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POLEXPERT - Polarization Scan Artificial Neural Network Expert System

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TUTORIAL ON POLEXPERTTM AND THE CYCLIC POTENTIODYNAMIC POLARIZATION TECHNIQUE

David C. Silverman


Table of Contents

Introduction - What is POLEXPERT?
Using POLEXPERT - a step-by-step procedure
Overview-Cyclic Potentiodynamic Polarization Technique
  1. Background
  2. Generation of the Scan
Effects of Experimental and Environmental Variables
  1. Corrosion Potential
  2. Solution Resistance
  3. Scan Rate
  4. Point of Scan Reversal
     Features Useful in Interpreting Scan
  1. Pitting and Repassivation Potentials
  2. Hysteresis
  3. Active-Passive Transition or "Passivation Potential
  4. Anodic-to-Cathodic Transition Potential
  5. Passive Current
  6. Additional Examples in Literature
POLEXPERT (the intelligent prediction tool)
Applying Tutorial Principles - Critique of ASTM F2129

Using POLEXPERT - a step-by-step procedure

The following flow chart provides an overview of interaction with POLEXPERT.

This tutorial uses the following example to give step-by-step instructions. Alloy 316ss was one of several alloys being considered as a material of construction for a fluid containing inorganic anions having a pH of about 4, and being at a temperature of about 40°C. In the laboratory, an electrode of 316ss was immersed in process fluid for about 18 hours to establish the corrosion potential that was fairly representative of that expected in the process after longer exposure. The polarization scan was generated at a scan rate of about 0.5 mV/s to attempt to balance the need for timely information and the need to avoid artifacts caused by too high of a scan rate. The current at the point of scan reversal was about 100 microamp/cm2 to minimize possible artifacts caused by large alteration of the surface. Background information on the corrosion potential, scan rate, and point of scan reversal are presented later in this tutorial. This figure shows the resulting polarization scan.

Following is the detailed procedure for using POLEXPERT to make its prediction of the propensity for general corrosion, crevice corrosion, and pitting for this example. This table shows the values of the features that are to be used by POLEXPERT. They are explained in more detail in the section entitled "Features Useful in Interpreting Scan" as well as when you get to item 7 below. When in POLEXPERT, each of these items has a Help screen associated with it to help you to determine the appropriate input.

Input Parameter Value
Repassivation Potential - Corrosion Potential 0.0 volts
Pitting Potential - Corrosion Potential 0.28 volts
Hysteresis Negative
Passivation Potential No
Passive current density 0.1 microamp/cm2
Anodic-to-Cathodic Transition 0.0 volts


Detailed Instructions:

  1. POLEXPERT is located at the web site www.argentumsolutions.com.
  2. Enter POLEXPERT. On the left hand side of each page including this one is a column with the heading "Intelligent Tools". POLEXPERT is the first icon listed. Double left click on that icon. You are taken to an opening page which overlays the page you are on. This page contains general information. When you have finished reading this information, left click on the button labeled "Enter POLEXPERT" at the top or bottom of the page. This action takes you into the POLEXPERT environment.
  3. If you wish, read the "Overview" and "Instructions" to get a brief introduction to POLEXPERT and what you are asked to do. If you wish to go immediately to the "Instructions", click on the word "Instructions". Note that you can change an entry at any time before running the tool.
  4. Enter your name, company affiliation, and email address. An example using Argentum Solutions, Inc. is shown below. That information is only for internal identification and will not be shared with anyone. It will aid in data retrieval in case you make an inquiry about the results.

  5. In POLEXPERT:


    Step 1

    Please enter the following information:

    First Name:    
    Middle Initial:
    Last Name:    
    Affiliation or Company Name:
    Email Address:  




  6. Fill in the alloy and any additional information about it you desire. For this example 316ss is entered. Below this entry you are asked to choose which of four polarization scans most closely resembles the generated scan. This information is used as part of a consistency check among the scan appearance, electrode appearance, and prediction from POLEXPERT. In this case, you would click on the figure showing "Polarization Scan for Localized Corrosion". You can expand the picture by clicking on the thumbnail. The pictures also can be used to help identify the location on the scan of some of the inputs for POLEXPERT. You can expand the figure by clicking on the thumbnail. If the appearance of your scan does not resemble any of the ones shown, select the option "Not Shown". The only effect that choice will have is to prevent a consistency check between the choice of the scan appearance and the prediction by POLEXPERT. It will not affect the prediction by POLEXPERT.

  7. In POLEXPERT:


    Step 2


    What alloy are you using?  Please input appropriate designation information.
    Format can be generic (examples: alloy 825, 316, Al 2024, Ti Gr2), the UNS number (examples: UNS N08825, UNS S31600, UNS A92024, UNS R50400), or the manufacturer's identification (See Woldman's "Engineering Alloys", 9th edition).



    Please identify which of the following four polarization scans most closely resembles your scan.   If your scan does not resemble those shown, please select "Not Shown"

    Click on the image for a full size image.

