New Method for Industry 4.0 Machine Status Prediction - A Case Study with the Machine of a Spring Factory

Business analytics in Industry 4.0: A systematic review

“…Clustering is a more advanced technique compared to Statistical Data analysis, and is used to find Production Anomalities (Y. Wang et al 2017), to improve the products quality (T. Lin et al 2016), to detect costumers needs , and for predictive maintenance (Candanedo et al 2019 • The application of Business Analytics techniques within the Industry 4.0 concept has grown in recent years and its popularity is still rising (as shown in Figure 1 and Table 6). Thus, there is a research opportunity for publishing more papers regarding Business Analytics applied to the Industry 4.0.…”

“…Statistical Data Analysis is a technique used mainly for Data Visualization, but it was also used for Predictive Maintenance (Mozgova et al, 2018), to Detect Anomalies in Production (Zheng & Wu, 2017) and to Improve Product Quality (Kirchen et al, 2017). Clustering is a more advanced technique compared to Statistical Data analysis, and is used to find Production Anomalities (Y. Wang et al, 2017), to improve the products quality (T. Lin et al, 2016), to detect costumers needs (Saldivar, Goh, Li, Yu, et al, 2016), and for predictive maintenance (Candanedo et al, 2019). Reinforcement Learning was used mostly for Resources Optimization (Pane et al, 2019; Qu et al, 2016), while Optimization techniques were used for Resources Optimization (Uriarte et al, 2018), to Detect Production Anomalies (Trunzer et al, 2017) and to Improve Product Quality (Khayyam et al, 2019).…”

Adaptation of selected digital solutions in the field of military logistics

“…Rapid technological advancement spurs on changes in all areas of life, and the revolutions accompanying this phenomenon include, among the others, widely understood computerization and automation, which contributes to the implementation of new solutions [15], [20]. Technological achievements, resulting from the intensive development of industry, introduced revolutionary changes in the functioning of the current logistics [1], [29].…”

“…2) shows a prototype of the Tytan project, presenting the most modern individual soldier equipment. The Tytan project is not only about the most modern weapons, communication equipment and uniforms for a soldier of the future [ [15], [24]]. The work on the Integrated Individual Combat System has been underway since 2007, and intensive operations carried out by Polish companies guarantee a number of other amenities.…”

“…IT systems enable constant contact with superiors as well as processing and sending the collected data to the commander. On the other hand, the use of modern SCT Rubin thermal imaging sights gives a chance to detect and destroy the target in all conditions [1], [15], [24]. All these innovations are aimed at creating the most modern equipment for a Polish Army soldier as well as building Polish scientific and industrial potential, because only Polish companies and research institutes work on the project.…”