AZ

AI Predictions & Forecasting

KKIA · simulated demand, congestion, waiting-time and resource forecasts from shared touchpoints

SIMULATED FORECASTDemo14:20 → 15:20

SIMULATED FORECASTS — deterministic demo projections of the shared simulated demand profile. No AI model, AMP/AODB or live integration is connected; recommendations are not RAC-approved.

Predicted passenger demand
11,392
in terminals · now 11,800
Overall terminal congestion (avg density)
48.7%
Normal
Forecast avg wait (passenger-weighted)
8.5 min
now 8.7 min
High-risk operational zones
15
of 84 zones
Predicted resource utilization
70.6%
Forecast confidence
74%
Simulated indicator

Overall band = average of all zones in scope. Individual touchpoint risks and recommended actions are listed separately below.

Method: demand factor = simulated hourly profile interpolated to the horizon ÷ value at the snapshot; applied to each shared touchpoint (throughput, queue, waiting time, density). Open resources are held constant and never changed automatically. Average waiting time is passenger-weighted by throughput (same method as Command Center, QMS and Analytics). The overall congestion band averages all zones in scope, so it can be Normal while individual touchpoints below carry risks; a recommendation is listed only when its touchpoint has a high forecast wait vs SLA, high density, or near-full utilisation backed by a wait of at least 80% of SLA.

Passenger demand: observed vs forecast

Solid = simulated observations up to the snapshot · dashed = simulated forecast. Neither is a real measurement.

Demand by horizon

Expected peak: 14:20 · SIMULATED FORECAST

Congestion prediction

Illustrative demo layout — not official KKIA architecture. Colours show predicted density at the selected horizon.

Operational zoneCurrent congestionPredicted congestionExpected peakRisk levelOperational alerts
T4 · Check-in
93%89.8%14:20Critical
A-2041NewA-2039New
T4 · Security screening
84%81.1%14:20High
A-2040New
T1 · Departure passport
74%71.4%14:20High
T1 · Transfer passport
74%71.4%14:20High
T3 · Transfer customs
74%71.4%14:20High
T3 · Transit security
74%71.4%14:20High
T4 · Transfer security
74%71.4%14:20High
T4 · Bank & Money Exchange
74%71.4%14:20High
T5 · Bus gates
74%71.4%14:20High
T5 · Car rental
74%71.4%14:20High
T1 · Transfer customs
67%64.7%14:20Warning
T1 · Transit security
67%64.7%14:20Warning
T3 · Transfer security
67%64.7%14:20Warning
T3 · Bank & Money Exchange
67%64.7%14:20Warning
T4 · Bus gates
67%64.7%14:20Warning
T4 · Car rental
67%64.7%14:20Warning
T5 · Customs
67%64.7%14:20Warning
T5 · Lost baggage counter
67%64.7%14:20Warning
T1 · Arrival immigration
66%63.7%14:20Warning
A-2028New
T4 · Departure passport
62%59.9%14:20Warning
T5 · Boarding gates
62%59.9%14:20Warning
A-2034New
T1 · Check-in
61%58.9%14:20Warning
T1 · Transfer security
60%57.9%14:20Warning
T1 · Bank & Money Exchange
60%57.9%14:20Warning
T3 · Bus gates
60%57.9%14:20Warning
T3 · Car rental
60%57.9%14:20Warning
T4 · Customs
60%57.9%14:20Warning
T4 · Lost baggage counter
60%57.9%14:20Warning
T5 · I-validate gates
60%57.9%14:20Critical
T5 · Food & Beverage
60%57.9%14:20Warning
T1 · Security screening
58%56%14:20Warning
T4 · Arrival immigration
55%53.1%14:20Normal
T1 · Bus gates
53%51.2%14:20Normal
T1 · Car rental
53%51.2%14:20Normal
T3 · Customs
53%51.2%14:20Normal
T3 · Lost baggage counter
53%51.2%14:20Normal
T4 · I-validate gates
53%51.2%14:20High
T4 · Food & Beverage
53%51.2%14:20Normal
T5 · Check-in staff area
53%51.2%14:20Warning
T5 · Commercial area
53%51.2%14:20Normal

