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Design challenges → metrics → tools → case studies. Rebuilt automatically from the properties of all notes — edit the notes, not this page.

From each design challenge to the metrics that inform the decision, the tools that can calculate them, and the student projects that did it.

Adaptable and relocatable logistics structures

MetricHow it is calculatedToolsCase studies
AdaptabilityTime (or cost) to reconfigure, extend or relocate the building or its partitions; checked against module dimensions and connections.—5
Construction costCost estimate per gross floor area; or cost of a building element (e.g. envelope) derived from its quantity.Galapagos2
Design for disassembly scoreChecklist score: dry/reversible connections, standard modules, material passports, separable layers.—1
Structural utilisationLoads (dead, live, snow per Eurocode) and the resulting utilisation of structural members, from hand calculation or finite-element analysis.Donkey, Karamba3D1

Case studies: Amy Naprstek, Elsa Hauksdottir, Eva Kažukolovaitė, Julia Kopác

Automation and operational efficiency of logistics

MetricHow it is calculatedToolsCase studies
Carbon per pallet handledAnnual (operational or whole-life) carbon ÷ pallets handled per year.—1
Delivery timeTime from order or dispatch to delivery at the customer; or end-to-end cycle time in the supply chain.—2
Dock turnaround timeTime from a truck’s arrival at the gate until departure (or until goods enter processing).—2
Energy per package deliveredEnergy used by the delivery mode over a route ÷ number of packages delivered.—1
Jobs createdNumber of jobs (FTE) created on site, by function.—2
Level of automationShare of handling tasks done by machines, or number of employees needed per facility at a given throughput.—1
Space utilisationFloor area (or volume) actively used for storage and operations ÷ total.Grasshopper3
Throughput per site areaGoods handled (parcels, pallets, tonnes) per day ÷ site area.—3

Case studies: Johannes Berger

Biodiversity and ecological connectivity on logistics sites

MetricHow it is calculatedToolsCase studies
Biodiversity net gain(Post-development biodiversity units − baseline units) ÷ baseline × 100, where units = habitat area × distinctiveness × condition (e.g. the UK statutory metric).Rhino.Ecologic7
Biodiversity stress from materialsLife-cycle impact on species loss caused by material extraction and production (potentially disappeared fraction of species), calculated in LCA software.One Click LCA1
Biotope area factorΣ(area of each surface type × its ecological weighting factor) ÷ total site area (Berlin BAF method).Grasshopper1
Carbon sequestration by plantingPlanted area × sequestration rate of the vegetation type (from literature).—2
Ecological connectivityMapping whether site greenery links to nearby corridors, water bodies and habitats (distance and continuity of green links).—2
Function stacking indexΣ(area of each surface × number of functions it serves) ÷ total surface area (ground + roof + facade). Functions: logistics operation, stormwater handling, habitat, human amenity, energy.—5
Green area ratioVegetated area ÷ total site area × 100.Grasshopper, Lands Design11
Green plot ratioTotal leaf area (leaf area index × planted area) ÷ site area.—1
Green roof coverageVegetated roof area ÷ total roof area × 100.Grasshopper3
Green-core anchoring of mixed usesBuilding entrances (or ground-floor frontage length) of all uses within a set walking distance (e.g. 100 m) of a shared green spine ÷ total entrances (or frontage length).—7
Native species richnessCount of native plant (or animal) species supported on site, from planting plan or survey.Rhino.Ecologic4
Tree count and canopy coverNumber of trees (or crown area) on site ÷ site area; compared before and after the design.Lands Design3

Case studies: Adam Večeřa, Adéla Berkovitz, Aycha Chambashala, Ece Yasar, Ilinca Maria Baciu, Lindsay Daphne Macuja, Sara Gani

Embodied carbon and adaptive reuse of logistics buildings

MetricHow it is calculatedToolsCase studies
Biodiversity stress from materialsLife-cycle impact on species loss caused by material extraction and production (potentially disappeared fraction of species), calculated in LCA software.One Click LCA1
CapEx–OpEx ratioInvestment cost vs. sum of operating costs over a 30-year life (undiscounted or as net present value).One Click LCA3
Design for disassembly scoreChecklist score: dry/reversible connections, standard modules, material passports, separable layers.—1
Embodied carbon intensityMaterial quantities × emission factors from EPDs/databases, summed over life-cycle modules (A1–A3 or A1–C4) ÷ gross floor area. Calculated with LCA tools such as One Click LCA or Bombyx.Bombyx, CO2mpare, LearnCarbon, One Click LCA9
Embodied carbon saved by reuseEmbodied carbon of an equivalent new building − embodied carbon of the retrofit (reused structure counted as zero or reduced).One Click LCA3
Life-cycle impact by stageLCA result split by EN 15978 modules (A1–A3, A4, A5, B, C) for each impact indicator.One Click LCA1
Material reuse shareReused or recycled material (by mass, volume or number of elements) ÷ total material × 100.—2
Social cost of carbonTotal emissions (tCO2e) × a carbon price per tonne.One Click LCA1
Structural utilisationLoads (dead, live, snow per Eurocode) and the resulting utilisation of structural members, from hand calculation or finite-element analysis.Donkey, Karamba3D1
Whole-life carbon(Embodied carbon + operational carbon over the reference period) ÷ number of years.CO2mpare, One Click LCA1

