a block. | [ | ||
| Height of roughness elements (HRE), | - | Height of buildings and trees | [ | ||
| Average height to floor area ratio (HA) | - | Mean building height weighted by footprint area | [ | ||
| Average height to total floor area ratio of the street block | - | Mean building height weighted by total site area | [ | ||
| Average height to the depth of the street block | - | - | [ | ||
| The standard deviation of building height (StH) | - | Synonyms: mean architecture height standard deviation | [ | ||
| Normalized height variance (NHV) | - | The ratio between the standard deviation of building height and the mean building height. It measures the relative height variance | [ | ||
| Number of stories (L) | - | Indicates the average number of floors in an area | [ | ||
| Elevation factor (EF) | - | Overall height of the elevation feature (building and trees) | [ | ||
| Building average width (W) | - | - | [ | ||
| Normalized number of buildings per block area (#B/A) | - | - | [ | ||
| Open public space plot ratio | - | - | [ | ||
| Road density (RD) | The ratio of traffic road surface area to a plot area | [ | |||
| The average width of streets | - | - | [ | ||
| Pavement area (pA) | - | - | [ | ||
| Pavement mean shape index | - | - | [ | ||
| Pavement patch density | - | - | [ | ||
| Pavement edge density | - | - | [ | ||
| Asphalt space ratio (Asr) | - | - | [ | ||
| Impervious surfaces area (ISA) | - | The area covered by buildings/impervious surfaces and total block area ratio | [ | ||
| Pervious surface fraction (ISC) | - | The permeable surface on the territorial surface ratio. | [ | ||
| Size of the urban park or another heat sink | - | - | [ | ||
| Waterbody ratio | - | The ratio of water body area to total site/block area | [ | ||
| Bare soil cover ratio (S) | - | The area covered by bare soil and a total block area ratio. | [ | ||
| Green cover ratio (GCR) | - | The designed area of all vegetation types and site area ratio | [ | ||
| Tree cover ratio (TCR) | Tree shading percentage to total site area | [ | |||
| Grass cover ratio | - | [ | |||
| Tree volume | - | - | [ | ||
| Vegetation height (m) | - | - | [ | ||
| The density of vegetation (LAI) | - | - | [ | ||
| Morphological | Normalized difference vegetation index (NDVI) | - | Synonyms: transformed normalized difference vegetation index | [ | |
| Enhanced vegetation index (EVI), | - | - | [ | ||
| Normalized difference water index (NDWI) | - | - | [ | ||
| Normalized difference bare land index (NDBLI) | - | - | [ | ||
| Soil humidity | - | Moisture availability | [ | ||
| Imperviousness of material | - | - | [ | ||
| Mean value of impervious surfaces (imp) | - | - | [ | ||
| Surface evapotranspiration intensity | - | - | [ | ||
| Material surface roughness | - | - | [ | ||
| Urban porosity | - | - | [ | ||
| Land cover | - | - | [ | ||
| Land use | - | - | [ | ||
| Function of space | - | - | [ | ||
| Global urban albedo | - | Mean albedo of all surfaces within the site | [ | ||
| Urban surface albedo (WAS) | - | The albedo of urban surface (road, pavement, building wall, building roof) | [ | ||
| Horizontal surface albedo | Hemispherically and wavelength-integrated reflectivity of ground surfaces | [ | |||
| Urban surface emissivity | - | - | [ | ||
| Material heat capacity | - | - | [ | ||
| Thermal effusivity of soil | - | - | [ | ||
| Material thermal conductivity | - | - | [ | ||
| Surface admittance (SAD) | - | [ | |||
| Anthropogenic heat output (AHO) | - | - | [ | ||
| Anthropogenic heat from traffic (w/m2) | - | [ | |||
| Anthropogenic heat flux density | - | - | [ | ||
| Population density (PD) | - | Synonyms: urban population | [ | ||
| Topographical | City radius | - | - | [ | |
| Form and geometry of the city | - | Synonyms: city shape | [ | ||
| Irregularity of the city | - | - | [ | ||
| Building block orientation | - | - | [ | ||
| Street grid orientation | - | - | [ | ||
| Distance from the city center (CBD) | - | Distance between the center of districts and site | [ | ||
| Distance from the city boundary (D) | - | - | [ | ||
| Distance to a water body | - | - | [ | ||
| Distance to green space | - | - | [ | ||
| Distance to sea | - | - | [ | ||
| Distance to industrials (Dti) | - | - | [ | ||
| Distance to the major road | - | - | [ | ||
| Location of the green open spaces | - | Within the city | [ | ||
| Wind exposition | - | Amount of wind reaching building block (dependent of surroundings) | [ | ||
| Street canyon | Geometrical | Canyon width (W) | - | Distance between neighboring building plots or between adjacent buildings (street width + building setback) | [ |
