Softline Digital AiLine

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2024: Adding Time Series Prediction and Simulator

Softline Digital (Softline Group of Companies) has added features to the AiLine digital twin platform: time series prediction and simulator (What-If analysis). They allow you to test hypotheses and make forecasts on business processes using algorithmic machine learning. The company announced this on September 13, 2024.

AiLine is an AI-powered No-code platform that helps companies deploy digital twins to optimize their businesses. The interface is easy to learn and does not require special programming skills from the user. The system processes and studies data, provides analytics on technological and business processes, builds predictive and recommendation models and services based on this, and also offers testing of different hypotheses. The latter was made possible by a recent update to AiLine.

So, the function "Prediction of time series" has appeared in the platform. It provides an accurate forecast of the selected target parameter (demand, production volume, quality unit, etc.) for days and months ahead, based on previously collected information on the same parameter. For example, if a sausage maker has historical data on demand for its products, with the help of AiLine, it can predict demand for months.

High forecast accuracy is achieved thanks to different time series models integrated into the platform. The choice of an algorithm depends on the situation and the nature of the data. Models process the information loaded into the system (in excel-table format), learn from it and then give a visual forecast in the form of graphs. So that the user can evaluate how successfully the model coped with the task, AiLine has hints based on metrics. With their help, it will be possible to choose the most accurate option from all forecasts.

As for the simulator (What-If analysis), it allows you to test various hypotheses without loss. For example, the company wants to find out whether it is possible to improve the quality of manufactured products by changing the temperature of the technological process. The platform gives this opportunity. To do this, the system needs data on the product and technical operations. After it processes them and reflects them in the graph, the user can independently change the value of each parameter, track the correlation of indicators and the final result.

AiLine is able to simulate various situations, thereby helping to select the optimal parameters of technological processes for an efficient business. The platform is universal and not limited in use by one industry. It can be used both in heavy industry and in creative industries. The system has special algorithms that, if necessary, will tell the user the best solution generated by AiLine models. In addition, our team is always ready to help with the audit if, for example, the company does not know what data to follow to create forecasts, "said Vadim Sedelnikov, owner of the AiLine product (Softline Digital).

2023

Inclusion in the register of domestic software

AiLine, a platform for introducing artificial intelligence-based solutions developed by Softline Digital, was included in the register of Russian software of the Ministry of Digital Industry of the Russian Federation. Representatives of Softline reported this on October 27, 2023. According to the developers, this will promote the solution among state customers and companies with strict requirements for the domestic origin of the systems being implemented.

The AiLine platform was designed to rapidly deploy enterprise digital twins. It makes it possible to predict the state of the equipment, predicting possible malfunctions and allowing the user company to optimize technological processes. The platform approach significantly reduces the time to implement a twin and does not resort to the help of expensive Data Science specialists.

The addition of AiLine to the registry Russian software will allow Softline Digital to expand the number of potential customers and offer a solution to customers who choose. import-independent ON This is important not only state for organizations, but also for other large enterprises.

"The AiLine platform was created on the basis of the expertise of the Softline Digital team, and it is based on an understanding of the needs of modern enterprises. We are in constant contact with large industrial companies and are testing our hypotheses on them in order to provide customers with exactly the solution that fully solves their problems and meets the demand of the market. It is worth noting that AiLine is flexible enough to make changes and improve the product based on feedback. In the future, we will add elements of advanced analytics and opportunities for retraining and updating models to the solution, "said Vadim Sedelnikov, Data Science Architect at Softline Digital.

AiLine AI Platform Optimization

Softline Digital upgraded the enterprise launch platform digital twins industrial. On the basis of AiLine, solutions have been developed for tasks - it is mountain rich industries and for, dairy industry and automation of the solution has been strengthened.

The AiLine platform is designed to create digital twins. This is a ready-made solution that reduces the speed of development and implementation of digital twins by three times, while significantly reducing the financial costs of the customer. The analytical apparatus of the platform allows you to build:

• comparative graphs on several parameters, compare and identify relationships;
• detect anomalies in the data;
• perform correlation analysis in several sections;
• build machine learning models with a "one button," select the optimal model;
• analyze and compare model performance and metrics.

AiLine offers companies a fast and cost-effective way to create digital twins and accurately model different scenarios. The platform's machine learning and artificial intelligence algorithms make it an invaluable tool for businesses looking to optimize their operations and improve efficiency.

AiLine's latest changes allow mining and processing enterprises to obtain a ready-made digital twin in a relatively short time for the main production processes that have great potential for optimization: feed, ore grinding and flotation. According to Softline Digital experts, the use of an industrial twin will increase the efficiency of these processes by up to 4%.

Also, the AiLine platform was adapted to create twins in the dairy industry. Using the platform, several projects have already been implemented for a large dairy producer to predict the parameters characterizing the quality of milk - the level of fat and protein content, as well as its cost. The Softline Digital team has built and implemented models that predict these product indicators for a short (two months) and long horizon (one and a half years).

The application of the platform in the mining, processing and food industries demonstrates its versatility and potential to transform various industries. As part of the platform modernization, an automatic data preprocessing algorithm was also developed that independently recognizes the format, data types, fills in omissions and much more.

All these steps are aimed at achieving the main strategy of Softline Digital - unification of approaches to the implementation of solutions based on artificial intelligence and the proposal of ready-made industry solutions in the field of digital twins and data analytics for specific typical customer tasks.

Шаблон:Quote 'author = noted Vadim Sedelnikov, Data Science Architect at Softline Digital.