Waiting-time forecast

min · Next 60 min

TouchpointCurrent waitPredicted waitChangeDemo SLARisk level
T4 · Check-in2423.6-0.420CriticalOpen in QMS
T4 · Security screening1413.8-0.215HighOpen in QMS
T1 · Departure passport1211.8-0.215WarningOpen in QMS
T4 · Baggage reclaim1918.7-0.325WarningOpen in QMS
T4 · Departure passport98.8-0.215NormalOpen in QMS
T1 · Baggage reclaim1413.8-0.225NormalOpen in QMS
T1 · Security screening87.9-0.115NormalOpen in QMS
T5 · Boarding gates87.9-0.115NormalOpen in QMS
T4 · Boarding gates76.9-0.115NormalOpen in QMS
T1 · Check-in98.8-0.220NormalOpen in QMS
T3 · Baggage reclaim1110.8-0.225NormalOpen in QMS
T1 · Boarding gates65.9-0.115NormalOpen in QMS
T5 · Security screening65.9-0.115NormalOpen in QMS
T3 · Security screening54.9-0.115NormalOpen in QMS
T3 · Boarding gates54.9-0.115NormalOpen in QMS
T5 · Departure passport54.9-0.115NormalOpen in QMS
T5 · Baggage reclaim87.9-0.125NormalOpen in QMS
T5 · Check-in65.9-0.120NormalOpen in QMS
T3 · Departure passport43.9-0.115NormalOpen in QMS
T3 · Check-in54.9-0.120NormalOpen in QMS

Resource demand forecast

Suggestions are capped by existing, available resources. Resource status is never changed automatically.

TouchpointOpen resourcesAvailable capacityPredicted demandExpected utilizationSuggested additional
T1 · Bus gates2 / 4727097.2%—
T1 · Transfer counters2 / 4969396.9%—
T1 · Food & Beverage4 / 621620996.8%+1
T3 · Transfer security4 / 615615196.8%—
T4 · Arrival immigration10 / 1439037796.7%—
T3 · Food & Beverage5 / 727026196.7%—
T5 · Bus gates5 / 718017496.7%+1
T5 · Transfer counters5 / 724023296.7%—
T1 · Departure passport10 / 1447045496.6%—
T1 · Transfer security3 / 511711396.6%—
T4 · Security screening6 / 860057996.5%+1
T1 · Lost baggage counter5 / 728527596.5%—
T3 · Transfer counters3 / 514413996.5%—
T3 · Lost baggage counter2 / 411411096.5%—
T4 · Bus gates4 / 614413996.5%—
T4 · Lost baggage counter3 / 517116596.5%—
T5 · Lost baggage counter4 / 622822096.5%—
T4 · Departure passport9 / 1244142596.4%—
