Water Infrastructure — Capability & Use-Case Intelligence (Light)
Capability & Use-Case Intelligence · Water Infrastructure

What asset management and digital engineering do on water infrastructure.

A use-case catalog organized by infrastructure class — distribution networks, sewers, treatment plants, dams, and stormwater systems. Each card names the application, what it runs on, and what it changes in operations.

AM — asset management capability DE — digital engineering capability Cross-cutting platform capability
CLASS · 01 Drinking Water Distribution

Buried pipe you can’t see, losing water you’ve already treated.

Distribution networks are the sector’s largest asset value and its blindest spot — much of the pipe is beyond design life, and non-revenue water routinely runs 20–40% in older systems. The use cases center on finding leaks, predicting breaks, and choosing which mains to replace.

Mains, valves, meters & pump stations

Trunk & distribution mains · DMAs · Service lines
DE · Predictive ML

Pipe failure prediction & main replacement targeting

Break history, pipe material and vintage, soil conditions, and pressure data modeled to score failure probability per segment — replacing worst-first-by-age with worst-first-by-risk in the renewal program.
Runs onBreak/repair history, pipe inventory (material, diameter, vintage), soil & pressure data
ChangesBreaks avoided per mile replaced doubled or better; renewal capital defensible to regulators
DE · Acoustic sensing

Acoustic leak detection & correlator networks

Fixed acoustic loggers and correlators on the network detecting and locating leaks by their noise signature — finding the background leakage that never surfaces and pinpointing it for repair crews.
Runs onAcoustic loggers/hydrophones, night-flow data, DMA topology
ChangesNon-revenue water cut; leaks fixed before they become main breaks and sinkholes
DE · Network analytics

DMA night-flow & smart meter leakage analytics

District metered area flow balancing and AMI consumption data isolating which zones are losing water — separating real losses from apparent losses (meter under-registration, theft) so each gets the right fix.
Runs onDMA flow meters, AMI/smart meter data, billing records, minimum night flow analysis
ChangesLeakage teams dispatched to the worst zones first; apparent losses recovered as revenue
DE · Twin

Hydraulic network twin & pressure management

A calibrated hydraulic model running against live SCADA to optimize pressure zones — every meter of excess pressure removed cuts both leakage and break rates, the cheapest leakage intervention available.
Runs onHydraulic model, SCADA pressure/flow, PRV settings, elevation data
ChangesLeakage and break frequency down from pressure optimization alone; energy for pumping cut
AM · Integrity

Large-diameter trunk main condition assessment

Electromagnetic, acoustic, and robotic inspection of critical transmission mains (PCCP wire breaks, metallic wall loss) — the pipes whose failure floods neighborhoods and cannot simply be dug up on suspicion.
Runs onIn-pipe electromagnetic/acoustic tools, PCCP wire-break monitoring, design records
ChangesCatastrophic trunk failures pre-empted; repairs targeted to distressed segments only
AM · Compliance

Service line inventory & lead replacement programs

Records research, predictive modeling, and field verification building the service-line material inventory and sequencing lead replacement — a regulatory mandate that is fundamentally an asset-data problem.
Runs onTap records, parcel/era data, ML material prediction, field verification results
ChangesCompliance deadlines met with fewer exploratory digs; replacement crews sequenced efficiently
CLASS · 02 Wastewater Collection

Gravity networks fail slowly, then all at once — usually into a river or a basement.

Sewer systems degrade by corrosion, root intrusion, and blockage, and their failures are public: overflows, backups, and collapses. Use cases center on seeing inside the pipe and predicting where trouble forms.

