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Read MERSI-1 raw data
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#!/usr/bin/env python | |
# -*- coding: utf-8 -*- | |
# Copyright (c) 2015 Martin Raspaud | |
# Author(s): | |
# Martin Raspaud <[email protected]> | |
# This program is free software: you can redistribute it and/or modify | |
# it under the terms of the GNU General Public License as published by | |
# the Free Software Foundation, either version 3 of the License, or | |
# (at your option) any later version. | |
# This program is distributed in the hope that it will be useful, | |
# but WITHOUT ANY WARRANTY; without even the implied warranty of | |
# MERCHANTABILITY or FITNESS FOR A PARTICULAR PURPOSE. See the | |
# GNU General Public License for more details. | |
# You should have received a copy of the GNU General Public License | |
# along with this program. If not, see <http://www.gnu.org/licenses/>. | |
"""Read MERSI data from framed raw data. | |
""" | |
from datetime import datetime, timedelta | |
import numpy as np | |
import sys | |
from reed import rs | |
from trollimage.image import Image | |
from bitstring import BitArray, BitStream | |
import logging | |
logger = None | |
#from zfec import Decoder | |
#from trollcast.formats.reedsolomon import * | |
#from reedsolo import RSCodec | |
table = np.array([0xff, 0x48, 0x0e, 0xc0, 0x9a, 0x0d, 0x70, 0xbc, 0x8e, 0x2c, | |
0x93, 0xad, 0xa7, 0xb7, 0x46, 0xce, 0x5a, 0x97, 0x7d, 0xcc, | |
0x32, 0xa2, 0xbf, 0x3e, 0x0a, 0x10, 0xf1, 0x88, 0x94, 0xcd, | |
0xea, 0xb1, 0xfe, 0x90, 0x1d, 0x81, 0x34, 0x1a, 0xe1, 0x79, | |
0x1c, 0x59, 0x27, 0x5b, 0x4f, 0x6e, 0x8d, 0x9c, 0xb5, 0x2e, | |
0xfb, 0x98, 0x65, 0x45, 0x7e, 0x7c, 0x14, 0x21, 0xe3, 0x11, | |
0x29, 0x9b, 0xd5, 0x63, 0xfd, 0x20, 0x3b, 0x02, 0x68, 0x35, | |
0xc2, 0xf2, 0x38, 0xb2, 0x4e, 0xb6, 0x9e, 0xdd, 0x1b, 0x39, | |
0x6a, 0x5d, 0xf7, 0x30, 0xca, 0x8a, 0xfc, 0xf8, 0x28, 0x43, | |
0xc6, 0x22, 0x53, 0x37, 0xaa, 0xc7, 0xfa, 0x40, 0x76, 0x04, | |
0xd0, 0x6b, 0x85, 0xe4, 0x71, 0x64, 0x9d, 0x6d, 0x3d, 0xba, | |
0x36, 0x72, 0xd4, 0xbb, 0xee, 0x61, 0x95, 0x15, 0xf9, 0xf0, | |
0x50, 0x87, 0x8c, 0x44, 0xa6, 0x6f, 0x55, 0x8f, 0xf4, 0x80, | |
0xec, 0x09, 0xa0, 0xd7, 0x0b, 0xc8, 0xe2, 0xc9, 0x3a, 0xda, | |
0x7b, 0x74, 0x6c, 0xe5, 0xa9, 0x77, 0xdc, 0xc3, 0x2a, 0x2b, | |
0xf3, 0xe0, 0xa1, 0x0f, 0x18, 0x89, 0x4c, 0xde, 0xab, 0x1f, | |
0xe9, 0x01, 0xd8, 0x13, 0x41, 0xae, 0x17, 0x91, 0xc5, 0x92, | |
0x75, 0xb4, 0xf6, 0xe8, 0xd9, 0xcb, 0x52, 0xef, 0xb9, 0x86, | |
0x54, 0x57, 0xe7, 0xc1, 0x42, 0x1e, 0x31, 0x12, 0x99, 0xbd, | |
0x56, 0x3f, 0xd2, 0x03, 0xb0, 0x26, 0x83, 0x5c, 0x2f, 0x23, | |
0x8b, 0x24, 0xeb, 0x69, 0xed, 0xd1, 0xb3, 0x96, 0xa5, 0xdf, | |
0x73, 0x0c, 0xa8, 0xaf, 0xcf, 0x82, 0x84, 0x3c, 0x62, 0x25, | |
0x33, 0x7a, 0xac, 0x7f, 0xa4, 0x07, 0x60, 0x4d, 0x06, 0xb8, | |
0x5e, 0x47, 0x16, 0x49, 0xd6, 0xd3, 0xdb, 0xa3, 0x67, 0x2d, | |
0x4b, 0xbe, 0xe6, 0x19, 0x51, 0x5f, 0x9f, 0x05, 0x08, 0x78, | |
0xc4, 0x4a, 0x66, 0xf5, 0x58], dtype=np.uint8) | |
def decode_str(arr): | |