T4 · Transfer security5 / 719518896.4%—
T4 · Transfer counters4 / 619218596.4%—
T3 · Bus gates3 / 510810496.3%—
T4 · Food & Beverage2 / 410810496.3%—
T5 · Food & Beverage3 / 516215696.3%—
T5 · Transfer security2 / 4787596.2%—
T5 · Security screening9 / 1269366696.1%—
T1 · Check-in22 / 2861658995.6%—
T1 · Security screening7 / 952550295.6%—
T5 · Check-in24 / 3076873495.6%—
T1 · Arrival immigration12 / 1645643495.2%—
T4 · Check-in14 / 2058856095.2%+2
T3 · Check-in16 / 1852850295.1%—
T5 · Arrival immigration13 / 1652049294.6%—
T3 · Security screening6 / 845041592.2%—
T3 · Customs2 / 4706491.4%—
T4 · Customs3 / 51059691.4%—
T1 · Customs5 / 717515990.9%—
T5 · Customs4 / 614012790.7%—
T3 · Arrival immigration8 / 1032029090.6%—
T3 · Departure passport8 / 1040034887%—
T5 · Departure passport12 / 1664854183.5%—
T3 · Transfer passport2 / 41088780.6%—
T5 · Transfer passport4 / 621617480.6%—
T1 · Transfer passport5 / 727021780.4%—
T4 · Transfer passport3 / 516213080.2%—
T1 · Transit security4 / 616812071.4%—
T3 · Transit security5 / 721015071.4%—
T4 · Transit security2 / 4846071.4%—
T5 · Transit security3 / 51269071.4%—
T1 · I-validate gates4 / 616811669%—
T3 · I-validate gates5 / 721014569%—
T4 · I-validate gates2 / 4845869%—
T5 · I-validate gates3 / 51268769%—
T5 · Transfer customs3 / 522512254.2%—
T3 · Transfer customs5 / 737520354.1%—
T1 · Transfer customs4 / 630016254%—
T4 · Transfer customs2 / 41508154%—
T1 · Bank & Money Exchange3 / 51628150%—
T3 · Bank & Money Exchange4 / 621610850%—
T4 · Bank & Money Exchange5 / 727013550%—
T5 · Bank & Money Exchange2 / 41085450%—
T1 · Check-in staff area3 / 51627848.1%—
T3 · Check-in staff area4 / 621610448.1%—
T4 · Check-in staff area5 / 727013048.1%—
T5 · Check-in staff area2 / 41085248.1%—
T5 · Boarding gates14 / 201,68059935.7%—
T4 · Boarding gates10 / 161,20040533.8%—
T4 · Car rental4 / 63009732.3%—
T5 · Car rental5 / 737512132.3%—
T1 · Car rental2 / 41504832%—
T3 · Car rental3 / 52257232%—
T1 · Boarding gates9 / 141,35039629.3%—
T3 · Boarding gates8 / 121,20033828.2%—