Sewers, manholes & lift stations

Gravity mains · Force mains · Pump/lift stations
DE · Inspection AI

AI-coded CCTV sewer inspection

Machine vision applied to CCTV crawler footage detecting and grading cracks, roots, infiltration, and deposits to standard coding schemes — removing the human coding bottleneck and inconsistency that limits inspection programs.
Runs onCCTV footage, defect coding standards (PACP/WRc), pipe asset records
ChangesInspection throughput multiplied; condition grades consistent across contractors
DE · Predictive ML

Blockage & overflow prediction

Level sensors in high-risk manholes plus blockage history and rainfall data predicting where fat/rag accumulations and capacity problems will cause spills — dispatching jetting crews ahead of the overflow.
Runs onManhole level sensors, blockage/complaint history, rainfall data, FOG source registers
ChangesSewer overflows (and their fines and headlines) cut; cleaning moved from cyclic to targeted
AM · Renewal

Sewer condition-based rehabilitation planning

Condition grades, criticality (depth, location, consequence), and deterioration curves sequencing the lining and replacement program — choosing between trenchless rehab and dig-up per segment.
Runs onCCTV condition grades, criticality scoring, rehab unit costs, deterioration models
ChangesCollapse-risk segments intercepted; rehab budget stretched via trenchless-first targeting
DE · Analytics

Infiltration & inflow (I/I) source isolation

Flow monitoring during dry and wet weather isolating which catchments admit the most groundwater and stormwater — targeting sealing and lateral programs where they remove the most flow from treatment.
Runs onTemporary/permanent flow monitors, rainfall correlation, smoke/dye test results
ChangesTreatment and pumping costs cut; wet-weather overflow frequency reduced at the source
DE · Predictive ML

Lift station pump health analytics

Pump run-time, current draw, and vibration data across hundreds of unmanned stations predicting ragging, wear, and impending failures — the assets whose failure backs sewage into homes.
Runs onStation SCADA/telemetry, pump curves, run-time & current signatures
ChangesStation failures and emergency callouts down; pump overhauls scheduled on condition
AM · Integrity

Force main & siphon integrity programs

Condition assessment on pressurized sewer mains — the highest-consequence, least-inspected pipes in the system, where failure means an immediate large-volume spill with no gravity fallback.
Runs onAcoustic/electromagnetic inspection, transient pressure monitoring, air-valve surveys
ChangesForce-main ruptures pre-empted; inspection prioritized by consequence modeling
CLASS · 03 Treatment Plants

Process plants with a permit — where chemistry, energy, and equipment meet.

Water and wastewater treatment plants combine rotating equipment, process control, and continuous compliance obligations. Use cases mirror industrial process plants, tuned to permit limits and energy intensity.

Water & wastewater treatment works

Clarifiers · Aeration · Digesters · Dosing · Pumping
DE · Process optimization

Aeration control optimization

Ammonia-based and model-predictive control of blowers and aeration — the single largest energy load in wastewater treatment, routinely over-aerated by default control strategies.
Runs onDO/ammonia sensors, blower telemetry, process models, load forecasts
ChangesAeration energy cut 15–30% typical; permit compliance held through load swings
DE · Predictive ML

Pump, blower & rotating equipment health analytics

Vibration, current, and performance-curve monitoring across the plant’s pumps, blowers, and centrifuges — the same condition-monitoring stack as any process plant, aimed at permit-critical equipment first.
Runs onVibration/current sensors, SCADA, pump & blower curves, maintenance history
ChangesPermit-risking equipment failures pre-empted; maintenance moved into planned windows
DE · Soft sensing

Water-quality soft sensors & dosing optimization

ML models inferring hard-to-measure quality parameters from cheap surrogates, optimizing coagulant and chemical dosing against raw-water variability — cutting chemical spend while protecting finished quality.
Runs onOnline quality instruments, lab results, dosing pump data, raw water monitoring
ChangesChemical costs down; quality excursions caught before they reach the network
AM · Lifecycle

Plant asset criticality & renewal programming

Criticality analysis across process trains identifying single points of failure and sequencing the renewal of assets installed in the same decade and now aging out together.
Runs onAsset register & condition data, process criticality models, redundancy analysis
ChangesRenewal bow-wave smoothed across budget cycles; single-point failures given redundancy first
AM · Compliance

Permit compliance & event forensics

Continuous monitoring data structured into compliance evidence, with excursion forensics linking permit events to their equipment or process cause — the record that stands up to the regulator.
Runs onCompliance monitoring data, event logs, LIMS integration, permit registers
ChangesViolations and penalties reduced; root causes fixed rather than re-reported
DE · Twin

Plant digital twin for upgrades & operator training

Process and 3D models of the works used to design capacity upgrades within live plants, rehearse shutdown sequences, and train operators on scenarios too risky to practice on the real process.
Runs onProcess simulation models, laser-scan/BIM capture, control system emulation
ChangesUpgrade tie-ins de-risked; operator competence built off-line
CLASS · 04 Dams, Reservoirs & Conveyance

The highest-consequence assets in the sector — monitored for movement measured in millimeters.

