Designing a forecasting system using its parameters

The work solves the problem of calculating parameter values and their use in building a system for forecasting external, random events that negatively affect the functioning process implemented by a technical object. To clarify the functioning process, a number of conditions defining the boundaries within which the parameters are studied are proposed. The design of the system is performed in stages, and therefore the investigated parameters are analyzed at each stage separately. The first stage of the process of designing a forecasting system is the formation of a hypothesis that determines the general purpose of using the system. The work offers an interpretation of the hypothesis that is adapted to the solved problem. A description of the process of preliminary analysis of input data is provided, and the processes related to the requirements for the components of the forecasting system, which expand its functionality, are considered. The peculiarities of the functioning of the component, which predicts a random event, are considered. The statement is proved, which defines the type of functions on the basis of which the prediction is realized. At the second stage, the processes of determining the values of the countermeasures against the impact of a random event on the functioning of the technological process are implemented. As part of these processes, textual descriptions of data interpretation are used to expand their functionality related to the implementation of the corresponding countermeasure. In this regard, the statement about the non-contradiction of the system of algorithms, which is modified based on the use of information from textual descriptions of the interpretation of data used in the forecasting system, is proved.

Institutions

Publication Details

Journal
Zenodo (CERN European Organization for Nuclear Research)
Published
2024-12-30
DOI
https://doi.org/10.5281/zenodo.15274933
Primary Topic
Technology-Enhanced Education Studies
Type
article
Field-Weighted Citation Impact
0.00
Controls
|||
ALL TIME
JAN
FEB
MAR
APR
MAY
JUN
JUL
AUG
SEP
OCT
article

Designing a forecasting system using its parameters

Zenodo (CERN European Organization for Nuclear Research)
Technology-Enhanced Education Studies
article

Designing a forecasting system using its parameters

article en

Abstract

The work solves the problem of calculating parameter values and their use in building a system for forecasting external, random events that negatively affect the functioning process implemented by a technical object. To clarify the functioning process, a number of conditions defining the boundaries within which the parameters are studied are proposed. The design of the system is performed in stages, and therefore the investigated parameters are analyzed at each stage separately. The first stage of the process of designing a forecasting system is the formation of a hypothesis that determines the general purpose of using the system. The work offers an interpretation of the hypothesis that is adapted to the solved problem. A description of the process of preliminary analysis of input data is provided, and the processes related to the requirements for the components of the forecasting system, which expand its functionality, are considered. The peculiarities of the functioning of the component, which predicts a random event, are considered. The statement is proved, which defines the type of functions on the basis of which the prediction is realized. At the second stage, the processes of determining the values of the countermeasures against the impact of a random event on the functioning of the technological process are implemented. As part of these processes, textual descriptions of data interpretation are used to expand their functionality related to the implementation of the corresponding countermeasure. In this regard, the statement about the non-contradiction of the system of algorithms, which is modified based on the use of information from textual descriptions of the interpretation of data used in the forecasting system, is proved.

Zenodo (CERN European Organization for Nuclear Research)
Uniwersytet Komisji Edukacji Narodowej w Krakowie (PL), Państwowa Wyższa Szkoła Zawodowa w Nowym Sączu (PL)
Openalex Percentile: Top 33%
Technology-Enhanced Education Studies
AI Navigator

Ask Laika to Summarize, Analyze, and Connect papers live on the map.

Summarize Papers & Methodologies

Extract key findings, datasets, and comparative methods across publications.

Benchmark Rankings & Visual Analytics

Rank top research institutions, authors, funders, topics, and journals by Field-Weighted Citation Impact (FWCI) and paper volume with instant charts.

Connect Distant Disciplines

Bridge topological clusters on the map to find hidden collaborative intersections.

Designing a forecasting system using its parameters · Zenodo (CERN European Organization for Nuclear Research) (2024) | TGRS Research Map | TGRS