Satellites do not measure temperature as such. They measure radiances in various wavelength bands, which must then be mathematically inverted to obtain indirect inferences of temperature. The resulting temperature profiles depend on details of the methods that are used to obtain temperatures from radiances. As a result, different groups that have analyzed the satellite data to calculate temperature trends have obtained a range of values. Among these groups are Remote Sensing Systems (RSS) and the University of Alabama in Huntsville (UAH).
To compare to the increase from the surface record (of approximately +0.07 °C/decade over the past century and +0.17 °C/decade since 1979) it is more appropriate to derive trends for the lower troposphere in which the stratospheric cooling is removed. Doing this, through September 2008:
An alternative adjustment introduced by Fu et al. (2004) finds trends (1979-2001) of +0.19 °C/decade when applied to the RSS data set. A less regularly updated analysis is that of Vinnikov and Grody with +0.20°C per decade (1978–2004)., although it must be noted that RSS also has a higher trend when taken only to 2004 (+0.186 °C/decade)
In 1996, Hurrell and Trenberth published in the Journal of Climate an analysis showing a warming trend of +0.18 °C/decade from 1979-1995.
Using the T2 channel (which include significant contributions from the stratosphere, which has cooled), Mears et al of Remote Sensing Systems (RSS) find (through March 2008) a trend of +0.110 °C/decade. Spencer and Christy of the University of Alabama in Huntsville (UAH), find a smaller trend of +0.050 °C/decade.
The satellite records have the advantage of global coverage, whereas the radiosonde record is longer. There have been complaints of data problems with both records, and difficulty reconciling the observations with climate model predictions.
A detailed analysis produced by dozens of scientists as part of the US Climate Change Science Program (CCSP) identifed and corrected errors in the satellite data and other temperature observations.
The CCSP SAP 1.1 Executive Summary states:
The IPCC Fourth Assessment Report Summary for Policymakers states:
However, as detailed in CCSP SAP 5.1 Understanding and Reconcilling Differences, neither Regression models or other related techniques were reconcilable with observed data. The use of fingerprinting techniques on data yielded that "Volcanic and human-causedfingerprints were not consistently identifiable in observed patterns of lapse rate change." As such, issues with reconciling data and models remain.
A potentially serious inconsistency has been identified in the tropics, the area in which tropospheric amplification should be seen. Section 1.1 of the CCSP report says:
The lower troposphere trend derived from UAH satellites (+0.130 °C/decade) is currently lower than both the GISS and Hadley Centre surface station network trends (+0.162 and +0.161 °C/decade respectively), while the RSS trend (+0.169 °C/decade) is similar. However, the expected trend in the lower troposphere, given the surface data, would be just over 0.19 °C/decade, making the UAH and RSS trends 67% and 87% of the expected value respectively.
Records have been created by merging data from nine different MSUs, each with peculiarities (e.g., time drift of the spacecraft relative to the local solar time) that must be calculated and removed because they can have substantial impacts on the resulting trend.
The process of constructing a temperature record from a radiance record is difficult. The best-known, though controversial, record, from Roy Spencer and John Christy at the University of Alabama in Huntsville (UAH), is currently version 5.2, which corrects previous errors in their analysis for orbital drift and other factors. The record comes from a succession of different satellites and problems with inter-calibration between the satellites are important, especially NOAA-9, which accounts for most of the difference between the RSS and UAH analyses . NOAA-11 played a significant role in a 2005 study by Mears et al. identifying an error in the diurnal correction that leads to the 40% jump in Spencer and Christy's trend from version 5.1 to 5.2.
For some time, the UAH satellite data's chief significance was that they appeared to contradict a wide range of surface temperature data measurements and analyses showing warming in line with that estimated by climate models. In April 2002, for example, an analysis of the satellite temperature data showed warming of only 0.04 °C per decade, compared with surface measurements showing 0.17 +/- 0.06 °C per decade. The correction of errors in the analysis of the satellite data, as noted above, have brought the two data sets more closely in line with each other.
Christy et al. (2007) find that the tropical temperature trends from radiosondes matches closest with his v5.2 UAH dataset. Furthermore, they assert there is a growing discrepancy between RSS and sonde trends beginning in 1992, when the NOAA-12 satellite was launched. This research found that the tropics were warming, from the balloon data, +0.09 (corrected to UAH) or +0.12 (corrected to RSS) or 0.05 K (from UAH MSU; ±0.07 K room for error) a decade.
However, the same panel then concluded that
As noted earlier, these temperature data, misinterpreted from the satellite data, are now known to have been too low.
An important critique of the satellite record is its shortness—adding a few years on to the record or picking a particular time frame can change the trends considerably. The problems with the length of the MSU record is shown by the table below, which shows the UAH TLT (lower tropospheric) global trend (°C/decade) beginning with Dec 1978 and ending with December of the year shown.
1991 0.087
1992 0.024
1993 -0.013
1994 -0.003
1995 0.033
1996 0.036
1997 0.040
1998 0.112
1999 0.105
2000 0.095
2001 0.103
2002 0.121
2003 0.129
2004 0.130
2005 0.139
2006 0.140
2007 0.143
Likewise, even though they began with the same data, each of the major research groups has interpreted it with different results. Most notably, Mears et al. at RSS find 0.193 °C/decade for lower troposphere up to July 2005, compared to +0.123 °C/decade found by UAH for the same period.
There are ongoing efforts to resolve these differences. Some believe that much of the disparity may have been resolved by the three papers in Science, 11 August 2005, which pointed out errors in the UAH 5.1 record and the radiosonde record in the tropics.
The radiosondes and the MSU were designed to detect short term changes in temperatures and not long term trends so it would be inappropriate to criticize them for being poor for long term trend detection. Other problems with the radiosondes in addition to the recently discovered solar heating issue could remain in the data.