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11.
Comparative analysis of human and artificial intelligence planning in production processes
Matjaž Roblek, Tomaž Kern, Eva Krhač Andrašec, Alenka Brezavšček, 2024, izvirni znanstveni članek

Opis: Artificial intelligence (AI) has found applications in enterprises′ production planning processes. However, a critical question remains: could AI replace human planners? We conducted a comparative analysis to evaluate the main task of planners in an intermittent process: planning the duration of production orders. Specifically, we analysed the results of a human planner using master data and those of an AI algorithm compared to the actual realisation. The case study was conducted in a large production company using a sample of production products and machines. We were able to confirm two of the three research questions (RQ1 and RQ3), while the results of the third question (RQ2) did not meet our expectations. The AI algorithms demonstrated significant improvement with each iteration. Despite this progress, it is still difficult to determine the exact threshold at which AI outperforms human planners due to the unpredictability of unexpected events. Even though AI significantly improves prediction accuracy, the inherent variability and incomplete input data pose a major challenge. As progress is made, robust data collection and management strategies need to be integrated to bridge the gap between the potential of AI and its practical application, fostering the symbiosis between human expertise and AI capabilities in production planning.
Ključne besede: artificial intelligence, machine learning, production processes, production planning, production scheduling
Objavljeno v DKUM: 04.12.2024; Ogledov: 0; Prenosov: 20
.pdf Celotno besedilo (3,27 MB)
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12.
Toward optimal robot machining considering the workpiece surface geometry in a task-oriented approach
Aleš Hace, 2024, izvirni znanstveni članek

Opis: Robot workpiece machining is interesting in industry as it offers some advantages, such as higher flexibility in comparison with the conventional approach based on CNC technology. However, in recent years, we have been facing a strong progressive shift to custom-based manufacturing and low-volume/high-mix production, which require a novel approach to automation via the employment of collaborative robotics. However, collaborative robots feature only limited motion capability to provide safety in cooperation with human workers. Thus, it is highly necessary to perform more detailed robot task planning to ensure its feasibility and optimal performance. In this paper, we deal with the problem of studying kinematic robot performance in the case of such manufacturing tasks, where the robot tool is constrained to follow the machining path embedded on the workpiece surface at a prescribed orientation. The presented approach is based on the well-known concept of manipulability, although the latter suffers from physical inconsistency due to mixing different units of linear and angular velocity in a general 6 DOF task case. Therefore, we introduce the workpiece surface constraint in the robot kinematic analysis, which enables an evaluation of its available velocity capability in a reduced dimension space. Such constrained robot kinematics transform the robot’s task space to a two-dimensional surface tangent plane, and the manipulability analysis may be limited to the space of linear velocity only. Thus, the problem of physical inconsistency is avoided effectively. We show the theoretical derivation of the proposed method, which was verified by numerical experiments.periments.
Ključne besede: robotics, automation, robot machining, workpiece surface polishing, collaborative robot, manipulability, complex surface geometry, motion planning
Objavljeno v DKUM: 25.11.2024; Ogledov: 0; Prenosov: 0

13.
Supply chain and logistics planning
Matevž Obrecht, Tea Vizinger, Michał Adamczak, Piotr Cyplik, Dejan Dragan, Bojan Rosi, Rebeka Kovačič Lukman, Vasja Omahne, Bojan Rupnik, univerzitetni, visokošolski ali višješolski učbenik z recenzijo

Ključne besede: supply chains, planning, sustainable development, logistics, higher education textbooks
Objavljeno v DKUM: 21.11.2024; Ogledov: 0; Prenosov: 9
.pdf Celotno besedilo (6,06 MB)
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14.
The role of strategic management in the business success of sports organizations: Research of Celje football club in the 2022/23 and 2023/24 seasons
Nikolay Rzhevskiy, 2024, diplomsko delo