Case studies: Julia Godard Lombard, Katrin Rybinskiy, Khrystyna Verbitska, Lindsay Daphne Macuja, Sara Sulollari, Thomas Olsen, Vladi Kostecki

Land take of logistics buildings

MetricHow it is calculatedToolsCase studies
Function stacking indexΣ(area of each surface × number of functions it serves) ÷ total surface area (ground + roof + facade). Functions: logistics operation, stormwater handling, habitat, human amenity, energy.—5
Impervious surface ratioSealed (paved, built, roofed without retention) area ÷ total site area × 100. The permeable ratio is the complement.Grasshopper5
Land takeBuilding footprint (plus paved operational area) ÷ site area; compared before and after.Grasshopper6
Number of docksDocks needed to handle a given throughput, from queueing or discrete-event simulation.—1
Parking capacityNumber of car/truck parking spaces (or parking area) provided, and their utilisation.—4
Space utilisationFloor area (or volume) actively used for storage and operations ÷ total.Grasshopper3
Throughput per site areaGoods handled (parcels, pallets, tonnes) per day ÷ site area.—3
Yard area per dockPaved manoeuvring and apron area ÷ number of docks; apron depth checked with vehicle swept-path analysis.AutoTURN1

Case studies: Adam Večeřa, Amy Naprstek, Hynek Hrabík, Johannes Berger, Julia Kopác

Last-mile delivery emissions and traffic

MetricHow it is calculatedToolsCase studies
Delivery catchmentRadius (distance or travel time) a hub can serve with a given vehicle; number of hubs needed to cover a city.—2
Delivery timeTime from order or dispatch to delivery at the customer; or end-to-end cycle time in the supply chain.—2
Energy per package deliveredEnergy used by the delivery mode over a route ÷ number of packages delivered.—1
Last-mile delivery costTotal cost of the final delivery step ÷ number of deliveries.—2
Last-mile delivery emissionsVehicle-km per year for each delivery mode × emission factor of that mode (kgCO2/km).—3
Public transport accessibilityWalking distance from the entrance to the nearest stops, or a score by transport mode (walk, bike, tram, bus, car).Geoportal Praha1
Road freight impactShare of freight moved by trucks vs. their share of transport emissions; road wear per truck in car equivalents (fourth-power law).—1

Case studies: Johannes Berger, Khrystyna Verbitska, Roshni Basu, Thomas Olsen

Operational energy and on-site renewables

MetricHow it is calculatedToolsCase studies
CapEx–OpEx ratioInvestment cost vs. sum of operating costs over a 30-year life (undiscounted or as net present value).One Click LCA3
Carbon per pallet handledAnnual (operational or whole-life) carbon ÷ pallets handled per year.—1
Electricity priceBusiness electricity tariff at the project location, including grid fees.—3
Energy use intensityAnnual delivered energy ÷ gross floor area. Simulated (e.g. Honeybee/EnergyPlus) or taken from metered data or benchmarks.Dragonfly, Honeybee, Pollination, URBANopt9
Green roof coverageVegetated roof area ÷ total roof area × 100.Grasshopper3
Heating energy demandSum of space-heating demand over a year; simulated, or estimated from heated volume × heat-loss coefficient × degree days.Honeybee, nPro, Pollination1
Natural ventilation potentialShare of floor area (or hours) that can be ventilated naturally, based on opening area, depth and climate.Butterfly1
On-site renewable energy shareOn-site renewable generation ÷ total annual energy demand × 100.Dragonfly, nPro, URBANopt4
Operational carbonAnnual energy use per energy carrier × emission factor of that carrier (e.g. grid kgCO2e/kWh).Dragonfly, Honeybee, nPro, URBANopt6
Rooftop PV generationUsable roof area × annual solar irradiation (kWh/m²) × module efficiency × performance ratio. Irradiation from solar radiation analysis (Ladybug, Cyclops) or PVGIS.Cyclops, Dragonfly, Honeybee, Ladybug, URBANopt4
Whole-life carbon(Embodied carbon + operational carbon over the reference period) ÷ number of years.CO2mpare, One Click LCA1

