Review. Optimise. Perform.

∞ → 1

Optimise the physics.

Real-time intelligence for centralised chilled-water plants.

Measure the plant. Model the operating space. Admit the best safe state.

x(t) measured stateu candidateJ(u) whole-plant objectiveg(x,u) constraintsu* admitted∞ → 1wrote = false until admit
SYSTEM

The plant is not a collection of machines. It is a system.

Chillers, chilled-water pumps, condenser-water pumps, cooling towers, building load, weather and controls are one coupled system. vChill optimises the whole plant, not isolated equipment.

A handsome chiller kW/RT with the towers wide open and the CHW pumps on the wrong side of the curve is not optimisation. It is component vanity.

The physics only pays whole-plant.

SIMULATED DEMO PLANT A

CHILLED WATERCONDENSER WATERCH-1RUN310 kWCH-2RUN298 kWCH-3OFF0.0 kWCT-1RUN22.0 kWCT-2RUN21.8 kWCT-3OFF0.0 kWCT-4OFFLINE—LOAD1,420 RTPLANT782 kWEFFICIENCY0.551 kW/RTCHWS6.2 °CAPPROACH3.1 KMODESUPERVISEDSimulated Demo Plant A values · optimiser candidate −38 kW · evidence package ready
REVIEW

Review.

Know the plant before you touch it.

Connect → Measure → Understand

  1. 01
    Connect

    PLC, BMS, SCADA, meters, sensors, historian.

  2. 02
    Measure

    High-frequency physical telemetry, with quality on every point.

  3. 03
    Understand

    Plant state, whole-plant kW/RT, load, anomalies, diagnostics.

Measurement is not passive. It is the beginning of control. An uninstrumented plant and a measured plant are not operationally equivalent. Once operators or algorithms act on measured performance, instrumentation has entered the feedback loop. Shadow Mode lets vChill evaluate what it would do before it is permitted to write.

SCHRÖDINGER’S CHILLER

OFFLINE is not OFF.

Missing is a state of knowledge. It is not a value.

EQSTATEPOWER
CT-1RUN22.0 kW
CT-2RUN21.8 kW
CT-3OFF0.0 kW
CT-4OFFLINE—
  • Measured — a valid sample. Zero can be a measurement.
  • Derived — computed from measured inputs, with the equation visible.
  • Estimated — labelled, never presented as measured.
  • Stale / offline / invalid — shown as state. Never substituted with 0.
  • Know what is measured. Know what is inferred. Know what is missing.

The same surface the operator uses. Simulated Demo Plant A. CT-4 is offline — power is —, not 0.0 kW.

CHILLED WATER SUPPLY →← CHILLED WATER RETURNCONDENSER WATERCH-1RUN310.0 kW72%PCHW-1RUN18.0 kW74%CH-2RUN298.0 kW68%PCHW-2RUN17.0 kW71%CH-3OFF0.0 kWPCHW-3OFF0.0 kW0%Building load1420 RTCHWS 6.2 °CCHWR 12.4 °CΔT 6.2 K215 L/sPCDW-1RUN22.0 kWPCDW-2RUN21.0 kWPCDW-3OFF0.0 kWCT-1RUN22.0 kWCT-2RUN21.8 kWCT-3OFF0.0 kWCT-4OFFLINEPower —Last 10:42:18Condenser waterCWS 29.3 °CCWR 34.1 °CApproach 3.1 KWeatherWB 26.2 °CDB 31.0 °C782 kW · 0.551 kW/RT · vchill
OPTIMISE

Optimise.

Search the operating space.

Predict → Optimise → Control

  1. 04
    Predict

    Expected whole-plant response under alternative states.

  2. 05
    Optimise

    Search the constrained operating space. Select a whole-plant state.

  3. 06
    Control

    Supervisory writes only where authorised, through the Safety Gate.

vChill combines deterministic engineering, a digital twin, statistical models and a constrained optimiser. Optional advanced learners are plug-ins. The optimiser does not bypass engineering constraints. Autonomous control is never the default.

Prove the model before it touches the plant.

OBSERVE → LEARN → SHADOW → ADVISE → SUPERVISED → AUTONOMOUS

Multiple candidate control actions can be evaluated against live telemetry while the plant remains under native control. A shadow strategy proposes a state, records predicted versus actual kW, and does not write. In Shadow Mode, wrote = false.

Simulated traces for illustration. Shadow evaluations in the product set wrote = false.

Only admissible states cross the Safety Gate.

Sensor quality, equipment limits, service requirements, authorisation, operating envelope, communications health, and fallback. vChill is a supervisory layer. It never replaces OEM protections, safety PLCs, or hardwired interlocks. Return to native BMS/PLC control is always explicit.

Native BMS/PLCvChill supervisorySafety GateOperatorFallback
PERFORM

Perform.

Measure what resulted.

Quantify → Evidence

  1. 07
    Quantify

    Actual versus expected energy use, with uncertainty.

  2. 08
    Evidence

    Traceable record of what changed and what resulted.

Performance is physical. Value is economic.