decoder = np.tile(table, np.ceil(len(arr) / 255.0)) | |
return (np.fromstring(arr, np.uint8) ^ decoder[:len(arr)]).tostring() | |
def show(data, filename=None, stripes=0): | |
"""Show the stetched data. | |
""" | |
norm_arr = np.array((data - data.min()) * 255.0 / | |
(data.max() - data.min())).astype(np.uint8) | |
if stripes: | |
r_norm_arr = np.array(norm_arr) | |
r_norm_arr[:, ::stripes] = np.uint8(255 - r_norm_arr[:, ::stripes]) | |
img = Image((r_norm_arr, norm_arr, norm_arr), mode="RGB") | |
img.stretch("crude") | |
else: | |
from PIL import Image as pil | |
img = pil.fromarray(norm_arr) | |
#img = Image((ch14, ch12, ch09), mode="RGB") | |
#img = Image((ch14[:, 38:], ch12[:, 38:], ch09[:, 38:]), mode="RGB") | |
if filename: | |
img.save(filename) | |
else: | |
img.show() | |
def dec12to16(data): | |
arr12 = data.astype(np.uint16).flat | |
new_shape = list(data.shape[:-1]) + [(data.shape[-1] * 8) / 12] | |
arr16 = np.zeros(new_shape, dtype=np.uint16) | |
arr16.flat[::2] = np.left_shift(arr12[::3], 4) + \ | |
np.right_shift((arr12[1::3]), 4) | |
arr16.flat[1::2] = np.left_shift((arr12[1::3] & 15), 8) + arr12[2::3] | |
return arr16 | |
############################################################# | |
from datetime import datetime, timedelta | |
import numpy as np | |
import sys | |
#from reed import rs | |
#from zfec import Decoder | |
#from trollcast.formats.reedsolomon import * | |
#from reedsolo import RSCodec, ReedSolomonError | |
vcdu_type = np.dtype([('version', '>u2'), | |
('vcdu count', '>u1', (3, )), | |
('replay', '>u1'), | |
('insert', '>u2'), | |
('mpdu_hdr', '>u2')]) | |
ccsds_fy_hdr = np.dtype([('ccsds_version', '>u2'), | |
('sequence', '>u2'), | |
('packet_length', '>u2'), | |
('days', '>u2'), | |
('milliseconds', '>u4')]) | |
def cadu_info(line): | |
print "=" * 3, "Cadu Info", "=" * 3 | |
print line["vcdu count"][0] * 256 * 256 + line["vcdu count"][1] * 256 + line["vcdu count"][2] | |
print "vcid", line["version"] & (2 ** 6 - 1) | |
print "spacecraft_id", (line["version"] >> 6) & (2 ** 8 - 1) | |
print "version", (line["version"] >> 14) & 3 | |
if line["insert"]: | |
print "Data crypted" | |
else: | |
print "Data open" | |
print "offset", line["mpdu_hdr"] & (2 ** 11 - 1) | |
def read_vcdu_hdr(packets): | |
for packet in packets: | |
line = np.fromstring(packet, vcdu_type, count=1)[0], packet[-882:] | |
# cadu_info(line[0]) | |
# raw_input() | |
yield line | |
def reed_decode(packets): | |
codec = rs.RSCoder(255, 223) | |
res = bytearray("\0" * 892) | |
#codec = RSCodec(32) | |
for packet in packets: | |
# do the decoding! | |
yield packet[:892] | |
# for i in range(4): | |
# #print i | |
# try: | |
# print len(packet[i::4]) | |
# print codec.verify(packet[i::4]) | |
# decoded = codec.decode(packet[i::4]) | |
# if not decoded: | |
# raise ValueError | |
# #print decoded | |
# res[i::4] = decoded | |
# #print "decoded" | |
# #raw_input() | |
# except IOError: | |
# print "uncorrectable" | |
# res[i::4] = packet[i:892:4] | |
# except ReedSolomonError as err: | |
# #print "uncorrectable:", err | |
# res[i::4] = packet[i:892:4] | |
# print str(res[:892]) == packet[:892] | |
# yield str(res[:892]) | |
def pn_decode(packets, dlen=0): | |
