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Regional secondary PM Possible

2000-07-13 Louisville/Jefferson County, KY-IN regional secondary-particle pollution episode

July 13, 2000

Daily PM2.5 peaked at 50.6 µg/m³ near Louisville/Jefferson County across 1 covered metro home to 1.4 million people.

Counting the extra PM2.5 above each metro's typical day, this event handed the average affected resident ≈ 1.7 cigarettes. Across everyone living in the affected metros, that is the collective equivalent of ≈ 2.4 million cigarettes. An awareness illustration of outdoor exposure at 22 µg/m³ per cigarette (Berkeley Earth), counting only the event's ranked days; not a medical dose.

Why we think this happened

The basis for “Regional secondary PM”

A peer-reviewed Upper Ohio River Valley study identifies an exact July 13-14, 2000 transported PM2.5 episode whose measured mass at the NETL site was dominated by ammonium sulfate. EPA's later Louisville-specific assessment independently finds that regional sources supply most measured Louisville PM2.5 and that sulfate is the largest warm-season urban-increment component after organic mass. On July 13, Louisville itself recorded a sharp seven-monitor PM2.5 rise, elevated sulfur dioxide and nitrogen dioxide, and persistent haze. Together these observations support regional secondary particles at possible confidence, while the geographic and historical gaps prevent a stronger claim.

Possible This is a transparent hypothesis supported by limited evidence or an explicit inference, not a definitive attribution.

U.S. EPA AirData hypothesis

Louisville joint pollution fingerprint, July 13, 2000

EPA records show median daily PM2.5 of 47.65 micrograms per cubic meter across 7 Louisville-area monitors, 2.428 times the adjacent-window level. Sulfur dioxide was 1.446 times and nitrogen dioxide was 1.337 times their adjacent-window comparisons.

National Weather Service surface observations via Iowa Environmental Mesonet · Jul 13, 2000 hypothesis

Louisville International Airport surface conditions, July 13, 2000

Louisville International reported haze during 14 event-day hours, visibility at or below three miles during 9 of 24 observed hours, and a minimum visibility of 1.5 miles. Winds were calm during 6 hours and at or below three knots during 8 hours.

Journal of the Air & Waste Management Association · Aug 1, 2004 hypothesis

The Regional Nature of PM2.5 Episodes in the Upper Ohio River Valley

Anderson and colleagues identify a PM2.5 episode from 12:00 July 13 through 18:00 July 14, 2000 under westerly transport. Their integrated NETL sample reports 24.8 micrograms per cubic meter of ammonium sulfate, versus 0.6 nitrate, 1.4 elemental carbon, 7.5 nonvolatile organic material, and 3.0 semivolatile organic material. The paper links this transport regime to Ohio River Valley emissions and precursor transport.

Inference, not direct attribution

exact_date_regional_sulfate_with_local_haze_possible.v1: This inference is recorded in the catalog methodology.

See every retained source and limitation ↓

Evidence path

From source to city

A cause is more convincing when the record connects three things: something happened, the air mass moved toward the region, and local instruments responded. Here is how much of that chain is documented for this event.

Open the evidence ledger ↓
  1. 1

    Source or mechanism

    Pattern-based explanation

    exact_date_regional_sulfate_with_local_haze_possible.v1. This inference is recorded in the catalog methodology.

    Inferred
  2. 2

    Air-mass movement

    The 72-hour air-mass history is reconstructed

    NOAA HYSPLIT modeled 12 backward paths across multiple arrival times and heights. They show where the air traveled, not which source polluted it.

    Explore the modeled paths ↓
    Modeled
  3. 3

    Local response

    50.6 µg/m³ near Louisville/Jefferson County

    EPA monitors recorded the event across 1 metro. The peak daily concentration is roughly 2.3 cigarette-equivalents at the outdoor daily rate.

    Inspect the pollutant and weather signals ↓
    Documented

Event autopsy

What the instruments saw

Before, during, and after the episode: nearby pollutant monitors and surface-weather stations show what changed. This context tests the “Regional secondary PM” explanation; it does not assign the cause by itself.

Observed context · not attribution

Louisville/Jefferson County, KY-IN

Monitor comparison window 2000-07-10 to 2000-07-16 · PM2.5 target: Southwick

5 pollutant signals
Fine-particle pulse 47.6 µg/m³

96% above nearby days

Air movement 5 kt median wind

6 calm hours observed

What observers saw 1.5 mi minimum visibility

Haze reported during 14 hours

Pollution fingerprint

Metro-wide median of reporting monitors
PM2.5 47.6 µg/m³

96% higher than surrounding days

Before28.4 µg/m³ Event47.6 µg/m³ After10.8 µg/m³
7 monitors · 24 HOUR
Carbon monoxide 0.583 ppm

6% higher than surrounding days

Before0.525 ppm Event0.583 ppm After0.550 ppm
5 monitors · 1 HOUR
Nitrogen dioxide 13.1 ppb

56% higher than surrounding days

Before11.8 ppb Event13.1 ppb After7.72 ppb
2 monitors · 1 HOUR
Sulfur dioxide 5.96 ppb

12% higher than surrounding days

Before5.32 ppb Event5.96 ppb After2.92 ppb
6 monitors · 1 HOUR
Ozone 0.045 ppm

23% higher than surrounding days

Before0.037 ppm Event0.045 ppm After0.036 ppm
6 monitors · 8-HR RUN AVG BEGIN HOUR

Atmospheric conditions

Louisville Intl, 9.7 km from the PM2.5 target
Wind 5 kt median

9 kt maximum · 6 of 24 observed hours calm

Visibility 1.5 mi minimum

9 observed hours at or below 3 miles

Temperature 81°F median

74°F to 88°F

Humidity 68% median

97% maximum

Source: U.S. EPA AirData daily observations and, where available, nearby ASOS/AWOS surface observations. Values are descriptive medians over the retained monitor set; missing measurements remain missing. Transport and source evidence remain separate layers because this instrument pattern does not assign a cause by itself.