Individual touchpoint risks (simulated)

Forecasted risks are NOT incidents and never create incident records. Existing alerts below are shared records with their latest status.

Predictive risk · SIMULATED FORECAST

  • Congestion expected · T4 · Check-inCritical
    PR-T4-checkin-DENS · in 60 min · 93 → 89.8 (70) · Forecast confidence 74%
    Open in QMSHeat Map
  • Waiting time may exceed demo SLA · T4 · Check-inCritical
    PR-T4-checkin-WAIT · in 60 min · 24 → 23.6 (20) · Forecast confidence 74%
    Open in QMSHeat Map
  • Waiting time may exceed demo SLA · T5 · I-validate gatesCritical
    PR-T5-ivalidate-WAIT · in 60 min · 11 → 10.8 (10) · Forecast confidence 74%
    Open in QMSHeat Map
  • Waiting time may exceed demo SLA · T1 · Food & BeverageHigh
    PR-T1-food-WAIT · in 60 min · 13 → 12.8 (15) · Forecast confidence 74%
    Open in QMSHeat Map
  • Congestion expected · T1 · Departure passportHigh
    PR-T1-passport-DENS · in 60 min · 74 → 71.4 (70) · Forecast confidence 74%
    Open in QMSHeat Map
  • Congestion expected · T1 · Transfer passportHigh
    PR-T1-transferpassport-DENS · in 60 min · 74 → 71.4 (70) · Forecast confidence 74%
    Open in QMSHeat Map
  • Congestion expected · T3 · Transfer customsHigh
    PR-T3-transfercustoms-DENS · in 60 min · 74 → 71.4 (70) · Forecast confidence 74%
    Open in QMSHeat Map
  • Congestion expected · T3 · Transit securityHigh
    PR-T3-transitsecurity-DENS · in 60 min · 74 → 71.4 (70) · Forecast confidence 74%
    Open in QMSHeat Map
  • Congestion expected · T4 · Bank & Money ExchangeHigh
    PR-T4-bank-DENS · in 60 min · 74 → 71.4 (70) · Forecast confidence 74%
    Open in QMSHeat Map
  • Waiting time may exceed demo SLA · T4 · I-validate gatesHigh
    PR-T4-ivalidate-WAIT · in 60 min · 9 → 8.8 (10) · Forecast confidence 74%
    Open in QMSHeat Map
  • Congestion expected · T4 · Security screeningHigh
    PR-T4-security-DENS · in 60 min · 84 → 81.1 (70) · Forecast confidence 74%
    Open in QMSHeat Map
  • Waiting time may exceed demo SLA · T4 · Security screeningHigh
    PR-T4-security-WAIT · in 60 min · 14 → 13.8 (15) · Forecast confidence 74%
    Open in QMSHeat Map
  • Waiting time may exceed demo SLA · T4 · Transfer customsHigh
    PR-T4-transfercustoms-WAIT · in 60 min · 13 → 12.8 (15) · Forecast confidence 74%
    Open in QMSHeat Map
  • Congestion expected · T4 · Transfer securityHigh
    PR-T4-transfersecurity-DENS · in 60 min · 74 → 71.4 (70) · Forecast confidence 74%
    Open in QMSHeat Map
  • Congestion expected · T5 · Bus gatesHigh
    PR-T5-busgates-DENS · in 60 min · 74 → 71.4 (70) · Forecast confidence 74%
    Open in QMSHeat Map
  • Waiting time may exceed demo SLA · T5 · Bus gatesHigh
    PR-T5-busgates-WAIT · in 60 min · 13 → 12.8 (15) · Forecast confidence 74%
    Open in QMSHeat Map
  • Congestion expected · T5 · Car rentalHigh
    PR-T5-carrental-DENS · in 60 min · 74 → 71.4 (70) · Forecast confidence 74%
    Open in QMSHeat Map
  • Waiting time may exceed demo SLA · T5 · Terminal entryHigh
    PR-T5-entry-WAIT · in 60 min · 9 → 8.8 (10) · Forecast confidence 74%
    Open in QMSHeat Map

Existing operational alerts

  • A-2041New

    T4 check-in waiting time 24 min exceeds 20 min threshold

  • A-2040New

    Camera CAM-T4-SEC-07 offline — T4 security queue measurement degraded

  • A-2039New

    T4 check-in hall occupancy at 93% of capacity (threshold 80%)

  • A-2036New

    T1 departures curbside: 7 vehicles over permitted stop time

  • A-2034New

    People counter PCS-T5-GAT-12 offline — T5 gate counts incomplete

  • A-2031New

    T1 Ask Me desk unstaffed for 12 min

  • A-2028New

    Camera CAM-T1-IMM-03 degraded — arrival immigration accuracy reduced

Recommended operational actions (simulated)

Simulated — not RAC-approved. Generated from forecasted conditions; no action is taken automatically.

