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Synthetic sensor traces

Explore five illustrative temperature patterns with Temperature Terry for Sensors practice. Each uses made-up readings, one second apart. No personal data is used or accepted.

Choose a pattern, inspect the readings, then consider the short question. This practice is optional.

Steady trace

Readings stay close to 21 °C.

Synthetic steady temperature traceReadings stay close to 21 °C. Time: 0 to 15 seconds. Temperature scale: 16 to 28 degrees Celsius. Exact readings follow in the data table.16202428015°CTime (seconds)

What this cannot tell you: Consistency does not establish accuracy. Compare with a trusted reference before deciding the sensor is calibrated.

Consider: What reference would you use to check these consistent readings?

Read the data table
Steady trace: synthetic temperature readings
Time (s)Temperature (°C)
021.0
121.1
221.0
320.9
421.0
521.1
621.0
721.0
820.9
921.0
1021.1
1121.0
1221.0
1320.9
1421.0
1521.0

Noisy trace

Readings scatter around a level.

Synthetic noisy temperature traceReadings scatter around a level. Time: 0 to 15 seconds. Temperature scale: 16 to 28 degrees Celsius. Exact readings follow in the data table.16202428015°CTime (seconds)

What this cannot tell you: Scatter alone cannot establish the true temperature. Averaging may reduce random noise, but it cannot correct a systematic sensor error.

Consider: Would averaging these readings prove that the sensor is accurate? Why?

Read the data table
Noisy trace: synthetic temperature readings
Time (s)Temperature (°C)
021.0
122.2
219.8
321.6
420.2
522.4
620.8
719.7
821.8
920.5
1022.1
1119.9
1221.4
1320.7
1422.0
1520.4

Gap trace

Four readings are missing between 6 and 9 seconds.

Synthetic gap temperature traceFour readings are missing between 6 and 9 seconds. Time: 0 to 15 seconds. Temperature scale: 16 to 28 degrees Celsius. Exact readings follow in the data table.16202428015°CTime (seconds)

What this cannot tell you: There is no evidence of the temperature during the gap. Missing readings are not zero, and a line across the gap would invent evidence.

Consider: What would you check before blaming the sensor for the missing readings?

Read the data table
Gap trace: synthetic temperature readings
Time (s)Temperature (°C)
021.0
121.1
221.0
320.9
421.0
521.1
6Missing reading
7Missing reading
8Missing reading
9Missing reading
1021.0
1121.1
1221.0
1320.9
1421.0
1521.0

Drift trace

Readings rise gradually over time.

Synthetic drift temperature traceReadings rise gradually over time. Time: 0 to 15 seconds. Temperature scale: 16 to 28 degrees Celsius. Exact readings follow in the data table.16202428015°CTime (seconds)

What this cannot tell you: This trace cannot distinguish a warming environment from a changing sensor error. A separate reference is needed.

Consider: How could a second measurement help you separate warming from sensor drift?

Read the data table
Drift trace: synthetic temperature readings
Time (s)Temperature (°C)
021.0
121.2
221.4
321.6
421.8
522.0
622.2
722.4
822.6
922.8
1023.0
1123.2
1223.4
1323.6
1423.8
1524.0

Motion trace

A short burst interrupts otherwise steady readings.

Synthetic motion temperature traceA short burst interrupts otherwise steady readings. Time: 0 to 15 seconds. Temperature scale: 16 to 28 degrees Celsius. Exact readings follow in the data table.16202428015°CTime (seconds)

What this cannot tell you: The burst cannot prove movement caused it. A real temperature change or a measurement fault could produce a similar pattern.

Consider: What other evidence would you need before describing this burst as motion?

Read the data table
Motion trace: synthetic temperature readings
Time (s)Temperature (°C)
021.0
121.1
221.0
320.9
421.0
521.1
621.0
725.0
818.0
926.0
1019.0
1121.0
1221.1
1321.0
1420.9
1521.0

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