Source code for pyrfu.pyrf.avg_4sc

#!/usr/bin/env python
# -*- coding: utf-8 -*-

# 3rd party imports
import xarray as xr

# Local imports
from .calc_fs import calc_fs
from .resample import resample

__author__ = "Louis Richard"
__email__ = "louisr@irfu.se"
__copyright__ = "Copyright 2020-2023"
__license__ = "MIT"
__version__ = "2.4.2"
__status__ = "Prototype"


[docs]def avg_4sc(b_list): r"""Computes the input quantity at the center of mass of the MMS tetrahedron. Parameters ---------- b_list : list of xarray.DataArray List of the time series of the quantity for each spacecraft. Returns ------- b_avg : xarray.DataArray Time series of the input quantity a the enter of mass of the MMS tetrahedron. Examples -------- >>> from pyrfu.mms import get_data >>> from pyrfu.pyrf import avg_4sc Time interval >>> tint = ["2019-09-14T07:54:00.000", "2019-09-14T08:11:00.000"] Spacecraft indices >>> b_mms = [get_data("B_gse_fgm_srvy_l2", tint, i) for i in range(1, 5)] >>> b_xyz = avg_4sc(b_mms) """ # Check input type assert isinstance(b_list, list), "b_list must be a list" b_list_r = [] for b in b_list: if isinstance(b, (xr.DataArray, xr.Dataset)): b_list_r.append(resample(b, b_list[0], f_s=calc_fs(b_list[0]))) else: raise TypeError("elements of b_list must be DataArray or Dataset") # Average the resamples time series b_avg = sum(b_list_r) / len(b_list_r) return b_avg