    Polarization scan showing passive behavior Polarization scan showing localized corrosion
    Polarization scan showing general corrosion Polarization scan showing oxidizable/reducible corrosion
    Not Shown

  8. Next you need to examine the electrode used in the test and select the condition that most resembles the appearance after the experiment. This selection provides another consistency check, this time between the prediction and the appearance of the electrode. In this case, the electrode showed localized corrosion where it contacted the holder so the choice of "localized corrosion" was selected. If you select "Help on this topic", you are provided with some guidelines. If the appearance is other than the descriptions is listed, type in the appearance. Selecting other only prevents the consistency check from being made but still allows the prediction to be made.

  9. In POLEXPERT:


    Step 3


    Please examine your electrode for corrosion and identify the description most constent with your electrode appearance. If two types of attack are present, pick the most sever of the two. This answer will be compared to the type of polizartion scan selected in Step 2 to provide an initial consistency check. The answers will also be compared with the prediction made by POLEXPERT.

    Examine the electrode carefully. Enter the best description shown.
    Help on this topic

    No Attack
    Localized Corrosion
    Discoloration
    Other, please specify:


  10. At this point you are ready to enter the parameters that will be used as inputs to the artificial neural network in POLEXPERT. The values used for this example have been entered in the spaces below. Note that all voltages have the units of "volts" and the current density has the units of microamp/cm2. If you need additional information, a help window can be opened when you select "Help on this topic" to provide more details. You can also scroll up to Step 2 and expand the thumbnails to get more information on selection of the variables for different types of scans. All of the information must be filled in. Since you are trying to make predictions about long term behavior, the corrosion potential should arise from the surface conditions that might exist after longer exposure. This requirement imples that the electrode be immersed at a minimum for about 12 hours prior to generating the polarization scan especially for self-passivating type of alloys or alloys that are being passivated by the environment.

  11. In POLEXPERT:


    Step 4


    Enter the Repassivation Potential minus the corrosion potential.
    ( Erepass - Ecorr )
    Volts    Help on this topic

    Enter the Pitting Potential minus the corrosion potential.
    ( Epit - Ecorr )
    If there is no pitting potential, enter 10 for the voltage.
    Volts    Help on this topic

    Is there hysteresis between the forward and reverse portions of the polarization scan?    Help on this topic
    Negative
    None
    Positive

    Does the forward portion of the scan exhibit a Passivation Potential?
    See the scan example    Help on this topic
    Yes
    No

    What is the passive current density?
    microamp/cm2   Help on this topic

    What is the Anodic to Cathodic transition potential minus the corrosion potential?
    ( Ea-to-c - Ecorr )
    Volts    Help on this topic

  12. At this point, you are ready to run POLEXPERT. If your inputs are as you want them, click on the button labeled "Run POLEXPERT" and the prediction will emerge on the next screen. If you want to change one or several items, you can retype the entry or click on a different selection depending on the step above. Only if you want to reenter ALL of your inputs should you click on the button labeled "Start Over".

  13. In POLEXPERT:


    Step 5


         

  14. After you have clicked on "Run POLEXPERT" a new screen appears which contains the prediction and its consistency with the choices of the scan and electrode appearance. In this case, crevice corrosion is predicted. The wording also provides some additional information in terms of watch-outs and possible additional testing the may be suggested from experience. Farther down, the consistency check among the prediction, the scan appearance, and the electrode appearance is provided. In this case, crevice corrosion is predicted in agreement with the corrosion observed on coupons placed in the process. Following the predictions, you are asked to submit your comments. Your name, affiliation, and email address information will already appear based on your original input in Step 1. You are asked to fill in the space with any comments and click on the “Submit” button. This information is optional but feedback would be appreciated especially if the prediction is contrary to your experience. You can return to any of the pages on this web site by clicking the appropriate tab.

  15. In POLEXPERT:


    POLEXPERT

    This interactive program is being provided for test purposes only. Under NO circumstances should any materials decisions be made based on the output you receive.

    ******************************************************************

    CREVICE CORROSION PREDICTED Risk of localized corrosion in the form of crevice corrosion is present. Such areas as close proximity of surfaces, areas under deposits, and metal-gasket interfaces may be prone to such attack. Longer term immersion tests with, for example, artificial crevice formers, are implied to confirm crevice corrosion prediction.

    Though general corrosion is not predicted, the general corrosion rate may be at most a contamination rate. If metal ion contamination is important, corrosion rate should be checked by alternative experimental methods.

    ******************************************************************

    Your initial choice of the type of pattern of the polarization scan, the appearance of the electrode, and the corrosion that is predicted from the polarization scan by POLEXPERT are consistent with each other.

    ******************************************************************

    Please submit feedback on your results

    (The information you provide will be held in confidence and will not be shared with any outside parties.)

    First Name:    
    Middle Initial:
    Last Name:    
    Affiliation or Company Name:
    Email Address:  

    Use the following space to provide feedback on POLEXPERT


         



Previous Page: Introduction - What is POLEXPERT?

Next Page: Overview of the Cyclic Potentiodynamic Polarization Technique

Return to Table of Contents





David C. Silverman, Ph.D. - Primary Consultant
E-Mail:     dcsilverman@argentumsolutions.com
Phone:     314-576-3586
Fax:         314-754-9825
Address:   The Argentum House
                14314 Strawbridge Ct.
                Chesterfield, MO 63017