for packet in packets: | |
if dlen < 0: | |
yield packet | |
else: | |
yield packet[:dlen] + decode_str(packet[dlen:]) | |
def frame_sync(packets): | |
"""Phony frame_sync. | |
""" | |
for packet in packets: | |
yield packet[4:] | |
def file_reader(filename, plen=1024): | |
with open(filename) as fd: | |
while True: | |
packet = fd.read(plen) | |
if packet: | |
yield packet | |
else: | |
return | |
def sort_vc(packets): | |
channels = {} | |
cnt = 0 | |
for hdr, packet in packets: | |
vcid = hdr["version"] & (2 ** 6 - 1) | |
channels.setdefault(vcid, []).append((hdr, packet)) | |
if cnt % 1000 == 0: | |
logger.debug(str(cnt)) | |
cnt += 1 | |
return channels | |
def gen_strips(data): | |
frame_sync = "\xff\xe0\x01\xff\xe0\x01\xff\xe0\x01" | |
bla = BitStream(bytes=data[:55000]) | |
offset = bla.find(BitArray(bytes=frame_sync))[0] % 8 | |
logger.debug("Bit offset %d", offset) | |
if offset != 0: | |
array = np.fromstring(data, dtype=np.uint8) | |
data = (((array[:-1] & (2**(8 - offset) - 1)) << offset) + (array[1:] >> (8 - offset))).astype(np.uint8).tostring() | |
prev = 0 | |
while True: | |
try: | |
idx = data.index(frame_sync, prev + len(frame_sync)) | |
except ValueError: | |
break | |
yield data[prev:idx] | |
prev = idx | |
def read5(filename, plen, pn_start): | |
channels = sort_vc( | |
read_vcdu_hdr(reed_decode(pn_decode(frame_sync(file_reader(filename, plen=plen)), pn_start)))) | |
logger.debug('Channel keys: %s', str(channels.keys())) | |
return channels | |
if __name__ == '__main__': | |
import argparse | |
parser = argparse.ArgumentParser() | |
parser.add_argument("-c", "--cadu-len", help="Length of the cadu package in bytes (usually 1024 bytes)", | |
type=int, default=1024) | |
parser.add_argument("-p", "--pseudo-noise-start", help="Start of the pseudo-noise chunk, usually 0. Default is -1 for no decoding.", | |
type=int, default=-1) | |
parser.add_argument("-v", "--verbose", help="print debug messages too", | |
action="store_true") | |
parser.add_argument("filename", help="name of the file to read") | |
opts = parser.parse_args() | |
handler = logging.StreamHandler() | |
handler.setFormatter(logging.Formatter("[%(levelname)s: %(asctime)s :" | |
" %(name)s] %(message)s", | |
'%Y-%m-%d %H:%M:%S')) | |
if opts.verbose: | |
loglevel = logging.DEBUG | |
else: | |
loglevel = logging.INFO | |
handler.setLevel(loglevel) | |
logging.getLogger('').setLevel(loglevel) | |
logging.getLogger('').addHandler(handler) | |
logger = logging.getLogger("fy3_mersi_reader") | |
chs = read5(opts.filename, opts.cadu_len, opts.pseudo_noise_start) | |
logger.debug(str(chs.keys())) | |
data = "".join(dat[1] for dat in chs[3]) | |
res = [] | |
low_res = [] | |
truc = [] | |
rest = [] | |
truc_str = [] | |
logger.info('Stripping data') | |
for strip in gen_strips(data): | |
if len(strip) == 12345: #12345: | |
a = np.fromstring(strip, dtype=np.uint8) | |
