Weather Forecasting Using the University of Michigan Weather Underground
Adapted to the World Wide Web from a file on the University of Michigan
Gopher. Another adaptation was done on a file describing techniques
for making
weather observations
at the schools so the students can contribute their own
observations to the online database.
Weather forecasting is a science and an art. To make a good forecast you
must know some meteorology and have a hunch what is going to happen based on
experience. Forecasting temperature and precipitation will be discussed here
since they are the most relevant parameters to the public.
Before attempting to perform a weather forecast, one should understand
a few key concepts in atmospheric science. These concepts include:
- Synoptic scale (large scale) meteorology: Air masses, fronts, and pressure
systems.
- Mesoscale (local scale) meteorology: Effects of topography, bodies of
water, the urban heat island, etc.
- Vertical structure of the atmosphere: How and why pressure, temperature,
and density decrease with altitude.
The following discussion will assume the reader is familiar with these
concepts.
GENERAL HINTS ON WEATHER FORECASTING
CLIMATOLOGY
The first thing you should know about the place you are forecasting for is
the climatology (average high/low temperature). Climatology is rarely a correct
forecast for a given day but you might think twice about forecasting a high
that is 20 degrees higher than the average high (unless you're absolutely
sure).
PERSISTENCE
Persistence means that tomorrow's weather will be the same as today's. In
many situations, persistence is the best forecast to make--for example, in
the Southeastern U.S. in summertime, when there are few fronts or low pressure
systems moving through to change the weather.
ESTIMATING MOVEMENT OF AIR MASSES, FRONTS, AND PRESSURE SYSTEMS
One of the most important techniques for making a forecast is to use weather
maps to estimate the speed of movement of air masses, fronts, and high and low
pressure systems. For example, to make a low and high temperature forecast for
tomorrow, find the current location of the air mass that you expect to be over
the forecast site tomorrow. What were the high and low temperatures in the
region that that air mass affected today? Remember to adjust your forecast for
differences in latitude, possible acceleration/deceleration or
intensification/deintensification of storm systems, and local effects such as
topography, bodies of water, and the urban heat island effect.
If you are located in the region you are forecasting for (as is most often
the case) remember to look out the window.
PRECIPITATION FORECASTING
The first thing you want to know about your precipitation forecast location
is what season is it. Summer precipitation is generally on a smaller scale and
can be locally heavy (thunderstorms). Winter precipitation is generally more
widespread, and light to moderate. If the precipitation is in the form of snow
remember liquid equivalent is roughly 10 inches of snow equals 1 inch of water.
In making precipitation forecasts for an approaching winter storm be careful of
the possibility of the change from rain to snow or vice versa. Rain adds to the
precipitation amount much faster than snow.
TEMPERATURE FORECASTING
In making your temperature forecast remember the high temperature generally
occurs during the late afternoon. Know the high temperature for the air mass
moving into your area and account for modification (clouds, winds, large water
bodies etc.). Light winds and clear skies allow for greater heating during the
day. Look at observations for your location as well as upstream (usually west)
of your location. The low temperature generally occurs early in the morning.
Nighttime cloud cover or high humidity slows down the rate of cooling
significantly.
FORECASTING WITH THE USE OF IMAGES: BLUE-SKIES
Currently, hourly updated images and animations are available
on the Weather Underground Groundhog Gopher server for the files shown below.
The animations are in the directory "Weather_Animations" and the still images
are in directory "Interactive Weather Maps. (Exception: interactive satellite
images are not yet available; satellite images can be found in the
Weather_Images directory.)
Update time in
Image minutes past the hour
---------------------------------------------
Precipitation 10
Temperature 17
Relative Humidity 22
Wind Vectors 25
Pressure 30
Heat Index 35
Infrared Satellite 55
Visible Satellite 57
The following images are generated once per day, and can be found in
directory Weather_Images:
Image Update time
-----------------------------------------------------
Average_high_temperature.gif 6:30pm EDT
Average_low_temperature.gif 6:30pm EDT
Forecast_low_tonight.gif 12:10am EDT
Forecast_high_tomorrow.gif 12:10am EDT
The heat index and wind chill images are not particularly useful for
forecasting, and will not be discussed here. Perhaps the most useful forecast
tools available via Blue-Skies are the Quicktime animations; these allow one to
gauge the speed with which air masses, fronts, and pressure systems are moving.
Temperature map - Note other areas that have the same temperature as your
region. A rapid change in temperature sloping roughly north-south is a good
indication of a cold front. Check to see where the air mass coming into your
area is coming from. Is warm or cold air moving in?
Pressure map - Low pressure areas are probably close to a front and therefore
precipitation. High pressure areas are probably not associated with
precipitation. If there is a rapid change in pressure over a short distance,
strong winds will result.
Humidity map - High humidity should be located along and ahead of a front. Low
humidity should be located behind a front and near highs.
Precipitation map - Shows the location and intensity of precipitation. This map
is usually the best guidance for a precipitation forecast.
Satellite imagery - shows where the clouds (and therefore fronts and low
pressure systems) are located. If images from the last few hours are looped the
motion of the atmosphere is seen so you can see air mass movement.
Wind Vectors - shows the direction and speed (length of arrow) of the wind. You
can analyze the wind vectors and find out where the high and low pressure
systems are located. Winds circulate counterclockwise around a low and
clockwise around a high.
