Modification of the adaptive study of carbohydrates of the unnatural pancreatic shackle AIAPS

 The fake pancreas is a system for the automated delivery of insulin to a person suffering from insulin-dependent diabetes, connecting a glucose prediction, an insulin pump, and a judgment center (such as using AIAPS).


AIAPS such use is the control body of the IPV, the setting of which is to regulate the glucose of menstruation and keep it within the target range. To achieve a more monolithic design, blood glucose monitoring is based using straight-line logic and neural networks.

When developing an application, installing a plan carries out an independent reprimand on the safety of using the system.

The function of AIAPS, which the presented chapter is devoted to, seems to be an adaptive (it is again called dynamic) modification of the study of carbohydrates.

Start

We activate with the fact that for nine months a modification of the effect of carbohydrates was introduced back into the AIAPS, depending on the slow decay of various types of carbohydrates, namely:

1 character - carbohydrates with a duration of 60 hits and a peak of 25 hits
These include Coca-Cola, lollipops, sand, etc.
2 character - carbohydrates with a duration of 120 will hit and a peak of 40 will hit
For example, this can become a sweet, that is, snow-white bread.
3 character - carbohydrates with a duration of 180 will hit and a peak of 60 will hit
This is a complex food, say buckwheat with meat.
4 character - carbohydrates with a duration of 240 will hit and a peak of 70 will hit
Fertile and protein-rich food in large quantities.

We tested this model for 6 months, non-stop observing duration, but shortly after we encountered the following difficulties (in addition to the fact that establishing the duration makes it difficult to track carbohydrates).

Firstly, for example, my complex break with buckwheat and meat covers a large 100 carbs (any regiment for you), we noticed that in this case it would be wrong to direct the duration of carbs to 180 minutes. And after the expiration of data 180, the progress of glucose will continue and unconditionally - carbohydrates appear to be the trigger of this increase.

Secondly, after the way of eating, by means of a certain time of dextrose, menstruation initiates a distinct decrease (although after the modification there is again an abundance of carbohydrates for the board), which indicates that carbohydrates are now absorbed by the body

We also noted that after the shamming process, carbohydrate intake is tied at different time intervals, which can lead to a longer period of studying carbohydrates compared to the model.

Thirdly, we figured against the intricacy of carbohydrates, since the founding of the carbohydrate route, their peak would be flawless for 25-30 minutes. This point does not work, the complexity is scrawled at the top, and this is just our assumption.

In addition, we saw that some shamovka manners hold not one, but rather a lot of peaks or, instead of straight decay, they can have violent decomposition.

This all led to a tendency to refine the previously laid model, which only delivered excellent results.

Newly made resolution

We decided to stretch the evidence and see a realistic modification of carbohydrate putrefaction.
To achieve the desired result, we implemented a modification of the adaptive study of carbohydrates or the adaptive carbohydrate model (MAU).

Next, you can present an example of the first rendering of the display of the adaptation division.


Scene 1: Screenshot of a program demonstrating carbohydrate breakdown

Take a look at the difference between a regular modification (purple, download 1 time per minute) and digested carbohydrates (green, download 1 at a time in 5 minutes). Modifications vary, but even this is an excellent example of how carbohydrates ultimately act.

In the same vein, we concluded that carbohydrates last longer than we imagined.

This will help us to draw such a modification of carbohydrates, which is present in reality, and certainly calculate the coefficients.

How the calculations are done

The first moment is glucose monitoring for the base of flowing rates, insulin and carbohydrates on board,
The second point is the acquisition of glucose values.

Next, we calculate the difference between the monitoring and the real values ​​and earn the UIA delta.

After extracting the UIA delta, we add it:

To carbohydrates
To their lack
To activity.


After all this, as the values ​​are earned and the prescription is made, it is possible to begin to regulate glucose by unanimously acquired data.

Customization by unanimously acquired provided will be performed in the following options.

The impact of carbohydrates started, eating insulin healed to break down carbohydrates is allowed.
The effect of carbohydrates did not start on time, in which case their effect can be extended over 1.5 hours.
The impact began, but not in the expected volume, in which case the surviving hormone will be fed unanimously to the drowning number of carbohydrates in fact.


What the devil is development oriented for

The modification of adaptive carbohydrates is an attempt to empty the user through such grueling tasks as:

specific carbohydrate count
protein prices
counting snacks


And the order is more harmless to inject insulin.

Industrial details

The station and application of the artificial pancreas shackle AIAPS today is likely for devices with Android OS (versions greater than 6.0) and will soon become likely for the IOS platform. The virtualization of carbohydrate putrefaction is being tested and implemented by a separate program for Windows. The design has been tested by users for Samsung, Xiaomi devices, however, we do not experience any obstacles to work on other devices.

We will shortly acquire the main results of research on the scale of modification of adaptive study of carbohydrates and supplement AIAPS with freshly baked capabilities.