Dams and large conveyance fail rarely but catastrophically. The discipline is continuous surveillance: knowing that seepage, deformation, and structures are behaving as designed, decades after design.

Dams, spillways, tunnels & aqueducts

Embankment & concrete dams · Gates · Raw water conveyance
DE · Monitoring

Automated dam safety instrumentation & anomaly detection

Piezometers, seepage weirs, inclinometers, and crack meters streamed and trended against expected-behavior envelopes — replacing monthly manual readings with continuous surveillance and automatic anomaly flags.
Runs onGeotechnical instrumentation (ADAS), reservoir level, rainfall, behavior baselines
ChangesDeveloping failure modes flagged in days not months; surveillance evidence continuous
DE · Remote sensing

InSAR & drone deformation surveys

Satellite InSAR time series and repeat drone photogrammetry measuring millimeter-scale movement across the dam body, abutments, and reservoir rim — full-structure coverage between instrumented points.
Runs onInSAR time series, UAV photogrammetry, survey monument history
ChangesMovement detected outside instrumented sections; survey costs cut at portfolio scale
AM · Risk

Portfolio risk-informed dam safety programs

Failure-mode analysis and consequence modeling ranking investigation and remediation across a portfolio of aging dams — directing limited dam-safety budgets at the highest risk-reduction per dollar.
Runs onPFMA outputs, inundation/consequence models, condition assessments, cost estimates
ChangesRemediation sequenced by quantified risk; regulator and board confidence evidenced
AM · Mechanical

Spillway gate & valve reliability programs

Condition assessment, exercise testing, and obsolescence management on gates, hoists, and large valves — equipment that must work on demand during the flood it has waited decades for.
Runs onExercise test records, NDT on structures & wire ropes, spares/obsolescence registers
ChangesOn-demand gate failure risk cut; rehabilitation planned before obsolescence forces it
DE · Inspection tech

Tunnel, aqueduct & large conveyance inspection

ROV, sonar, and LiDAR inspection of raw-water tunnels and aqueducts — often inspectable only during rare outages, making each entry a data-capture event that must feed years of decisions.
Runs onROV/sonar/LiDAR capture, historical inspection comparison, structural models
ChangesOutage windows fully exploited; lining deterioration tracked quantitatively between entries
DE · Forecasting

Reservoir operations & inflow forecasting

Hydrological forecasts and optimization models balancing supply security, flood control, and environmental releases — increasingly stressed by climate volatility beyond the historical record the rules were written on.
Runs onHydromet networks, inflow forecast models, demand forecasts, operating rules
ChangesSupply reliability held through droughts; pre-releases timed ahead of flood inflows
CLASS · 05 Stormwater & Flood Systems

Designed for yesterday’s storms, operating in today’s.

Urban drainage, levees, and pump stations face rainfall intensities beyond their design basis. Use cases combine real-time control of what exists with evidence for what must be rebuilt.

Urban drainage, levees & flood defenses

Storm networks · Detention · Levees · Flood gates & pumps
DE · Real-time control

Real-time control of storage & combined sewer systems

Rainfall nowcasts and network level sensors dynamically operating gates, weirs, and storage to use the whole system’s capacity during storms — cutting combined sewer overflows without building new tanks.
Runs onRadar rainfall nowcasts, level/flow sensors, actuated gates, hydraulic model in the loop
ChangesOverflow volumes cut double digits from existing assets; storage capital deferred
DE · Flood intelligence

Flood forecasting & drainage twin

Coupled rainfall-runoff and network models forecasting street-level flooding hours ahead — driving crew pre-positioning, gate operations, and public warnings from the same model used for capital planning.
Runs onForecast rainfall, 1D/2D drainage models, telemetry calibration, GIS terrain
ChangesFlood response pre-emptive rather than reactive; capital schemes tested against real events
AM · Levees

