Bengaluru Traffic Police · Decision support

34,000 people arrive at Chinnaswamy in ninety minutes. 9 junctions fail.

ASTraM forecasts which junctions choke, when, and by how much — then writes the bandobast order that prevents it.

Expected crowd
34,000
Junctions hit
9
Delay reduced
51.9%
Net saving
₹39.99L

Computed live by the prediction engine for a peak-season IPL fixture.

What happens today

Planned by hand

Bandobast strength is set from experience and last year's paperwork, not from a forecast of this event at this venue at this hour.

No junction-level view

Congestion is known to be coming, but not which of the 28 junctions around a venue will exceed capacity, or in what order.

No costed counterfactual

There is no figure for what doing nothing costs, so deployment competes for resources without an argument.

How it works

Eight deterministic stages. No model artifact, no inference call — identical inputs always produce an identical, auditable order.

  1. 01

    Seasonality

    IPL outside April–May scales to a domestic baseline; June–August adds a monsoon delay multiplier.

  2. 02

    Crowd to vehicles

    Attendance becomes vehicle count at 2.5 occupancy, scaled by the event's vehicle ratio.

  3. 03

    Spatial selection

    A Haversine sweep selects junctions inside an impact radius that widens with turnout.

  4. 04

    Per-junction load

    Event traffic decays exponentially with distance and meets the hour's baseline road load.

  5. 05

    BPR delay

    A Bureau of Public Roads volume-delay curve, recalibrated to α 0.9 / β 4.5 for Indian mixed traffic.

  6. 06

    Counterfactual

    Signal override, constable presence and diversions are priced as a delay reduction, capped at 60%.

  7. 07

    Severity and staffing

    Capacity and delay combine into a four-level severity that sets extra constables per junction.

  8. 08

    Order and economics

    The result becomes a bandobast order and a costed comparison against doing nothing.

What it produces

Bandobast order

Shift windows, per-junction constable assignments, barricade types and locations, signal overrides and diversion routes — grouped by division with the responsible inspector named.

Dispatch brief

The same order compressed into a low-bandwidth WhatsApp message for constables in the field.

Cost of inaction

Fuel, productivity, delivery SLA and emergency response priced with and without deployment, with the ROI of the intervention.

Open the console

Pick an event, a venue and a time. The order is ready in under a second.

Run a prediction