Data Source
Both equipment and users have knowledge about the factory, it can be either a counter value, a machine alarm or a current thermostat setting.
In PackOS we call these parameters ‘signals’, they are constantly being observed and processed to determine what’s currently happening on the shop-floor.
Our edge component - LogiX Gate - is a listener designed to handle many communication protocols in parallel - OPC, HTTP, SQL, listen for value changes and send them to our cloud-based processing.
LogiX Gate will buffer all messages if connection is not available, and send them as soon as it’s back.
It’s important to keep in mind that a single machine should not be powered by multiple LogiX Gates as it might cause issues with clock synchronisation. More on that later.
LogiX Gate sends messages in batches of configurable size, below you can see an example message consisting of 3 signal value changes:
[ { "NodeId": "s=Filler_Counter", "ApplicationUri": "OPC1", "Value": { "Value": 100, "SourceTimestamp": "2021-04-30T00:03:20.917Z" } }, { "NodeId": "s=Filler_Counter", "ApplicationUri": "OPC1", "Value": { "Value": 110, "SourceTimestamp": "2021-04-30T00:03:31.026Z" } }, { "NodeId": "s=Capper_Alarm", "ApplicationUri": "OPC1", "Value": { "Value": 1, "SourceTimestamp": "2021-04-30T00:03:31.026Z" } }, ]
Ability to input manual data - parameters, photos etc. using a mobile app is under development
Before the main processing, each signal can be transformed and/or augmented using PackOS pre-processing functions: Pre-Processing Functions ✔️
Machine model
Regardless of the technical details of gathering data from the factory, a machine is modelled in PackOS as an asset with pre-defined set of:
Signals
Properties
State definitions
State Rules
We are developing a new model of an asset, describing its internal structure (parts) and models for processes, health, behaviour and predictive maintenance
Read More: The Story Behind the Self-Learning Factory Concept
Signals
Each signal is identified by its Name
. It’s an identifier which needs to be unique in the context of a machine, important in rule execution (see below). It should not contain any spaces or special characters, and cannot be changed after the signal is created.
To display a more user-friendly name, use signal Description
Signal Type
control the meaning of the signal value:
SIGNAL - a default value having no meaning, the signal can be used in rules to control the state of the machine
NOPROCESSING - makes the processing skip this signal, it’s value is not being tracked
COUNTER - is used as a good product count, its
Unit
field sets the machine production unit. Currently, only a single good counter per machine is allowedWASTE_COUNTER - defines a waste product count. There can be many waste counters on a single machine. Its
Unit
can be different than the one of theCOUNTER
- PackOS will make a conversion using an active packing structure.SHORT_PERFORMANCE - used to track current performance value. It's calculated automatically from the COUNTER. There should be only one signal of this type per machine.
Unit
defines how the signal is being calculated (e.g. car/min) converting the production unit from the Counter unit using an active packing structure and appropriate time denominator.[tbc]
State Rules
State rules control a current state of a machine, there are two possible formats:
Simple format, which allows for very simple rules checking signal values
Advanced format, which can be used for more advanced rules
Both formats can be used simultaneously for different rules on a single machine.
Simple format
The simple format uses the following syntax:
(Name Equals AlarmOne && Value Equals 1) && (Name Equals AlarmTwo && Value Equals 0)
[tbc]
Advanced format
Warning: You’re entering an advanced section for engineers and developers. Topics described below are not a needed for most PackOS users. They require some programming skills, but can help you better tune PackOS to your needs
It allows you to write arbitrary C# expressions returning true
or false
.
Before writing a rule, you need to decide if the rule is time-dependent (which will allow you to use Now
) and check for example if last signal timestamp exceeded some duration.
An example rule looks as follows:
Signals.GetCurrentValue<bool>("AlarmOne") && !Signals.GetCurrentValue<bool>("AlarmTwo")
The following variables are available:
DateTime Now
- Current Date
Current UTC date (Read more...)
Only available if the rule is time-dependentSignalDictionary Signals
- Signal Dictionary
A dictionary of raw machine signals, holding the current and previous value.string GetCurrentValue(string key)
- returns last value of the signal as stringstring GetPreviousValue(string key)
- like above, but for the previous valueT GetCurrentValue<T>(string key)
- returns the current value as the requested typeT GetPreviousValue<T>(string key)
- like above, but for the previous valueDateTime GetCurrentUpdate(string key)
- returns the UTC date of last signal updateDateTime GetPreviousUpdate(string key)
- like above, but for the previous value
CounterDictionary Counters
- Counter Dictionary
Similar to the SignalDictionary, but holds only validated counter values (after guards, resets etc).
e.g. if raw signal goes like: 100 → 102 → 0 → 105 → 0 → 110 → 0 → 5 → 1000 → 10
this dictionary will track only: 100 → 102 → 105 → 110 → 5 → 10double GetCurrentValue(string key)
- current value of the counterDateTime GetCurrentUpdate(string key)
- timestamp of current value updatedouble GetPreviousValue(string key)
- previous value of the counterDateTime GetPreviousUpdate(string key)
- timestamp of previous value update
double DesignPerformance
- Current performance setting for a machine
in production_unit / hour.
e.g. it’s useful to compare the delay from the last counter increase to the machine performance:Counters.GetCurrentUpdate("CounterOut") > (Now - TimeSpan.FromHours(1/DesignPerformance))