Kashif Hussain Kashif, I hope the following links will give you a background on the ideas and techniques for reverse osmosis designs. - However, I don’t include anything with AI. I will look for that separately. The 2nd link is for an article in ResearchGate. Its asks you to request the full text. While doing that you should send a “message” to the authors of the article & ask other questions. ResearchGate messages are found on the authors “profile page, usually on the right side

1)__ Science Direct

Advanced control system for reverse osmosis optimization in water reuse systems

https://www.sciencedirect.com/science/article/pii/S0011916421003556

2)__ A ResearchGate article:

(Request full text)

Control system design of reverse osmosis plants by using advanced optimization techniques

October 2009Desalination and Water Treatment

by Adrian Gambier Andrea Wellenreuther

Essameddin Badreddin

https://www.researchgate.net/publication/242752507_Control_system_design_of_reverse_osmosis_plants_by_using_advanced_optimization_techniques

3A)__ Design and Care of Reverse Osmosis Systems

https://www.powermag.com/design-and-care-of-reverse-osmosis-systems/

3B)__ Design, implementation, control and optimization of single stage pilot scale reverse osmosis process

https://iwaponline.com/wst/article/84/10-11/2923/83258/Design-implementation-control-and-optimization-of

Youtube - Introduction to RO Videos

4A)__ Youtube 1

Introduction to Design Parameters

RO System Design Basics - Principles of RO System Design

https://www.youtube.com/watch?v=4PDVxaJp-m0

4B)__ Youtube 2

RO System Design Basics - Fundamentals of RO

https://www.youtube.com/watch?v=zWJFhH90Ans

4C) __ YouTube 3

DuPont™ FilmTec™ reverse osmosis membranes and the benefits of iLEC™ innovative element coupling

https://www.youtube.com/watch?v=-CEpz5eUEkY

4D) __ YouTube 4

DuPont™ FilmTec™ reverse osmosis membranes

https://www.youtube.com/watch?v=6TFXO9caqIU

5)__ Design Contol - Reverse Osmosis

https://designcontrols.net/reverse-osmosis/

6)__ Membrane System Design: Reverse Osmosis

https://avistamembranesolutions.com/resources/membrane-system-design-reverse-osmosis/

7)__ Design And Care Of Reverse Osmosis Systems, Part 3: Operation And Monitoring

https://www.wateronline.com/doc/design-and-care-of-reverse-osmosis-systems-part-operation-and-monitoring-0001

8)__ PurTech - Basics of Reverse Osmosis

https://puretecwater.com/storage/app/media/downloads/reverse-osmosis/basics-of-reverse-osmosis.pdf

9)__ Introduction to - The Design, Control, Monitoring and Validation of Water Systems for Pharmaceuticals, Biologics, Medical Devices, Cosmetics, and Personal Care Products

https://www.complianceonline.com/resources/design-control-monitoring-and-validation-of-water-systems.html

Kashif Hussain --------- Kashif, What follows are a variety of links that address AI with RO systems. Because I don’t know the basic concepts to use/apply AI with RO systems I have no way of telling you if these are good ideas. Or if the concepts make sense. You’re on your own here. — I chose them because the titles sounded worth looking into………

1)__ A ResearchGate Article

Also a "Request Full Text" - and a way to contact the authors.

Artificial Intelligence-Based Optimization of Reverse Osmosis Systems Operation Performance

by: Sara Nazif — Emad Mirashrafi — Bardia Roghani - Reza Nabi

https://www.researchgate.net/publication/338555041_Artificial_Intelligence-Based_Optimization_of_Reverse_Osmosis_Systems_Operation_Performance

2)__ Using Artificial Intelligence for Reverse Osmosis Desalination

https://ieeexplore.ieee.org/document/9863939

3)__YouTube Seminar Video

Artificial intelligence to proactively maintain reverse osmosis systems and minimize downtime

https://www.youtube.com/watch?v=Z77CtMVekog

4)__ The Impact of Artificial Intelligence (AI) on Water Quality and Purification Systems

https://www.linkedin.com/pulse/impact-artificial-intelligence-water-quality-systems-charles-armah#:~:text=Improved%20water%20treatment%20processes%3A%20AI,lowering%20the%20overall%20environmental%20impact

5)__ BMC - Revolutionizing Health Care and Health Care Equipment

https://bmcmededuc.biomedcentral.com/articles/10.1186/s12909-023-04698-z#:~:text=AI%20can%20be%20used%20to,patient%20care%20across%20healthcare%20settings

6)__ New nonprofit to utilize AI to alleviate the global water crisis

https://abcnews.go.com/US/new-nonprofit-utilize-ai-alleviate-global-water-crisis/story?id=106479624#:~:text=Some%20of%20the%20ways%20AI,spikes%20for%20contaminants%20will%20occur

7)__ Application of Artificial Intelligence in the Management of Drinking Water: A Narrative Review

https://www.ncbi.nlm.nih.gov/pmc/articles/PMC10749683/#:~:text=AI%2Dpowered%20sensors%20and%20data,and%20facilitates%20adaptive%20water%20management

8)__ RO-PUR - POWERFUL AI OPTIMIZES DESALINATION RO PLANTS

https://ropur.com/could-ai-optimize-desalination-ro-plants

9)__ Artificial Intelligence–Based Optimization of Reverse Osmosis Systems Operation Performance

https://ascelibrary.org/doi/10.1061/%28ASCE%29EE.1943-7870.0001613

Lee Clawson thank you sir for your valuable response