All posts by Richard Herz

How can AI be used in education? Some thoughts

Artificial intelligence agents are getting more powerful by the day. For a couple months, I have been using GitHub Copilot in Visual Studio Code to help develop simulations and to learn about concepts in front-end web programming. In Copilot, you can select between a couple different AI agents. Recently, I subscribed to Anthropic’s Claude to use as a standalone app.

There has been concern expressed in media about students using AI to cheat on assignments and exams. I am not so concerned; “blue book” tests and personal interviews can let students show what they understand. (too many students to do that you say, well you need to hire more human instructors to manage your AI)

Rather, I want to spend my time thinking how these tools can help people learn.

One practice I recommend to instructors is to model how you use AI to do your work and to learn new concepts and techniques. This can be done in live or recorded lessons.

I am thinking about how students themselves can use AI agents to help their studies. One idea is that a student could ask an AI agent to make a simulation that demonstrates a concept they are learning about.

That involves a couple different aspects. One learns how to clearly communicate concepts about a subject in the process of crafting a prompt that produces the desired result. And one learns from a well-crafted simulation.

See my experiments at Web Labs, AI experiments.

Please send us a message letting us know what you think at support@reactorlab.net

Intro to Web Labs

This is from the first page of the Web Labs wiki on our Github site:

Web Labs is a project of ReactorLab.net. Our purpose is to provide labs which help people understand physical systems through active participation.

Many of the labs are interactive simulations of the type “continuous simulation” or “system dynamics simulation.” In this type of simulation, the system evolves continuously as simulation time proceeds. The user can change input parameter values during evolution of the system, thus changing the simulation results.

Some labs are not dynamic but provide one set of outputs with each experiment. Labs 13-15 and 16-18 are like this.

A lab is composed of one or more JavaScript objects representing process units. Each process unit object contains data describing its current and past state, and methods which provide for changes in the unit’s state as simulation time proceeds. A process unit may exchange data with other process units.

In Dynamic labs, simulation time proceeds in incremental steps. At each step, all process units update their inputs from other units, then update their own state based on their current state and the state of the other units from which they get inputs. The methods by which units update their state involve algebraic and ordinary differential equations, and also may involve partial differential equations. This method of stepping in time is the Euler method of approximate solution of ordinary differential equations. Web Lab’s approximate solutions should not be used to design actual systems.

Design Philosophy

We are developing the Labs using plain JavaScript, with few or no libraries.

We construct labs using one or more “process units” which are independent objects but which can send and receive data from each other. This independence allows new labs to be constructed by using existing process units from old labs and adding new units. This is an example of modular simulation.

We have tried to make the code easy to read and understand. Because of this reason, relatively many lines are used to specify lab units and plot info.

For example, in process_plot_info.js there are many lines like this to specify a plot:

plotInfo[pnum]['xAxisShow'] = 1; // 0 false, 1 true
plotInfo[pnum]['xAxisMin'] = 0;
plotInfo[pnum]['xAxisMax'] = 1000;
...
etc.

And in a process unit’s initialize method, variables are specified like this:

initialize : function() {
//
let v = 0;
this.dataHeaders[v] = 'k_300';
this.dataInputs[v] = 'input_field_RateConstant';
this.dataUnits[v] = '(units depend on order)';
this.dataMin[v] = 0;
this.dataMax[v] = 1000;
this.dataDefault[v] = 1.0e-7;
//
v = 1;
...
etc.

The specifications could be shortened by loading values as indexed elements into a single array. That, however, would make the code more difficult to read and write.

While our strategy does result in more lines of code, they don’t all have to be typed separately, with use of copy, paste and edit.

Please send us a message letting us know what you think at support@reactorlab.net

Design your own reactor network in Web Labs

The desktop version of Reactor Lab had a lab that allowed you to design a reactor network with units that you selected and placed on a flowsheet. See our Annual report 2005 at the Desktop Lab tab above. That desktop version was built with the development tool LiveCode. If you have a LiveCode subscription, you can run a copy of the desktop Lab you download from our github site.

We are focusing on our Web Labs, now that we no longer support the desktop version. Today we posted our web version of the networks lab at the Web Labs tab, Reactors, Reactor Networks lab.

This web version was built with simple Javascript with no added libraries. It works by inserting and removing html code linked to Javascript objects as units are added and deleted from the flowsheet. This lab is less complex than apps which also build flowsheets, such as Aspen Plus and COCO, but this lab is easy to use to gain basic understanding of reactors and system dynamics.

Below are three screenshots: one from the new Web Lab (top) and two from the desktop Lab. In the bottom screenshot, you can see a reactor network that utilizes both local desktop units and remote units, where the local and remote units exchange messages over the Internet during a dynamic simulation.

