Data Analysis AustraliaSTRATEGIC INFORMATION CONSULTANTS
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Data Analysis Australia |
How Extreme is Extreme?The recent floods in Eastern Australia have been described as "once in a lifetime" events. Less devastating but more common problems of an extreme nature also need to be planned for. For example, a key question when planning electricity generation capacity is, what might be the highest electricity demand next summer, or in the next 20 or 30 summers? As with floods, it is important to understand the possible extremes so that there is only a low chance that electricity supply cannot meet demand. Similarly engineers designing offshore facilities need to plan for the largest wave likely to occur. But how do you plan for an event that has not been observed before?
These questions are different from many in statistics that are concerned with averages and what is most likely to occur. (If you are coping with a cyclone, it is of no comfort to know what the average wind is, or being told that the weather is usually calm.) These different questions require different statistical tools. Fortunately this has been an active area of study - theory and practical - for statisticians over the past fifty years. A particularly exciting development of recent years has been the combining of extreme value theory applied to data such as Data Analysis Australia statisticians have applied extreme value methods to a variety of problems from environmental to financial, most recently understanding maximum likely demands for electricity. Today, peak electricity demand is strongly driven by air conditioning and hence there is a need to understand the extremes in weather - temperature and humidity - and the link between such weather and electricity use. These models have helped clients lower costs and ensure more reliable systems. For further information contact John Henstridge. |