WaiMAP - Spatial Intelligence Industry Solutions

Industry Solutions

Five sectors on one spatial intelligence platform — Energy, Construction, Real Estate, Logistics and Observations & Monitoring — and the engineering modules behind them by discipline.

Energy & Grid

Resource, yield, layout, grid connection, cost and finance for renewable plants, storage and the lines that connect them.

Solar PV

Hourly yield, design and finance of fixed-tilt and tracker plants, from the typical year to the PVsyst hand-over.

ModuleWhat it doesStandards / methodsOutputsValidation
Solar yield, layout & cablingHourly PV simulation (fixed / tracker, bifacial), PVsyst-order loss diagram, IEC 61724-1 PR, P50–P99; automatic stringing, inverter matching (10 generic types + SAM / CEC import), fuses, combiners, DC cable sizing; terrain per block with slope-aware backtracking, pile reveal and grading; layout, DC / LV / MV cabling, block SLD, BoQNOAA sun position, Perez, Faiman, ASHRAE IAM, infinite-sheds view factors, Martinez electrical shading, Sandia inverter, IEC 62548-1; IEA PVPS uncertaintyReport with electrical design, loss diagram, PR, terrain & trackers, bifacial sections; Excel, DXF, PVsyst hand-over (meteo, horizon, parameter sheet), SAM TMY+2.0 % vs a commercial yield assessment; −1.8 to −3.3 % vs NREL PySAM / pvlib; rear gain, clipping and backtracking match pvlib / PySAM (independent check)
Parcel, land → capacity, site comparisonBuildable area from zoning inputs; MWp / turbines that fit; side-by-side site scoresPlanning rules, PVGIS, ERA5Report, Excel—

Battery storage (BESS)

Market dispatch, revenue stack, degradation, layout, BoQ, finance and economic analysis of battery storage.

ModuleWhat it doesStandards / methodsOutputsValidation
BESSHourly dispatch on market prices, revenue stack, degradation and augmentation, BoQ, finance, LCOS, economics, delivery modelsDynamic programming on state of charge; World Bank economic method; NFPA 855 layout19-section report, ExcelAnalytic arbitrage reproduced; 0.35 % below the PyPSA LP optimum

Wind

Wind resource from long-term reanalysis or your own mast data, turbines, wakes, yield and finance.

ModuleWhat it doesStandards / methodsOutputsValidation
Wind yieldERA5 10-year hourly wind or met mast / LiDAR data with QC and MCP long-term correction, shear, density, layout optimisation and turbine-count study, wakes, losses, uncertainty and P50–P99, turbine comparisonMCP (regression + residual noise, variance ratio, Weibull scaling), IEC 61400-12-1 density correction, Jensen / Park and Bastankhah Gaussian wakes, lattice + random-search layout17–21-section report, Excel+5 % vs a published turbine yield; net AEP = PyWake within 0.004 % (Jensen) and 0.02 % (Gaussian) (independent check)

Transmission & grid

Grid connection options, least-cost routes, line mechanics, substations, electrical studies and HVDC.

ModuleWhat it doesStandards / methodsOutputsValidation
Grid connection capacityNearest network, published hosting capacity and queues, grid score, options A nearest / B capacity / C fastestOSM power network, published operator data (estimated where none)Map, report section—
Electrical studiesLoad flow, short circuit, N-1, cable sizing, transformer loading / ageing, P-Q capability, grid code, STATCOM sizingIEC 60909-0, IEC 60502-2 / 60364-5-52 style ampacity, IEC 60076-712-section report, Excel, SLDpandapower: identical Ik″; voltages = pandapower / PyPSA
Line routing & mechanicsLeast-cost route with 3 alternatives; weather cases; sag-tension; ampacity; clearance along the profile; tower spotting, classes, loads, quantities; optimum spotting by dynamic programming (tower heights and positions, weight / wind span and uplift limits, angle points, no-tower zones, ruling-span iteration) vs simple spotting; LiDAR clearances to ground, vegetation (growth allowance), buildings and crossings at maximum temperature and in blowoutIEC 60826 / EN 50341-style cases, state-change equation, IEEE 738 / CIGRE TB 601, CIGRE TB 273; dynamic programming (Bellman; Mitra & Wolfenden)15-section report, Excel (structure list, violations), profile with point-cloud strip, PFL-style / XYZ survey text, staking table, DXF plan & profileExact catenary: 8.530 m; independent Python sag-tension within 0.06 %; linerate IEEE 738 within 0.03 %; DP = exhaustive search
Transmission line and cable dossiersTower-by-tower and kilometre-by-kilometre engineering dossiers, HVDC vs ACCountry clearance rules, typical tower families, VSC / LCC configurations100+ page PDF, coordinate Excel—
Substation estimatorHV / MV configuration → bays and cells → SLD → BoQ, CAPEX, land, programmeGIS / AIS, busbar schemes, cost split from reference projects8-section report, ExcelAwarded tender: 53.7 vs 53 k USD/MVA
Grid twinComputable grid model of the plant connection with scenariosAC Newton–Raphson load flowReport section—

Engineering & Optimisation

Optimisers that work on the project you already have: routes, tower positions, earth movement, platform levels, plant design and storage size — and a project workspace that keeps every analysis, re-evaluates it with new assumptions and compares the results.