Please send us a message letting us know what you think at support@reactorlab.net

Reactor Networks in Reactor Lab's Web Labs
Reactor Networks in Reactor Lab’s Web Labs (2025)
Reactor Networks in the Desktop Reactor Lab, circa 2005
Reactor Networks in the Desktop Reactor Lab (2005)
Reactor Networks in desktop Reactor Lab
Reactor Networks in desktop Reactor Lab exchanging messages with remote unit on Internet during dynamic simulation (2009)

Please state dimensional units!

I have been looking into developing a Web Lab simulation of a fluidized bed gasifier. Reaction rate equations are needed.

Trying to get rate equations from research papers has been frustrating because the dimensional units of terms in equations are often not stated.

To an editor or peer reviewer, it may look like the author has given all the required equations to duplicate their work, but you learn the truth when you try to use those equations, not just read them!

Please make sure you explicitly state the dimensional units for all terms in all equations, or example units if more than one set of consistent units can be used. Stating dimensional units is mandatory for equations with numerical constants. If equations are dimensionless, please state that.

Reviewers and editors, please check to make sure authors have done this.

On a related note, I ask that chemists reporting reaction rates please state for which type of reactor those rates and equations apply. Usually, a chemist is using a batch reactor, e.g., a test tube or flask but we should not have to assume that. Some chemists might even use a continuous stirred tank (beaker) reactor.

Please send us a message letting us know what you think at support@reactorlab.net

What is the permaweb?

The permaweb is composed of web pages and services running on the arweave blockchain.

Since arweave is a blockchain, web sites posted to arweave are permanently stored on the peer network. This service is provided by arweave for a one-time fee, which is computed to provide distributed storage hundreds of years into the future.

If ReactorLab.net’s current host goes out of business, or our lifetime hosting plan ends (!), the permaweb version will live on.

We thank onlyArweave.com for introducing us to arweave and the permaweb. We use the Simply Static WordPress plugin to export a static version of the site, then upload the site to ardrive.io, which puts it on the arweave permaweb. The one-time payment in AR tokens is made using the Wander browser extension. Dynamic sites which store and retrieve data on the permaweb can also be hosted on the permaweb. “Static” is in the sense of the look of the site not changing; Javascript and dynamic Web Labs still work well.

What is a blockchain? See our Web Labs on Blockchain, Crypto.

Please send us a message letting us know what you think at support@reactorlab.net

What happened to the desktop Lab?

As of July, 2022, I am no longer providing downloads of the desktop versions of our software.

After retiring from the university eight years ago, I stopped maintaining the desktop (standalone, executable) versions for several reasons.

The main reason is that web technology has developed to the point that interactive web apps can be written once, then distributed and run on all varieties of mobile devices and computers. One important development has been the dramatically increased speed of Javascript in web browsers, which enables fast computation and graphics animation.

Another reason is that I have chosen not to spend the cost in time and money required to update and build desktop executables for multiple operating systems, as the versions of our development tool, LiveCode, and operating systems change.

The source code of our desktop software is posted at our GitHub site.

Please see our Web Labs, for which the source code is also posted at our GitHub site.

Please send us a message letting us know what you think at support@reactorlab.net

Links to external sites open in new browser tabs.

More analysis of files downloaded from RESOURCES

We analyzed the raw log from October 31 through November 11 of 2021, subtracting web bots and spiders.

Of 764 unique users who accessed at least one PDF, only 80 did anything on the site other than access a PDF (view or download).

Two reasons probably contribute to this result: (1) some users are accessing single pages found in a browser search, and (2) some instructors are posting direct links to individual PDFs in the RESOURCES section.

That is easy to do in making reading assignments but deprives students of seeing all the other material on this web site.

I request that instructors post a link to our Home Page with each assignment and encourage students to look around the site.

Maybe even ask students to turn in a response to a question, such as what the conversion of reactant is when the temperature is set to 300 for the home page reactor.

A big THANK YOU to instructors who do this!

Top files downloaded from RESOURCES

We were interested in which notes in the RESOURCES section are being used. The data here are for the month of October, 2021.

We are happy the notes in Resources are being found useful. Please let us know your thoughts via email to support@reactorlab.net

The top 10 countries for download bandwidth are, in order most to least: USA, India, Mexico, Brazil, Canada, Philippines, Japan, Great Britain, Russia, Germany.

