A bus load forecasting method based on distribution factor and support vector machine
A support vector machine, bus load technology, applied in information technology support systems, instruments, data processing applications, etc., can solve problems such as inability to obtain prediction accuracy, unstable bus load variation rules, easy to produce sudden changes, etc., and achieve good social benefits. and use prospects, good prediction effect, and the effect of improving the level of scientific and refined
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[0035] The technical solution of this patent will be further described in detail below in conjunction with specific embodiments.
[0036] A bus load forecasting method based on distribution factors and support vector machines mainly includes two main contents: the whole network system load forecasting method and the bus load factor distribution method.
[0037] In the load forecasting stage of the whole network system, the support vector machine algorithm is used for load forecasting. This method has a strong learning ability, is not easy to fall into a local optimal solution, and has a good prediction effect. For the load with nonlinear change mode, the prediction model is
[0038]
[0039] In the formula, x is an input variable, that is, a variable closely related to prediction, usually historical data, and in the present invention is the total load historical prediction data of the whole network system; d is the dimension of the selected input variable; f(x) is the loa...
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