ModuleWhat it doesStandards / methodsOutputsValidation
Corridor routingA → B least-cost path for overhead lines and pipelines, alternativesA* on a cost surface (slope, settlements, water, protected areas, crossings)Route options, KML / GeoJSON—
Line routing & mechanicsLeast-cost route with 3 alternatives; weather cases; sag-tension; ampacity; clearance along the profile; tower spotting, classes, loads, quantities; optimum spotting by dynamic programming (tower heights and positions, weight / wind span and uplift limits, angle points, no-tower zones, ruling-span iteration) vs simple spotting; LiDAR clearances to ground, vegetation (growth allowance), buildings and crossings at maximum temperature and in blowoutIEC 60826 / EN 50341-style cases, state-change equation, IEEE 738 / CIGRE TB 601, CIGRE TB 273; dynamic programming (Bellman; Mitra & Wolfenden)15-section report, Excel (structure list, violations), profile with point-cloud strip, PFL-style / XYZ survey text, staking table, DXF plan & profileExact catenary: 8.530 m; independent Python sag-tension within 0.06 %; linerate IEEE 738 within 0.03 %; DP = exhaustive search
Mass haul optimisationOptimal earth movement between cut, fill, borrow and spoil; fleet, duration, fuel, CO₂Transportation problem (successive shortest path, Vogel + MODI), Brückner diagram10-section report, Excel, map arrowsSame optimum as OR-Tools
Terrain Design StudioPlatform level alternatives A–D, batters, retaining walls, swell / shrink, haul, costCut / fill on a grid, batter slope by soil and rock class14-section report, Excel—
Energy hubPV + wind + BESS + electrolyser + H₂ store + backup for data-centre, industry or H₂ demand; hourly dispatch and sizingHourly dispatch over 8,760 h, grid search + refinement, LCOE / LCOH9-section report, Excel—
Project workspaceEvery save and re-evaluation of a project kept as an analysis record (date, version and build, inputs fingerprint, key results); re-evaluate with new costs, prices, FX, escalation, equipment or capacity, or add a BESS; compare any two analyses; updated report and Excel comparisonHeadless re-run of the BESS, substation, hydropower, electrical and finance engines; other modules re-run manually, opened pre-filledUpdated project report (PDF, PowerPoint, HTML), Excel comparisonUnit tests (history, comparison, re-evaluation)

Construction & Infrastructure

Terrain, ground, drainage, water, quantities and progress for civil and infrastructure works.

ModuleWhat it doesStandards / methodsOutputsValidation
Ground model & excavatabilityGeology + soil + boreholes → rock-head, fresh rock, groundwater; excavation classes, equipment, duration; borehole planMacrostrat, SoilGrids, rippability by P-wave velocity bands, IDW to boreholes13-section report, Excel, map—
Hazards along routes and at sitesPer tower / pipeline point: ground class, seismic site class, fault, earthquake, liquefaction, landslide, flood, wind, ice, frost levels; foundation type; relocate proposalsGlobal DEM, OSM, active-fault data, USGS, ERA5 extremes, SoilGrids, GloFAS; Vs30 from slope (EC8)Report sections, map—
Terrain hydrology & site drainageFill, D8, accumulation, streams, Strahler, catchments, TWI, ponding; design flows; ditches, pipes, detentionPriority-flood, Kirpich / SCS lag, rational method, IDF, Manning12-section report, Excel, map layersHand checks (unit test)
Water & fire-water networksNetwork hydraulics with pumps, valves, tanks, 24-h simulation; pipe, pump and tank sizing; fire main, hydrants, fire pumpsGlobal Gradient Algorithm, Hazen-Williams / Darcy-Weisbach, NFPA 24 / 13 / 850 / 85512-section report, Excel, mapEPANET 2.2: max 0.0003 m
Storm sewersSub-catchments, pipe sizing, inverts from terrain, HGL, design storm, routingRational method, Manning, Chicago / alternating-block storm, kinematic routingReport section, ExcelSWMM 5: 862 vs 860 L/s
Point cloud & surveyOutlier removal, ground classification, DTM / DSM / nDSM, accuracy QA, stockpile and progress volumesSimple Morphological Filter, IDW, NSSDA10-section report, Excel, GeoTIFF, LASGround recall 99.98 %, RMSE 0.07 m
Progress and paymentsWeighted progress, actual vs planned S-curve; interim payment certificates with retention and price adjustmentEarned progress from the BoQExcel, PDF—
BoQ, programme and budgetQuantity take-off by project type, priced BoQ, estimate class, escalation, contingency, budget vs actualsEstimate classes 5 / 4 / 3 with accuracy ranges, earned value (CPI, EAC)Excel, report sections—
LogisticsTruck routes with height / weight limits, abnormal-load checks, trip conditions with hourly weatherValhalla routing, OSM restrictions, curve radii and gradesGPX / KML / GeoJSON / CSV—

Study level: concept, feasibility and early design. Detailed design stays with your design tools — see scope and limits. Every module and its validation: capability matrix, validation report.