Case studies: Elsa Hauksdottir, Ilinca Maria Baciu, Katrin Rybinskiy, Marek Nový

Outdoor microclimate around logistics buildings

MetricHow it is calculatedToolsCase studies
Noise levelNoise mapping (from municipal noise maps or simulation) at façades and outdoor spaces; reduction compared with the existing state.Geoportal Praha4
Pedestrian-level wind speedCFD simulation of wind around the buildings at about 1.5 m height for prevailing wind directions; compared with comfort criteria (e.g. Lawson).Butterfly, Eddy3D, Jifto1
Sun exposure of outdoor spaceSunlight-hours analysis on the ground plane for key days (e.g. equinox, summer solstice).Cyclops, Jifto, Ladybug2
Thermal comfortIndoor: Predicted Mean Vote (PMV) or adaptive comfort; outdoor: Universal Thermal Climate Index (UTCI), simulated from weather data.Eddy3D, Honeybee, Jifto, Ladybug, Pollination1
Tree count and canopy coverNumber of trees (or crown area) on site ÷ site area; compared before and after the design.Lands Design3
Urban heat island effectSurface or air temperature difference to a rural reference, simulated or from satellite maps.Dragonfly2
Wind conditionsWind rose from a weather file (EPW) or wind atlas: frequency of wind speeds per direction.Eddy3D, Jifto, Ladybug2

Case studies: Julia Kopác, Robin Jesenský, Sara Sulollari

Pedestrian–truck safety on logistics sites

MetricHow it is calculatedToolsCase studies
Distance to housingDistance from noisy or hazardous logistics functions to the nearest residential building; or share of such functions outside a buffer zone.Geoportal Praha, Grasshopper3
Pedestrian–vehicle conflict pointsNumber of points where pedestrian routes cross truck or van routes, counted on the site plan; or share of routes that are fully separated.—4
Worker safety incidentsRecorded incidents per year (or hazard zones per layout) in operational areas.—3

Case studies: Adéla Berkovitz, Eva Kažukolovaitė, Lindsay Daphne Macuja, Natalie Žižková, Sara Gani, Vladi Kostecki

Public access and community use of logistics sites

MetricHow it is calculatedToolsCase studies
Green area ratioVegetated area ÷ total site area × 100.Grasshopper, Lands Design11
Green space per visitorAccessible green space ÷ expected daily users or visitors.—1
Green-core anchoring of mixed usesBuilding entrances (or ground-floor frontage length) of all uses within a set walking distance (e.g. 100 m) of a shared green spine ÷ total entrances (or frontage length).—7
Mixed-use ratioFloor area of non-logistics uses (retail, workshops, community, offices) ÷ total floor area.—5
Publicly accessible areaArea freely open to the public (plazas, parks, roofs, ground-floor uses) ÷ site area.Grasshopper8
Social interaction indexObserved or estimated number of people using the public spaces of the project per day.—3

Case studies: Khrystyna Verbitska, Marek Nový, Natalie Žižková, Roshni Basu, Thomas Olsen

Stormwater and sealed surfaces on logistics sites

MetricHow it is calculatedToolsCase studies
Biotope area factorΣ(area of each surface type × its ecological weighting factor) ÷ total site area (Berlin BAF method).Grasshopper1
Function stacking indexΣ(area of each surface × number of functions it serves) ÷ total surface area (ground + roof + facade). Functions: logistics operation, stormwater handling, habitat, human amenity, energy.—5
Green roof coverageVegetated roof area ÷ total roof area × 100.Grasshopper3
Impervious surface ratioSealed (paved, built, roofed without retention) area ÷ total site area × 100. The permeable ratio is the complement.Grasshopper5
Parking capacityNumber of car/truck parking spaces (or parking area) provided, and their utilisation.—4
Stormwater retention volumeSum of the storage capacity of green roofs, swales, ponds and tanks; or design rainfall × area × (1 − runoff coefficient).—3
Stormwater runoff reduction(Runoff before − runoff after) ÷ runoff before. Runoff = runoff coefficient × design rainfall × area, summed over surface types.Rainflow-Sim4
Water reuse shareReused rain or grey water ÷ total water demand × 100.—4
Yard area per dockPaved manoeuvring and apron area ÷ number of docks; apron depth checked with vehicle swept-path analysis.AutoTURN1

Case studies: Adam Večeřa, Aycha Chambashala, Ece Yasar, Hynek Hrabík, Ilinca Maria Baciu, Marek Nový, Natalie Žižková

Truck flow and yard efficiency

MetricHow it is calculatedToolsCase studies
Dock turnaround timeTime from a truck’s arrival at the gate until departure (or until goods enter processing).—2
Number of docksDocks needed to handle a given throughput, from queueing or discrete-event simulation.—1
Truck throughputTrucks handled per hour (or day), counted in a simulation or from operational data.—2
Yard area per dockPaved manoeuvring and apron area ÷ number of docks; apron depth checked with vehicle swept-path analysis.AutoTURN1