| Canyon length (L) | - | - | [ | ||
| Width to length ratio | - | - | [ | ||
| Canyon height (H) | - | - | [ | ||
| Length to height ratio | - | - | [ | ||
| Aspect ratio | - | The ratio between the building height and the width of the distance between buildings | [ | ||
| The aspect ratio of square | - | [ | |||
| The aspect ratio of the courtyard | - | [ | |||
| Canyon asymmetricity (H1/H2) | - | Reflects whether the street is symmetrical concerning the central axis | [ | ||
| Opening ratio (Ro) | - | Represents the proportion of street opening length to the total length | [ | ||
| Closing ratio (Rc) | - | Represents the proportion of the length of a street without openings to the total length | [ | ||
| Smoothness ratio (Rs) | - | Represents the proportion of perimeter of the study area to the total line length of a street contour | [ | ||
| Road and parking area | - | - | [ | ||
| Road and parking shape | - | - | [ | ||
| Building ratio | - | Building density along the canyon | [ | ||
| Green ratio | - | Vegetation percentage | [ | ||
| Trees’ canopy coverage area ratio | - | [ | |||
| Street planting pattern | - | - | [ | ||
| Street trees’ dimensions | - | - | [ | ||
| Street plant canopy height | - | Synonyms: mean height of trees, vegetation height | [ | ||
| Mean volume of trees (TV) | - | - | [ | ||
| Sky view factor (SVF) | - | Fraction of the sky hemisphere which can be seen from a certain point in the urban model (on the ground or building facade) | [ | ||
| Regular sky fraction (SVFall_Pt) | - | [ | |||
| Sky fraction that is formed only by the surrounding buildings (SVFbld_Pt) | - | [ | |||
| Morphological | Surface emissivity | - | - | [ | |
| The material emissivity of road | - | [ | |||
| Pavement surface emissivity | - | [ | |||
| Material volumetric heat capacity | - | - | [ | ||
| Pavement thermal capacity | Synonyms: pavement heat capacity | [ | |||
| Material thermal conductivity | - | - | [ | ||
| Pavement thermal conductivity | - | [ | |||
| Pavement heat absorption | - | - | [ | ||
| Material thermal diffusivity | - | - | [ | ||
| Material thermal emittance | - | - | [ | ||
| Retro-reflectivity of material | - | - | [ | ||
| Material solar reflectance | - | - | [ | ||
| Canyon albedo | - | Synonyms: street albedo, street surface albedo, net street albedo | [ | ||
| Ground surface albedo | - | Synonyms: horizontal surface albedo | [ | ||
| Pavement albedo | Synonyms: pavement reflectivity, pavement albedo | [ | |||
| Road albedo | - | [ | |||
| Parking lot albedo | - | [ | |||
| Pavement Material color | - | - | [ | ||
| Surface material type | - | Type of pavement materials, | [ | ||
| Pavement material density | - | - | [ | ||
| Material porosity | - | - | [ | ||
| Pavement Permeability | - | - | [ | ||
| Pavement water contain | - | - | [ | ||
| Pavement Evaporation | - | - | [ | ||
| Underlaying material diffusivity | - | - | [ | ||
| Underlaying material effusivity | - | - | [ | ||
| Type of heat transfer in material | - | (Unidirectional heat-transfer UHT) | [ | ||
| Quantity of vegetation | - | - | [ | ||
| Topographical | Street orientation | - | Synonyms: canyon axis orientation, alley orientation | [ | |
| Shadow factor | - | Related to street orientation | [ | ||
| Windexposure | - | Related to street orientation | [ | ||
| Building | Geometrical | Building area | - | - | [ |
| Buildingheight (BH) | - | - | [ | ||
| Building width | - | - | [ | ||
| Buildinglength | - | Synonyms: facade length | [ | ||
| Building depth | - | - | [ | ||
| Building depth ratio | - | The ratio of building depth to frontal length | [ | ||
| Building roof-top area (BGFA) | - | Synonyms: building ground floor area | [ | ||
| Total floor area | - | - | [ | ||
| Mean area of all floors of a building (GFA) | - | Synonyms: gross floor area | [ | ||
| Number of the floors | - | Synonyms: number of stories | [ | ||
| Average floor height | - | - | [ | ||
| Building setback | - | - | [ | ||
| Roof widths | - | - | [ | ||
| Building weighted volumetric compactness (Cv) | - | - | [ | ||
| Mean compactness of the building (Cm) | - | The ratio of the building surface (Sb)and the cube surface (Sc) | [ | ||
| Shape coefficient (SC) | - | The ratio between the external surfaces and the volume of the building | [ | ||
| Building perimeter to area ratio (PA) | - | - | [ | ||
| Morphological | Building Material emissivity | - | Synonyms: | [ | |
| The material emissivity of the rooftop | Synonyms: | [ | |||
| The material emissivity of wall facet | Synonyms: | [ | |||
| Material Thermal diffusivity | - | - | [ | ||