  • T1 · Departure passportHigh
    Predicted problem
    Congestion expected
    Suggested action
    Review passenger flow between connected checkpoints
    Expected benefit
    Reduced risk of SLA breach (qualitative)
    Forecast horizon · Forecast confidence
    Next 60 min · 74%
    Open in QMS
  • T4 · Check-inCritical
    Predicted problem
    Waiting time may exceed demo SLA
    Suggested action
    Open 2 additional resource(s) from existing closed capacity
    Expected benefit
    Wait ≈ 23.6 → 20.7 min
    Forecast horizon · Forecast confidence
    Next 60 min · 74%
    Open in QMS
  • T4 · Security screeningHigh
    Predicted problem
    Waiting time may exceed demo SLA
    Suggested action
    Open 1 additional resource(s) from existing closed capacity
    Expected benefit
    Wait ≈ 13.8 → 11.8 min
    Forecast horizon · Forecast confidence
    Next 60 min · 74%
    Open in QMS
  • T1 · Transfer passportHigh
    Predicted problem
    Congestion expected
    Suggested action
    Review passenger flow between connected checkpoints
    Expected benefit
    Reduced risk of SLA breach (qualitative)
    Forecast horizon · Forecast confidence
    Next 60 min · 74%
    Open in QMS
  • T1 · Food & BeverageHigh
    Predicted problem
    Waiting time may exceed demo SLA
    Suggested action
    Open 1 additional resource(s) from existing closed capacity
    Expected benefit
    Wait ≈ 12.8 → 10.2 min
    Forecast horizon · Forecast confidence
    Next 60 min · 74%
    Open in QMS
  • T3 · Transfer customsHigh
    Predicted problem
    Congestion expected
    Suggested action
    Review passenger flow between connected checkpoints
    Expected benefit
    Reduced risk of SLA breach (qualitative)
    Forecast horizon · Forecast confidence
    Next 60 min · 74%
    Open in QMS
  • T3 · Transit securityHigh
    Predicted problem
    Congestion expected
    Suggested action
    Review passenger flow between connected checkpoints
    Expected benefit
    Reduced risk of SLA breach (qualitative)
    Forecast horizon · Forecast confidence
    Next 60 min · 74%
    Open in QMS
  • T4 · I-validate gatesHigh
    Predicted problem
    Waiting time may exceed demo SLA
    Suggested action
    Prepare for increased congestion at this point
    Expected benefit
    Reduced risk of SLA breach (qualitative)
    Forecast horizon · Forecast confidence
    Next 60 min · 74%
    Open in QMS
  • T4 · Transfer securityHigh
    Predicted problem
    Congestion expected
    Suggested action
    Review passenger flow between connected checkpoints
    Expected benefit
    Reduced risk of SLA breach (qualitative)
    Forecast horizon · Forecast confidence
    Next 60 min · 74%
    Open in QMS
  • T4 · Transfer customsHigh
    Predicted problem
    Waiting time may exceed demo SLA
    Suggested action
    Prepare for increased congestion at this point
    Expected benefit
    Reduced risk of SLA breach (qualitative)
    Forecast horizon · Forecast confidence
    Next 60 min · 74%
    Open in QMS
  • T4 · Bank & Money ExchangeHigh
    Predicted problem
    Congestion expected
    Suggested action
    Review passenger flow between connected checkpoints
    Expected benefit
    Reduced risk of SLA breach (qualitative)
    Forecast horizon · Forecast confidence
    Next 60 min · 74%
    Open in QMS
  • T5 · Terminal entryHigh
    Predicted problem
    Waiting time may exceed demo SLA
    Suggested action
    Prepare for increased congestion at this point
    Expected benefit
    Reduced risk of SLA breach (qualitative)
    Forecast horizon · Forecast confidence
    Next 60 min · 74%
    Open in QMS
  • T5 · I-validate gatesCritical
    Predicted problem
    Waiting time may exceed demo SLA
    Suggested action
    Prepare for increased congestion at this point
    Expected benefit
    Reduced risk of SLA breach (qualitative)
    Forecast horizon · Forecast confidence
    Next 60 min · 74%
    Open in QMS
  • T5 · Bus gatesHigh
    Predicted problem
    Waiting time may exceed demo SLA
    Suggested action
    Open 1 additional resource(s) from existing closed capacity
    Expected benefit
    Wait ≈ 12.8 → 10.7 min
    Forecast horizon · Forecast confidence
    Next 60 min · 74%
    Open in QMS
  • T5 · Car rentalHigh
    Predicted problem
    Congestion expected
    Suggested action
    Review passenger flow between connected checkpoints
    Expected benefit
    Reduced risk of SLA breach (qualitative)
    Forecast horizon · Forecast confidence
    Next 60 min · 74%
    Open in QMS

Forecast analytics

Waiting-time forecast by stage

min · Next 60 min

Congestion trend (next 3 h)

SIMULATED FORECAST

Resource utilization forecast

SIMULATED FORECAST

Forecast comparison by terminal

in terminals · Next 60 min