Case studies: Adéla Berkovitz, Aycha Chambashala, Hynek Hrabík, Vladi Kostecki

Urban integration of logistics buildings

MetricHow it is calculatedToolsCase studies
Distance to housingDistance from noisy or hazardous logistics functions to the nearest residential building; or share of such functions outside a buffer zone.Geoportal Praha, Grasshopper3
Green-core anchoring of mixed usesBuilding entrances (or ground-floor frontage length) of all uses within a set walking distance (e.g. 100 m) of a shared green spine ÷ total entrances (or frontage length).—7
Jobs createdNumber of jobs (FTE) created on site, by function.—2
Mixed-use ratioFloor area of non-logistics uses (retail, workshops, community, offices) ÷ total floor area.—5
Noise levelNoise mapping (from municipal noise maps or simulation) at façades and outdoor spaces; reduction compared with the existing state.Geoportal Praha4
Public transport accessibilityWalking distance from the entrance to the nearest stops, or a score by transport mode (walk, bike, tram, bus, car).Geoportal Praha1
Publicly accessible areaArea freely open to the public (plazas, parks, roofs, ground-floor uses) ÷ site area.Grasshopper8
Social acceptanceResident and user survey, or qualitative assessment, of whether the logistics activity is perceived as a benefit rather than a nuisance.—2
Social interaction indexObserved or estimated number of people using the public spaces of the project per day.—3
WalkabilityWalk Score-type index, or a custom score of route continuity, crossings and destinations within walking distance.—3

Case studies: Adam Večeřa, Adéla Berkovitz, Amy Naprstek, Aycha Chambashala, Elsa Hauksdottir, Eva Kažukolovaitė, Ilinca Maria Baciu, Julia Godard Lombard, Julia Kopác, Khrystyna Verbitska, Lindsay Daphne Macuja, Marek Nový, Natalie Žižková, Roshni Basu, Sara Gani, Sara Sulollari, Vladi Kostecki

Visual impact and acceptance by neighbours

MetricHow it is calculatedToolsCase studies
Distance to housingDistance from noisy or hazardous logistics functions to the nearest residential building; or share of such functions outside a buffer zone.Geoportal Praha, Grasshopper3
Social acceptanceResident and user survey, or qualitative assessment, of whether the logistics activity is perceived as a benefit rather than a nuisance.—2
Visual impact on neighboursShare of the view from neighbouring windows obstructed by the building, or share of the built perimeter visually screened (by greenery or design).Jifto, Ladybug7

Case studies: Ece Yasar, Elsa Hauksdottir, Katrin Rybinskiy

Waste heat and cooling of data centres

MetricHow it is calculatedToolsCase studies
Carbon usage effectivenessTotal CO2 emissions caused by the facility’s energy use ÷ IT equipment energy.—1
Heat recovery radiusDistance within which recovered heat can be delivered usefully: available heat output vs. heat losses of the connecting network per metre.—1
Power usage effectivenessTotal facility energy ÷ energy used by the IT equipment. 1.0 would mean zero overhead for cooling and power distribution.—2
Waste heat recoveryHeat produced by IT or process load × recoverable share (e.g. 80 %), compared with the heat demand of nearby users.nPro2
Water consumptionMetered or estimated annual water use; for data centres often normalised per kWh of IT energy (WUE).—2
Wind conditionsWind rose from a weather file (EPW) or wind atlas: frequency of wind speeds per direction.Eddy3D, Jifto, Ladybug2

Case studies: Julia Godard Lombard, Katrin Rybinskiy, Robin Jesenský

Worker comfort and well-being

MetricHow it is calculatedToolsCase studies
Daylight autonomyShare of occupied hours in which a point reaches a target illuminance (e.g. 300 lux) from daylight alone, simulated with Radiance-based tools.Honeybee, Pollination2
Function stacking indexΣ(area of each surface × number of functions it serves) ÷ total surface area (ground + roof + facade). Functions: logistics operation, stormwater handling, habitat, human amenity, energy.—5
Indoor air qualityIndoor CO2 concentration as a proxy for ventilation quality; target e.g. below 900 ppm.—1
Natural ventilation potentialShare of floor area (or hours) that can be ventilated naturally, based on opening area, depth and climate.Butterfly1
Noise levelNoise mapping (from municipal noise maps or simulation) at façades and outdoor spaces; reduction compared with the existing state.Geoportal Praha4
Thermal comfortIndoor: Predicted Mean Vote (PMV) or adaptive comfort; outdoor: Universal Thermal Climate Index (UTCI), simulated from weather data.Eddy3D, Honeybee, Jifto, Ladybug, Pollination1
Worker safety incidentsRecorded incidents per year (or hazard zones per layout) in operational areas.—3
Worker well-beingPost-occupancy survey or checklist score of daylight, views, rest areas, greenery and facilities for workers.—4

Case studies: Eva Kažukolovaitė, Sara Gani