PiControl Solutions
PiControl Solutions

STA200 - System Identification Course

Learn to identify transfer functions from noisy, drifting industrial process data - 8 hours online, using PITOPS closed-loop identification labs, finishing with a completion certificate.

PITOPS closed-loop identification softwareCompletion certificate included
Overview

System Identification Industrial Time Domain Models

The STA200 system identification course teaches process control engineers, process engineers, research engineers, laboratory personnel, and instrument engineers to identify transfer functions from real industrial process data. Known formally as System Identification: Industrial Time Domain Models, STA200 runs as 8 hours of self-paced online training built around hands-on labs in the PITOPS software.

Identifying transfer functions from plant data is both an art and a science. Industrial data carries fast noise, drifts, and disturbances that make it difficult to accurately estimate transfer function parameters with older methods. STA200 teaches a modern, advanced identification technique that isolates fast and slow disturbances to determine the true transfer function, and the same technique works well on multivariable inputs using closed-loop data and on relatively short-duration data sets where older techniques commonly fail.

Curriculum

What You Learn in the STA200 System Identification Course

STA200 moves from transfer function fundamentals to applied identification on real industrial data, with hands-on PITOPS labs throughout. After completing the course, attendees can identify multivariable transfer function parameters using closed-loop data, open-loop data, or a mixture of both, isolate disturbances from the true process response, and apply the resulting models to improve PID tuning, feedforward implementation, and APC controller design.

The course covers the following topics.

Module 01 · 5 topics

Transfer function fundamentals

  • Introduction to transfer function identification
  • Basic definitions and nomenclature
  • First-order transfer functions
  • Zero-order transfer functions
  • Fast and slow processes
Module 02 · 3 topics

Real-world data challenges

  • Mother Nature and transfer functions
  • Challenges while identifying process dynamics from noisy, drifting industrial data
  • Isolating fast and slow disturbances from the true process response
Module 03 · 2 topics

Advanced identification concepts

  • Transfer functions - advanced concepts
  • Linearity and superposition
Module 04 · 1 topic

PITOPS hands-on labs

  • PITOPS labs for practice on transfer function identification, including closed-loop, multivariable, and short-duration data sets

Once these topics are complete, engineers can apply the identification technique directly to their own plant data.

Who the Course Is For

STA200 is built for engineers and technical staff who need accurate process models from plant data: process control engineers, process engineers, research engineers, laboratory personnel, and instrument engineers and supervisors. There are no prerequisites, because the modern identification technique taught in the course is designed to be learned and applied by new personnel without advanced degrees or prior identification experience.

01

Process control & process engineers

Get an accurate, repeatable way to extract transfer function models from noisy operating data, without disrupting production with open-loop step tests.

02

Research & laboratory personnel

Apply the same identification technique across chemical, mechanical, electrical, and industrial engineering data sets, plus chemistry, medical, and population studies applications.

03

Instrument engineers & supervisors

Use STA200 to sharpen models feeding PID tuning, feedforward implementation, and APC controller design across the loops you support.

Bring your whole team

STA200 also suits full teams from a single plant. Group participation works well when a team wants to align on modeling and tuning best practices, and companies use the course for APC and PID upskilling and for building internal identification skills ahead of a control upgrade. Corporate sessions can be customized on request.

Schedule On-Site Training
Hands-on labs

Hands-On With PITOPS

Hands-on practice separates a working identification course from a lecture. Most industrial data sets carry fast noise, drifts, and unmeasured disturbances, so engineers learn most when they extract models from data that looks like their own plant trends rather than idealized textbook examples. STA200 uses PITOPS for this practice, the same closed-loop identification software PiControl uses to extract process models from normal operating data and calculate optimal PID controller settings without open-loop step tests.

Attendees work through PITOPS labs that isolate fast and slow disturbances from noisy plant data, fit the identified model against the measured response, and read off the resulting gain, time constant, and dead time. The same technique extends to multivariable inputs using closed-loop data and to relatively short-duration data sets, where older identification methods are commonly unsuccessful. Engineers who identify models at scale after the course continue with the same software.

PITOPS · LOOP FC-212CLOSED-LOOP IDPVPLANT DATAPITOPS MODELt →GAIN K0.96TIME CONST51sDEAD TIME9.1sMODEL FITR² 97.8%
PITOPS · MULTIVARIABLESHORT-DURATIONMV1MV2ISOLATED DISTURBANCEt →INPUTS2 MVDATA LENGTHShortLOOP MODEClosedMODEL FITR² 96.1%
PITOPS · closed-loop transfer function identification used in every STA200 exercise
Certification & materials

Certification and Course Materials

STA200 attendees receive a PiControl STA200 Completion Certificate, which supports internal documentation, resumes, and continuing education records where applicable. The course applies the identification technique to real industrial examples using real plant data, so attendees leave able to apply the same methods directly to their own process data.

Attendees also receive digital training materials, temporary PITOPS software access, and follow-up guidance after the course. PiControl offers follow-on courses such as APC200 for engineers who want to continue into advanced process control, and PID100 for engineers focused on PID loop tuning.

  • Completion certificate
  • PITOPS closed-loop identification labs
  • Digital training materials
  • Temporary software access
  • Follow-up guidance
  • APC200 follow-on pathway
View Training Schedule
PiControl Solutions
Certificate of Completion
STA200
System Identification: Industrial Time Domain Models
Instructor
Date
FAQ

STA200 Frequently Asked Questions

Short answers to the questions engineers ask most before enrolling in the STA200 system identification course.

STA200 teaches you how to identify transfer function parameters using industrial process data, offering an advanced method for accurately estimating transfer functions even in noisy and disturbed environments.
STA200 is 8 hours long and is conducted entirely online, self-paced so engineers can complete it around plant duties.
STA200 is ideal for process control engineers, process engineers, research engineers, laboratory personnel, and instrument engineers and supervisors. No prior identification experience or advanced educational degree is required.
There are no prerequisites for STA200. Basic process control knowledge or completion of PID100 is helpful but not required, because the technique is designed to be learned and applied by new personnel.
STA200 uses PITOPS, plus training slides. Engineers identify transfer functions on real industrial examples using real plant data rather than working only from theory.
Yes. The course covers identifying multivariable transfer functions using closed-loop data, open-loop data, or a combination of both.
Yes. The identification technique taught in STA200 is designed for closed-loop data analysis, allowing safe identification from normal operating data without disrupting plant operations with open-loop step tests.
Yes. A unique feature of the technique taught in STA200 is successful transfer function identification with relatively short-duration data, where other techniques are commonly unsuccessful.
Attendees receive a PiControl STA200 Completion Certificate, which can be used for internal documentation, resumes, or continuing education credits where applicable.
Yes. By identifying the true process dynamics more accurately, the models generated using STA200 methods significantly improve PID tuning, feedforward implementation, and APC controller design.
Yes. STA200 is well-suited for team upskilling, and corporate sessions can be customized on request when teams want to align on modeling and tuning best practices.
Enroll now

Enroll in STA200

Enroll in STA200 to give your engineering team a practical, PITOPS-based system identification course with a completion certificate. The self-paced online format lets engineers in any location or time zone start right away, and onsite corporate sessions are available on request.

Related courses: PID100 PID Tuning and APC200 Advanced Process Control. Browse all courses on the Training. Questions: info@PiControlSolutions.com, Tel: (832) 495 6436.