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Frequently Asked Questions (FAQs) --
Data Analysis and Processing
FAQs have been organized into the following categories:
Data Analysis and Processing questions (this page) |
- Why and how should I align data from a 911plus CTD?
- What are the typical data processing steps recommended for each instrument?
- Where can I find formulas for calculating conductivity, temperature, pressure, and derived variables such as salinity, sound velocity, density, depth, thermosteric anomaly, specific volume, potential temperature, etc.?
Our Glossary page is another good source of information.
The T-C Duct on a 911plus imposes a fixed delay (lag time) between the temperature measurement and the conductivity measurement reported in a given data scan. The delay is due to the time it takes for water to transit from the thermistor to the conductivity cell, and is determined by flow rate (pump rate). The average flow rate for a 9plus is about 30 ml/sec. The Deck Unit (11plus) automatically advances conductivity (moves it forward in time relative to temperature) on the fly by a user-programmable amount (default value of 0.073 seconds), before the data is logged on your computer. This default value is about right for a typical 9plus flow rate. Any fine-tuning adjustments to this advance are determined by looking for salinity spikes corresponding to sharp temperature steps in the profile and, via the SBE Data Processing module Align CTD, trying different additions (+ or -) to the 0.073 seconds applied by the Deck Unit, until the spikes are minimized. Having found this optimum advance for your CTD (corresponding to its particular flow rate), you can use that value for all future casts (change the value in the Deck Unit) unless the CTD plumbing (hence flow rate) is changed.
Oxygen and other parameters from pumped sensors in the same flow as the CT sensors can also be re-aligned in time relative to temperature, to account for the transit time of water through the plumbing. A typical plumbing delay for the SBE 43 DO Sensor is 2 seconds. However, the DO sensor time constant varies from approximately 2 seconds at 25 °C to 5 seconds at 0 °C. So, you should add some advance time for this as well (total delay = plumbing delay + response time). As for the conductivity alignment, the Deck Unit can automatically advance oxygen on the fly by a user-programmable amount (default value of 0 seconds) before the data is logged on your computer. However, because there is more variability in the advance, most users choose to do the advance in post-processing, via the SBE Data Processing module Align CTD. For additional information and discussion, refer to Module 9 of our training class and the SBE Data Processing manual.
Note: Alignment values are actually entered in the 11plus Deck Unit and in SBE Data Processing relative to the pressure measurement. For the 9plus, it is sufficiently correct to assume that the temperature measurement is made at the same instant in time and space as the pressure measurement.
Section 3: Typical Data Processing Sequences in the SBE Data Processing manual provides typical data processing sequences for our profiling CTDs, moored CTDs, and thermosalinographs. Typical values for aligning, filtering, etc. are provided in the sections detailing each module of the software. This information is also documented in the software's Help file. To download the software and/or manual, go to Software Descriptions and Revisions.
For formulas for the calculation of conductivity, temperature, and pressure from the raw data, see the calibration sheets for your instrument (if you cannot find the calibration sheets, contact us with your instrument serial number at seabird@seabird.com or 425-643-9866).
For derived parameter formulas (salinity, sound velocity, density, etc.), see the Seasave and SBE Data Processing manuals, which document these formulas in an Appendix. Additionally, the formulas are documented in the Help files for these programs. To download the software and/or manuals, go to Software Descriptions and Revisions.
Sea-Bird Home Phone: (+1) 425-643-9866 E-mail: seabird@seabird.com