res.append(dec12to16(a)) | |
elif len(strip) == 3129: | |
a = np.fromstring(strip, dtype=np.uint8) | |
low_res.append(dec12to16(a)) | |
truc.append(a) | |
elif len(strip) == 54531: | |
a = np.fromstring(strip[:3129], dtype=np.uint8) | |
low_res.append(dec12to16(a)) | |
truc_str.append(strip[3129:]) | |
rest.append(dec12to16(np.fromstring(strip[3129:], dtype=np.uint8))) | |
truc = np.vstack(truc) | |
low_res = np.vstack(low_res) | |
res = np.vstack(res) | |
restarr = np.vstack(rest) | |
#for i in range(100): | |
#a = truc[150 * i, 12:30].astype(np.uint32) | |
#a = np.take(a, np.arange(6) + 3, mode="wrap") | |
# milli = ((a[3] & 15) << 28) + ((a[4] >> 4) << 24) + \ | |
# ((a[1] & 15) << 20) + (a[2] << 12) + (a[0] << 4) + a[1] >> 4 | |
#milli = (((((a[3] >> 4) << 12) + a[3]) << 12) + a[2]) | |
#milli = 0 | |
#day = ((a[4] & 15) << 12) + (a[5] << 4) + (a[3] >> 4) | |
# print a | |
# half = (((a[:-1] & 15) << 4) + (a[1:] >> 4)).astype(np.uint8) | |
# print half | |
# print dec12to16(a) | |
# day = (half[4] << 8) + half[5] | |
# milli = 0 | |
#day = (a[0] << 8) + a[1] | |
#milli = (a[2] << 24) + (a[3] << 16) + (a[4] << 8) + a[5] | |
#thedate = datetime( | |
# 2000, 1, 1) + timedelta(days=int(day) - 1, milliseconds=int(milli)) | |
#print thedate | |
#print "waiting..." | |
#raw_input() | |
res_chn = ["01", "02", "03", "04", "05"] | |
low_res_chn = ["01", "02", "03", "04", "05"] | |
ch01 = res[res[:, 6] < 40, :] | |
ch02 = res[(res[:, 6] >= 40) & (res[:, 6] < 80), :] | |
ch03 = res[(res[:, 6] >= 80) & (res[:, 6] < 120), :] | |
ch04 = res[(res[:, 6] >= 120) & (res[:, 6] < 160), :] | |
ch05 = res[(res[:, 6] >= 160) & (res[:, 6] < 200), :] | |
ch06 = low_res[low_res[:, 6] < 210, :] | |
ch07 = low_res[(low_res[:, 6] >= 210) & (low_res[:, 6] < 220), :] | |
ch08 = low_res[(low_res[:, 6] >= 220) & (low_res[:, 6] < 230), :] | |
ch09 = low_res[(low_res[:, 6] >= 230) & (low_res[:, 6] < 240), :] | |
ch10 = low_res[(low_res[:, 6] >= 240) & (low_res[:, 6] < 250), :] | |
ch11 = low_res[(low_res[:, 6] >= 250) & (low_res[:, 6] < 260), :] | |
ch12 = low_res[(low_res[:, 6] >= 260) & (low_res[:, 6] < 270), :] | |
ch13 = low_res[(low_res[:, 6] >= 270) & (low_res[:, 6] < 280), :] | |
ch14 = low_res[(low_res[:, 6] >= 280) & (low_res[:, 6] < 290), :] | |
ch15 = low_res[(low_res[:, 6] >= 290) & (low_res[:, 6] < 300), :] | |
ch16 = low_res[(low_res[:, 6] >= 300) & (low_res[:, 6] < 310), :] | |
ch17 = low_res[(low_res[:, 6] >= 310) & (low_res[:, 6] < 320), :] | |
ch18 = low_res[(low_res[:, 6] >= 320) & (low_res[:, 6] < 330), :] | |
ch19 = low_res[(low_res[:, 6] >= 330) & (low_res[:, 6] < 340), :] | |
ch20 = low_res[(low_res[:, 6] >= 340) & (low_res[:, 6] < 350), :] | |
bits = np.unpackbits(truc[:, :57]) | |
show(bits.reshape(-1, 57 * 8)[::149, :], stripes=12) | |
print "waiting..." | |
raw_input() | |
from trollimage.image import Image | |
img = Image((ch14[:, 45:], ch12[:, 38:-7], ch09[:, 45:]), mode="RGB") | |
img.stretch("logarithmic") | |
img.show() |
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