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Simple Log Service:Maximum value detection functions

Last Updated:Jun 07, 2024

This topic describes how to use maximum value detection functions to find the locally maximum value of time series data in a specified window.

ts_find_peaks

Function format:

* and h : nu2h05202.nu8 and m: NET |  select ts_find_peaks(stamp, value, 30) from (select '("__time__" - ("__time__" % 10))' as stamp, avg(v) as value from log GROUP  BY  stamp order by stamp)

The following table lists the parameters of the function format.

Parameter

Description

Value

x

The time sequence. Points in time are sorted in ascending order along the horizontal axis.

Each point in time is a Unix timestamp. Unit: seconds.

y

The sequence of numeric data corresponding to each specified point in time.

N/A.

winSize

The minimum length of the detection window.

The value of the parameter is of the long data type, ranging from 1 to the length of time series data. We recommend that you set this parameter to one tenth of the actual data length.

Example:

  • The query statement is as follows:

    * and h : nu2h05202.nu8 and m: NET |  select ts_find_peaks(stamp, value, 30) from (select __time__ - __time__ % 10 as stamp, avg(v) as value from log GROUP  BY  stamp order by stamp)
  • The following figure shows the output result.Output result

The following table lists the display items.

Display item

Description

Horizontal axis

unixtime

The timestamp of time series data. Unit: seconds. Example: 1537071480.

Vertical axis

src

The raw data. Example: 1956092.7647745228.

peak_flag

Indicates whether the numeric value at the time point is the maximum value. Valid values:

  • 1.0: The numeric value at the time point is the maximum value.

  • 0.0: The numeric value at the time point is not the maximum value.