Air-mass reconstruction

Where the air had been

NOAA HYSPLIT traces the air arriving at each metro backward for 72 hours. Multiple arrival times and heights show whether the broad path is stable—or sensitive to assumptions about when and where the polluted layer arrived.

Transport context · not source attribution

Air arriving near Louisville/Jefferson County

Peak-date arrivals · 2000-07-13

Broad history Several approach directions
72-hour reach 250–700 km
Sensitivity runs 12 modeled paths
Arrival metro
Near surface · 100 mLower atmosphere · 500 mHigher layer · 1,000 m

Each line begins 72 hours before arrival and points toward the metro. Color represents arrival height; repeated lines represent 00, 06, 12, and 18 UTC arrival assumptions. A path can show where the air traveled, but it cannot prove which source added the PM2.5.

Measured daily PM2.5 at EPA monitors, as cigarette-equivalents
EPA monitors sit in metro areas, so the colour clusters there. Land between and beyond them is unmeasured, not clean: this map shows where IAQng has readings, not the extent of the smoke.

Episode peak

-- cigarettes

The smoke map's scale, replayed over this event: the surface interpolates between covered metros' daily records, framed to the affected region. Hover for a reading, click a metro to pin it to the card. Days a monitor did not report draw nothing.

Affected metros

MetroPeak PM2.5Cigarettes, whole eventPeak dayAll-time standing
Louisville/Jefferson County, KY-IN 50.6 µg/m³ 2.3 Jul 13, 2000 #13 of its top days

"Cigarettes, whole event" totals a metro's ranked event days at 22 µg/m³ per cigarette: what a person outdoors there breathed across the event, as the illustration. "All-time standing" is where this episode's days sit in each metro's ranked record (worst-area measure, since 1999). Full local context is on each metro's Air Records page.

Public evidence library

What supports this account

Each card states what a source supports—and what it does not. Official records, research, reporting, community observations, and transparent inferences remain visibly different kinds of evidence.

4 retained sources

Official record

Louisville, Kentucky-Indiana Area Designations for the 2012 Primary Annual PM2.5 National Ambient Air Quality Standards: Technical Support Document

U.S. Environmental Protection Agency

EPA's Louisville-specific technical assessment finds the average urban increment is less than one-third of total measured PM2.5, indicating a significant regional contribution. Its seasonal component analysis reports that sulfate is Louisville's second-largest urban-increment component and peaks in the third quarter, while concluding that both regional and local sources contribute.

What it supports

This source supports a possible mechanism or occurrence; it does not establish the cause by itself.

Limit

The assessment uses 2011-2013 monitoring and does not analyze July 13, 2000.

Official record

Louisville International Airport surface conditions, July 13, 2000

National Weather Service surface observations via Iowa Environmental Mesonet

Louisville International reported haze during 14 event-day hours, visibility at or below three miles during 9 of 24 observed hours, and a minimum visibility of 1.5 miles. Winds were calm during 6 hours and at or below three knots during 8 hours.

What it supports

This source supports a possible mechanism or occurrence; it does not establish the cause by itself.

Limit

One airport station cannot establish the regional transport path or vertical mixing profile.

Official record

Louisville joint pollution fingerprint, July 13, 2000

U.S. EPA AirData

EPA records show median daily PM2.5 of 47.65 micrograms per cubic meter across 7 Louisville-area monitors, 2.428 times the adjacent-window level. Sulfur dioxide was 1.446 times and nitrogen dioxide was 1.337 times their adjacent-window comparisons.

What it supports

This source supports a possible mechanism or occurrence; it does not establish the cause by itself.

Limit

The coherent local response supports a real metro episode but does not identify chemical composition or source-sector shares.

Scientific research

The Regional Nature of PM2.5 Episodes in the Upper Ohio River Valley

Journal of the Air & Waste Management Association

Anderson and colleagues identify a PM2.5 episode from 12:00 July 13 through 18:00 July 14, 2000 under westerly transport. Their integrated NETL sample reports 24.8 micrograms per cubic meter of ammonium sulfate, versus 0.6 nitrate, 1.4 elemental carbon, 7.5 nonvolatile organic material, and 3.0 semivolatile organic material. The paper links this transport regime to Ohio River Valley emissions and precursor transport.

What it supports

This source supports a possible mechanism or occurrence; it does not establish the cause by itself.

Limit

The exact composition sample and trajectories are for the Pittsburgh/Kittanning/Ohio monitoring network, not Louisville.

What remains uncertain

Status and provenance

Possible This is a transparent hypothesis supported by limited evidence or an explicit inference, not a definitive attribution.

This episode was grouped from the monitor record by the catalog pipeline and given its cause from the evidence listed above. It has not been individually reviewed and signed off, so its boundaries, cause, and name may change as evidence accumulates. Grouping policy common_sense_root_cause_grouping.v2. The cause label reflects the assembled evidence above, not an IAQng detection formula. If it is wrong, tell us.