In the beforetimes,  I built several precision temperature systems using the 
Analog Devices AD537 voltage-to-frequency converter.  This chip has an on board 
temperature sensor and makes a very nice precision thermometer.  Due to its 
size and thermal mass it is good for fairly slow response curves.  For faster 
response you can use a small thermistor as the sensor.  You can get microdegree 
resolution in fairly simple systems.

One system that I built was a long term data logger that measured temperatures 
in mines, caves, and lakes.  They were built in iron plumbing pipe sealed with 
teflon tape and pipe ends.  The original unit, built by a friend, used discrete 
logic to wake up, do a sample, save it to eeprom, and go back to sleep.  The 
frequency measurement was a synchronized gate counting scheme.  It has a couple 
dozen chips and would record for a couple of years.  It's replacement used two 
PIC chips.  One was the wake-up timer on a 32KHz crystal,  the other was 
clocked with a 16MHz xtal and did the frequency measurement and logging to a 
serial EEPROM.  It gave millidegree resolution.

Another system was a fast response system with a tiny (almost microscopic) 
thermistor.  It would log temperature changes as it was lowered into wells and 
boreholes.  From the temperature changes one could deduce the rock strata, etc 
of the hole.  The counting scheme was basically recording time tags from a high 
frequency clock/counter.  It had microdegree resolution.  The thermistor was 
mounted in a piece of stainless hypodermic needle tube protected by a slotted 
steel shroud.  You could only log a hole once in a long time because just 
lowering the probe through the hole disturbed the temperature profile.

Both units were calibrated to absolute temperatures as a complete system.  One 
group thought that that they had a problem with a unit.  They mounted it in a 
(supposedly) well nsulated box and were seeing unexplained temperature 
gradients.  Turned out to be body heat from people entering and leaving the 
lab.  You could easily count bodies in the data.
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