Top 20 files accessed (viewed or downloaded):

# Downloads, File
———————–
221, CRE Notes 13 – intro to PFRs
217, CRE Notes 7 – data analysis
216, CRE Notes 14 – intro to CSTRs
213, CRE Notes 16 – more reactors
181, CRE Notes 9 – thermal effects
139, CRE Notes 12 – multiple reactions
106, CRE Notes 15 – CSTR thermal effects
104, COCO simulator, Part 1 – flash drum
83, Matlab, material balances
80, CRE Notes 11 – semi-batch
72, GRAD CRE Notes, oregonator description
67, GRAD CRE Notes, Reaction and diffusion in porous catalysts
60, Matlab, array vs matrix ops
54, Matlab, bouncing ball eqns
48, CRE Notes 4 – integration
47, CRE Notes 13-A – methanol reactor model
47, GRAD CRE Notes, ammonia synthesis kinetics
39, Matlab, hex 15_12.txt
38, Control notes, 4. transfer functions
38, GRAD CRE Notes, effectiveness greater than one

The Web Labs are being used each day

We counted the number of runs in each of the Web Labs for the 13.4 days of Mon, 18 Oct 2021 21:16 to Mon, 1 Nov 2021 11:00

The reactor on the Home Page is seeing an average of 45 runs per day.

Lab 7, the Plug Flow Reactor is seeing an average of 30 runs per day during this period. Every Web Lab has been used.

We are happy the Web Labs are being found useful. Please let us know your thoughts via email to support@reactorlab.net

600 runs, Home Page reactor
406 runs, Lab 7, Plug Flow Reactor, including 7 Quiz for this period
271 runs, Lab 9, Hysteresis and multiple steady states in catalytic CSTRs in series
103 runs, Lab 13, Batch reactor, isothermal, nth order reaction
101 runs, Lab 3, Reactor T control with Tj inlet
83 runs, Lab 1, Water Tank Level Control
63 runs, Lab 14, CSTR, isothermal, nth order reaction
52 runs, Lab 15, PFR reactor, isothermal, nth order reaction
47 runs, Lab 5, Bioreactor Control
35 runs, Lab 18, Teddy Token blockchain
22 runs, Lab 000, Artificial Zoo, with the Dragon most popular
16 runs, Lab 00, Pendulum
10 runs, Lab 17, Cryptographic hash
9 runs, Lab 2, Dynamic diffusion and reaction in a porous solid catalyst
8 runs, Lab 8, Plug Flow Reactor + Heat Exchanger
7 runs, Lab FF, Forest fire
6 runs, Lab 0, Swarm of Objects
6 runs, Lab 16, RSA encryption
2 runs, Lab 1A, Level Control, two tanks in series
2 runs, Lab 4, Reactor T control with Tj
2 runs, Lab 6, Heat Exchanger

Getting started with Javascript

The interaction in our Web Labs is programmed with Javascript. Javascript is not as easy to code as is LiveCode, the language of our desktop app. But Javascript has other advantages: free to use, web browsers have Javascript interpreters built-in which execute Javascript very fast, and you can leverage the Javascript you learn to do many things with web pages.

Quick: How to write Javascript and display in web browser

1) Use a text editor like Apple’s TextEdit to create an .html file, e.g., mytest.html

2) In that file, write starting and ending html “script” tags, <script></script>, then enter your Javascript code between those tags. The script tags separate your Javascript code from the html in the file. Save the file.

3) Open that file using your web browser and see the output of Javascript document.write statements which you have typed between the script tags, e.g., document.write('hello');

4) After each change in your .html file, save the file and reload (refresh) the browser page to see the changes.

5) To view the output of the console.log statements, open the browser’s Javascript console. In Safari, select Develop > Show Javascript Console ( command-option-C ). New output appears at the bottom of the console window in Safari.

6) Example of a minimal .html text file to run Javascript in your web browser. All you need in the .html file is a script tag with your Javascript:

<script>
  // two slashes start a comment to help you remember what you are doing, does not execute
  document.write('hello'); // display output on web page
  // values between ' ' or " " are "strings" of text characters
  let aa = 3; // save value 3 in memory location you declare and label aa (aa is a "variable")
  console.log('minimal JS example, aa = ' + aa); // display in browser's Javascript console
  // now that a value is stored in new variable aa, we can use the value by using aa
  let bb = 2*aa; // multiply 2 times the value in aa and store value in new variable bb
  document.write('<br> bb = ' + bb); // note html line break tag <br> to start new line
</script>

7) console.log and document.write are standard, built-in “functions.” A function is a block of code to which you can supply input information within the parentheses (e.g., ‘hello’) and returns some output. You can write your own functions so that you don’t have to repeat the same code in different places.

8) You can view the html code of any web page in your browser. In Safari, select Develop > Show Page Source ( command-option-U ).

Here is a link to my examples of interactive controls https://richardherz.github.io/example-controls/index.html

The easiest way to view the code for one of these examples is to go to that example’s code at https://github.com/RichardHerz/example-controls

There are many sites that teach Javascript. Javascript.info looks good. W3schools is a great Javascript reference and place to learn other web technologies such as HTML, CSS, and graphics.