Average High and Low temperature map - These maps show the average high and low
temperature across the U.S. for a given date, based on long-term climatological
averages.
Forecast High and Low temperature maps - These maps show the forecast high and
low temperatures for the U.S. as predicted by a computer model known as MOS
(Model Output Statistics). They serve as a good reference with which to compare
one's forecasts. Don't get caught up to much in computer model guidance,
though. The computers can't predict weather all by themselves (otherwise there
would be no such thing as a weather forecaster), so use them as a guide. The
best forecast is made by utilizing data from the computer and applying your own
meteorology skills in making a forecast.
FORECASTING USING TEXT ONLY: UM-WEATHER
Although it is more difficult, one can make a forecast using only the
weather text information available via the Weather Underground's UM-WEATHER
program. A good place to start is the National Weather Summary, which gives one
an overview of the significant weather over the past 24 hours as well as a
indication of where significant weather will be occurring during the next 24
hours. Next, one should look at the climatic data summary for the city of
interest. This gives the precipitation and high and low temperature for the
previous day, as well as the normal highs, lows, and precipitation from
long-term climatology. Next, one should consult the current weather
observations for a region of interest and plot one's own weather map using a
blank U.S. map. Ideally, one should plot two or more weather maps over a
several hour period to get an idea of the motion of air masses, fronts, and
weather systems. Analyze the map to look at the weather and think about what
will happen in the future. You may want to contour the data so you can
visualize what's going on. Lastly, one should consult the National Weather
Service forecast for the selected city and nearby cities, unless you consider
this "cheating".
ADDITIONAL SOURCES OF WEATHER INFORMATION
Teachers may want to call upon additional resources to help in preparing a
weather forecast. One good source is The Weather Channel. It's on all the time
and the maps are quite easy to comprehend. For those without cable television
is the PBS television show, AM Weather. It airs each weekday at 7:15 A.M. A
teacher might want to videotape and show a few minutes of either program to
augment the Weather Underground data, particularly when using only the
text-based UM-WEATHER information. A universal date source that is available
any time and anyplace is a newspaper's weather map. The USA Today has an
excellent color weather page.
JUSTIFYING YOUR FORECAST
The reason why you make a particular forecast is very important. Making a
correct forecast for the wrong reasons is of no value. If you make a wrong
forecast for the right reasons you learn from it and become more likely to make
a right forecast for the right reasons. If your forecast varies considerably
from other people's that's not necessarily a bad sign (as long as you have a
legitimate reason for making your forecast). When justifying your forecast tell
what guidance you used and what was indicated by it.
Examples:
- Nighttime lows over central Minnesota were in the low 50's last night; I
expect this airmass to be over Detroit tonight, based on my analysis of the
motion of the associated high pressure system from the weather maps I plotted
using hourly observations from UM-WEATHER. Therefore, I am forecasting lows in
the mid to upper 50's here tonight (expecting warmer temperatures here than
Minnesota because we're farther south).
- U.S. Precipitation movie shows a cold front approaching at 30 mph, with heavy
rain associated with it. However, front is 900 miles away, so it should not
affect us in the next 24 hours. Therefore, I gave only a 10% chance of
precipitation for the next 24 hours.
FORECAST CONTEST SCORING
There are several methods of scoring in a forecast contest. For max/min
temperature and precipitation forecasting here's the simplest method. Scoring
is like golf, the lower score the better. Keep a cumulative score of the people
in the forecast and the person with the lowest score is in first place.
TEMPERATURE - If your forecast is within 3 degrees of the actual value then you
are "in the window" and don't receive any points. For every degree after 3 you
are off you receive one point. Example: You are 10 degrees off on your
forecast, so you receive 7 points.
PRECIPITATION - For precipitation you must select one of the following
categories:
- 0 - Trace
- .01 - .50 inches
- Greater than .5 inches
The forecast is generally made in a 24 hour period midnight to midnight. If
you forecast the correct category you receive no points. One category off is 3
points and for each additional category off there after add 3 points. Example:
You predict category 1 and the actual category is 3, so you receive 6 points.
An additional method for keeping precipitation score is the Briers score.
This is based on predicting the percent probability of precipitation. The
forecaster assigns a probability of precipitation between 0% and 100% for a
given 24-hour period. The Briers score is computed as the square of the
difference between predicted and observed percent probabilities. For example,
over a 3-day period forecaster "A" predicts a 30% chance of precipitation each
day. Meanwhile, the more adventurous forecaster "B" predicts a 0% chance of
precipitation each day. Precipitation actually occurs on one of the 3 days.
Here's the cumulative Briers score for each forecaster:
Forecaster "A"
Forecast Actual
Precipitation Precipitation Briers score
30% 0% (30 - 0 )**2 = 900
30% 100% (30 - 100)**2 = 4900
30% 0% (30 - 0 )**2 = 900
Total Briers score for the 3-day period: 6700
Forecaster "B"
Forecast Actual
Precipitation Precipitation Briers score
0% 0% (0 - 0 )**2 = 0
0% 100% (0 - 100)**2 = 10000
0% 0% (0 - 0 )**2 = 0
Total Briers score for the 3-day period: 10000
So, the more daring Forecaster "B" was hurt by going all-out attempting to
make a perfect forecast (a lower Briers score is better).