ENGINEERING
kW/RT
0.551
Load
1,420 RT
Plant
782 kW
CHWS
6.2 °C
Approach
3.1 K
ECONOMICS
Cost / h
$297.16
If load holds, day
$7,132
Tariff
38 c/kWh assumed
Avoided kWh
interrogated, not minted

vChill quantifies operational performance in engineering terms and translates it into energy and cost consequences. It does not operate conservation registries or issue certificates.

Every result has a chain of evidence.

  1. 14:20:03Plant state captured
  2. 14:20:04Recommendation generated
  3. 14:20:05Safety Gate passed
  4. 14:20:20Operator approved
  5. 14:20:21Setpoint changed
  6. 14:26:00Plant response measured
  7. 14:40:00Performance quantified

Source telemetry, model version, approval, control action, measured response, baseline, uncertainty, and a SHA-256 evidence package. Tamper-evident application provenance — not a blockchain.

PHYSICS

Electrical input. Cooling delivered. Heat rejected.

Simulated Demo Plant A. Condenser heat rejection is approximately evaporator load plus compressor work; auxiliaries treated separately.

Cooling load
1,420 RT
≈ thermal
4.99 MW
Chiller power
608 kW
Auxiliary
174 kW
Plant power
782 kW
Qₑ + W
5.60 MW
kW/RT
0.551
Approach
3.1 K
Electrical input782 kW plantCompressor work W608 kW chillersAuxiliaries174 kW pumps + towersCooling delivered Qₑ1,420 RT · 4.99 MW thermalCondenser rejection Q_c ≈ Qₑ + W5.60 MW toward the wet-bulb sink

Performance you can interrogate.

Simulated baseline vs actual with an intervention after 14:20. Uncertainty shown as a band, not false precision.

The dashboard is not the product.

The product is the intelligence beneath it: plant connectivity, engineering models, optimisation, control logic, diagnostics, and evidence.

Edge. Engine. Cloud. Operator.

Edge

Connect to plant systems. Survive WAN loss. Enforce local safety.

Engine

Calculate, diagnose, twin, optimise. Versioned, replaceable strategies.

Cloud

Historian, fleet permissions, evidence, licensing.

Operator

HMI, alarms, decisions, supervisory control.

Built from real plant experience.

vChill has evolved through chilled-water optimisation work and live plant data, not laboratory-only simulation. Historical project data is available inside the platform for replay and analysis. Public client logos and savings percentages are not shown here.

∞ → 1

Why we open on a singularity.

A centralised chilled-water plant is a coupled thermodynamic system and a control search. Cooling is delivered as Q = ṁ cp ΔT. That load, together with compressor work, is ultimately rejected through the condenser loop toward the wet-bulb sink. Staging, CHWS, condenser-water temperature, flow, differential pressure and tower speed create a vast constrained operating space too large for fixed sequencing to explore intelligently.

At any instant the plant occupies one operating point. That is occupancy, not knowledge. Unmeasured coordinates remain uncertain. Candidate writes remain many. ∞ → 1 describes the collapse of the control search, not a claim that the plant was ever physically in several states at once.

Most control wanders. A handsome chiller kW/RT with the towers wide open and the CHW pumps on the wrong side of the curve is not optimisation. It is component vanity. The physics only pays whole-plant.

Call the unmeasured machine Schrödinger’s chiller. OFFLINE is not OFF. Writing 0 kW into an empty measurement is not measurement. It is a fiction that makes the spreadsheet consistent and the optimiser dangerous. The box stays closed until a sensor opens it. Missing is a state of knowledge. It is not a value.

Measurement is not passive. It is the beginning of control. Once operators or algorithms respond to measured performance, instrumentation has entered the feedback loop. Shadow Mode lets vChill calculate candidate actions before it is permitted to write.

vChill is informationally negentropic. Measurement reduces uncertainty. The plant model removes implausible states. Constraints remove inadmissible states. The Safety Gate removes unsafe states. The second law remains untouched. We do not defeat entropy. We stop adding operational disorder.

Infinity is the search. Measurement, model, constraints and authority reduce the candidate set toward one admitted control action: minimise whole-plant energy while maintaining service.

That is the singularity.

We use the language of physics because the plant is already doing the physics.

x(t)      measured plant state
u         candidate control action
J(u)      total plant energy objective
g(x,u)    operating + safety constraints
u*        admitted optimum

min_u J(u)
s.t.  Q delivered
      T_CHWS within service band
      quality != missing
      SafetyGate(x,u) = pass
      authorisation = true

∞ candidates → one admissible u*
FOR ENGINEERS
Simulated · implementedREST · implementedCSV · implementedBACnet · architectedModbus · architectedOPC UA · architectedMQTT · architectedHistorian · architectedTimescale · implementedRBAC · implementedEdge · implementedAudit · implementedM&V evidence · implementedAPI · implemented

Review. Optimise. Perform.

Start with the plant.

Review the plant. Optimise the state. Prove the performance.

Visible mailbox: hello@vchill.io. Form deliveries go to info@vchill.io.