| Material thermal insulation (D) | - | - | [ | ||
| Roof absorbance/insulation | - | [ | |||
| Material thermal conductivity | - | - | [ | ||
| Roof material thermal conductivity | - | [ | |||
| Wall material thermal conductivity | - | [ | |||
| Material volumetric heat capacity | - | Synonyms: material heat capacity/thermal storage | [ | ||
| Wall volumetric heat capacity | Synonyms: wall material heat capacity | [ | |||
| Thermal effusivity | - | - | [ | ||
| Material Albedo | - | Material reflectance | [ | ||
| Roof material albedo | Synonyms: roof solar reflectance | [ | |||
| Wall material albedo | Synonyms: albedo of the facades | [ | |||
| Roof Material phase | - | (Phase-change material PCM) | [ | ||
| Construction types | - | - | [ | ||
| Type of Surface material | - | - | [ | ||
| Type of materials used on the facade of the buildings | (brick/veneer, frame/concrete Block, open steel skeleton, and wood frame, stucco, masonry bearing, brick masonry) | [ | |||
| Wall thickness | - | - | [ | ||
| Façade glazing ratio | - | The ratio of glass area and external wall area, describing heat loss from a building | [ | ||
| HVAC system presence | - | - | [ | ||
| Type of HVAC system | - | [ | |||
| The heat released to the canyon from the HVAC system | - | - | [ | ||
| The efficiency of HVAC systems | - | - | [ | ||
| Building cooling set point | - | The agreed temperature that the building will meet | [ | ||
| Infiltration rates | - | The number of interior volume air changes that occur per hour | [ | ||
| Internal heat gains | - | generated by the activity of occupants as metabolic heat, by utilization of electrical devices, or other thermal emissions | [ | ||
| Topographical | Building orientation (O) | - | Variation between the primary longitudinal angle of a building footprint and the north | [ | |
| Facade orientation | - | [ | |||
| Building shadow area ratio (BS) | - | The ratio of the building shadow area to the unit horizontal area, dependent on surroundings | [ | ||
| Obstruction angle (θ) | - | The obstruction angle parameters reflect the urban canyon geometry surrounding the corresponding building, and they were | [ | ||
| Obstruction angle on the facade (θf) | [ | ||||
| Obstruction angle on the roof (θr) | [ |
The urbanized environment (UE) elements’ validity classification influencing the urban heat island (UHI) effect intensity in a temperate climate zone.
| UE Structure | Parameter Family | Dominant Parameter | Number of Reports in Scientific Papers | Percentage |
|---|---|---|---|---|
| Neighborhood cluster (NH) | 380 | 100 | ||
| Geometrical parameters | 277 | 72.3 | ||
| Building density (BD) | 76 | - | ||
| Morphological parameters | 82 | 21.4 | ||
| Urban surface albedo (WAS) | 24 | - | ||
| Topographical parameters | 24 | 6.3 | ||
| Distance from the city center (CBD) | 6 | - | ||
| Street canyon (SC) | 398 | 100 | ||
| Geometrical parameters | 234 | 58.1 | ||
| Aspect ratio | 88 | - | ||
| Morphological parameters | 111 | 27.5 | ||
| Ground surface albedo | 25 | - | ||
| Topographical parameters | 58 | 14.4 | ||
| Street orientation | 50 | - | ||
| Building (BU) | 230 | 100 | ||
| Geometrical parameters | 80 | 34.8 | ||
| Building height (BH) | 55 | - | ||
| Morphological parameters | 128 | 55.7 | ||
| Material albedo | 40 | - | ||
| Topographical parameters | 22 | 9.5 | ||
| Building orientation (O) | 12 | - |
Figure 3Pareto diagram. The frequency of scientific paper citations based on the analysis of the parameters’ families.
Statistical parameters for the canonical correlation analysis (CCA) presented in Figure 3.
| Number of Variables | 9 | ||
|---|---|---|---|
| Number of Rejected Variables | 1 | ||
| Number of Permutations | 9999 | ||
| Parameter Family 1 | F-Value | % Expl. | |
| NH-Geom | 0.001 | 25.69 | 12.63 |
| SC-Geom | 0.001 | 21.08 | 10.22 |
| BU-Morph | 0.001 | 19.36 | 10.79 |
| SC-Morph | 0.002 | 15.23 | 8.66 |
| SC-Topo | 0.003 | 13.56 | 7.66 |
| NH-Morph | 0.005 | 10.49 | 6.15 |
| BU-Geom | 0.012 | 7.36 | 5.33 |
| BU-Topo | 0.028 | 5.88 | 5.07 |
1 NH-Geom–neighborhood cluster-geometrical parameters; NH-Morph–neighborhood cluster-morphological parameters; SC-Geom–street canyon-geometrical parameters; SC-Morph–street canyon-morphological parameters; SC-Topo–street canyon-topographical parameters; BU-Geom–building-geometrical parameters; BU-Morph–building-morphological parameters; BU-Topo–building-topographical parameters.
Figure 4The canonical correlation analysis (CCA) (n = 948). Relationships between the research frequency and parameter families in selected countries based on papers included in the analyses.