Levee & embankment integrity programs

Geophysical survey, vegetation and burrow inspection, InSAR settlement tracking, and seepage monitoring across levee miles — building the risk-ranked remediation case for systems certified decades ago.
Runs onGeophysics, LiDAR & InSAR, inspection records, seepage instrumentation
ChangesWeak reaches found before the flood does; certification and accreditation evidence built
AM · Readiness

Flood gate & pump station readiness assurance

Exercise testing, condition monitoring, and standby power assurance on flood barriers and storm pump stations — on-demand assets whose only acceptable failure rate during an event is zero.
Runs onTest & exercise records, pump condition data, genset readiness telemetry
ChangesEvent-time failures cut; readiness evidenced to insurers and emergency planners
AM · Adaptation

Climate exposure & adaptation capital planning

Updated rainfall statistics and sea-level scenarios run against the existing asset base to quantify the adaptation gap — the evidence base for resilience funding and design-standard updates.
Runs onClimate projections, asset design-basis registers, hydraulic models, damage curves
ChangesAdaptation investment ranked by risk reduced; funding cases quantified and defensible
DE · Inspection tech

Culvert & outfall condition capture

Crawler, sonar, and drone inspection of the culverts and outfalls that fail invisibly under roads and railways — assets frequently missing from registers entirely until they collapse.
Runs onCCTV/sonar/UAV capture, GIS reconciliation, condition grading
ChangesUnknown assets registered and graded; collapse-driven road closures pre-empted
PLATFORM · 06 Cross-Cutting Capabilities

The layer underneath every use case above.

Four platform capabilities determine whether the asset-class use cases scale beyond pilots. Weakness here is the usual reason individual use cases stall.

Platform · P-01

Asset register & GIS data foundation

A single trusted inventory of buried and above-ground assets — location, material, vintage, condition history — with the hydraulic model and GIS kept in sync. Every analytics use case inherits its quality ceiling here.

Applies to: every use case in this catalog; the first investment when records live in paper archives, tribal knowledge, and mismatched GIS layers.
Platform · P-02

SCADA/telemetry integration & historians

Governed collection from plant SCADA, network sensors, AMI, and rainfall systems into analytics environments — contextualized to asset and location rather than raw tag streams.

Applies to: all monitoring, predictive, and real-time-control use cases; the usual bottleneck between one pilot DMA and the whole network.
Platform · P-03

OT cybersecurity for water systems

Segmentation, monitoring, and integration governance for treatment and network control systems — a sector with documented intrusion attempts, where a compromised dosing controller is a public-health event.

Applies to: any use case touching SCADA, PLCs, or dosing/pumping control; non-negotiable as remote sites and sensors are connected.
Platform · P-04

Decision-support / EAM integration layer

Where condition data, models, and risk logic converge into work orders, renewal programs, and regulatory submissions inside the EAM/works-management stack.

Applies to: converting every detection use case into scheduled, costed intervention — the last mile that realizes the value.
MAP · 07 Capability × Infrastructure Matrix

Where each capability is core, growing, or emerging.

A scoping aid: read down a column for one infrastructure class’s use-case stack; read across a row to see where a capability investment reuses.

CapabilityDistributionWastewaterTreatmentDams & ConveyanceStormwater
Acoustic / leak & blockage sensing
Predictive ML on assets
Hydraulic / process digital twin
In-pipe / robotic inspection
Satellite sensing (InSAR / imagery)
Real-time control & optimization
Risk-based renewal / rehab planning
Geotechnical instrumentation & ADAS
Smart metering / AMI analytics
Records digitization & as-built capture
Core — established, widely deployed Growing — scaling from early adopters Emerging — pilots and niche deployment

Scoping which use cases fit your system?

The right starting set depends on your asset mix, data maturity, and regulatory pressures — most utilities start with 2–3 use cases on their highest-consequence asset class.

Maturity ratings and characterizations (including non-revenue water and energy-saving ranges) are directional industry observations for orientation, not audited market data. Validate against current vendor landscapes and your own operating context before investment planning.

SECTOR INTEL / WATER INFRA — USE-CASE CATALOG REV. 2026.07