Opis: This diploma illustrates that the success of FC Celje is not merely the result of on-field talent but a comprehensive strategic management framework that supports and enhances every aspect of the club's operations. By examining the club's strategic management practices of the past two seasons, this study provides valuable insights into how sports organizations can achieve and sustain success through effective management practices, financial management, talent development, and community engagement. This thesis's findings underscore that the success of any organization begins with a well-defined strategy. Strategic management provides the framework for setting long-term goals, aligning resources, and navigating the complexities of the sports industry. However, the study also brings to light the equally important role of operational management. The insights gained from the experience of FC Celje demonstrate that a holistic approach, combining strategic and operational management, is essential for achieving and sustaining success. By understanding and applying these principles, sports organizations can build a solid foundation for long-term growth, improve their competitive edge, and enhance their overall performance. This thesis offers a practical guide for other clubs seeking to replicate the success of FC Celje, emphasizing the importance of strategic foresight coupled with meticulous operational execution.
Ključne besede: strategic management. management of sports organizations. strategic planning.
Objavljeno v DKUM: 20.11.2024; Ogledov: 0; Prenosov: 20
.pdf Celotno besedilo (1,35 MB)

15.
A new sustainable warehouse management approach for workforce and activities scheduling
Vlado Popović, Milorad J. Kilibarda, Milan Andrejić, Borut Jereb, Dejan Dragan, 2021, izvirni znanstveni članek

Opis: Sustainable engineering is very important for logistics systems. Nowadays, sustainable warehouse management is a key factor in market success. Workforce fluctuation and inverting the number of customers' demands make a lot of problems in distribution warehouses. This study addresses a sustainable approach for the workforce scheduling problem recognized in a real distribution warehouse. The problem arises from the high variability of demand for workers over oneworkday, which causes workforce surplus in some periods of the workday and shortages in others. Engineering managers of the distribution warehouse already use different full-time and part-timeshifts, and schedule workers on different activities, but they still have significant workforce surplusesor shortages in some periods. This study proposes the scheduling of activities' execution together with workers to face that variability and decrease the cost of the workforce. This idea comes from the fact that some activities in a distribution warehouse can be done in a specific time period after the need for them occurs. In this way, the variability of demand for workers can be decreased, and alower workforce cost may be ensured. Based on this idea, the entire problem is modeled as integer linear programming. The real example of the problem is solved, and the proposed model is tested on randomly generated instances of the problem in Python by means of the PuLP linear programming package. The results indicate different positive effects in the manner of sustainable warehouse management: lower workforce costs, time savings, better utilization of all types of resources andequipment, increased employee satisfaction, and so on. For even 61% of instances of the introduced problem, the obtained cost of the workforce is lower by more than 20% if activities' executions arescheduled together with employees.
Ključne besede: workforce, activities planning, schedule, optimization, warehouses, sustainable warehouse management, logistics
Objavljeno v DKUM: 11.10.2024; Ogledov: 0; Prenosov: 6
.pdf Celotno besedilo (1,28 MB)
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16.
Towards productive and ergonomic order picking : multi-objective modeling approach
Brigita Gajšek, Simona Šinko, Tomaž Kramberger, Marcin Butlewski, Eren Özceylan, Goran Đukić, 2021, izvirni znanstveni članek

Opis: The logistics sector should strive for sustainability alongside productivity by protecting its order pickers' health and welfare. Existing storage assignment models are mainly based on the criterion of order picking time and, to a lesser extent, the human factor. In the paper, a solution to a storage assignment problem using a multi-objective model based on binary integer linear programing is presented by developing a solution that considers order picking time, energy expenditure and health risk. The Ovako Working Posture Assessment System (OWAS) method was used for health risk assessment. The downside of solely health risk-optimization is that the average order picking time increases by approximately 33 % compared to solely time-optimization. Contrary to this, the developed multi-objective function emphasizing time has proven to be promising in finding a compromise between the optimal order picking time and eliminating work situations with a very-high risk for injuries. Its use increases the time by only 3.8 % compared to solely time-optimization while significantly reducing health risk.
Ključne besede: productivity, energy expenditure, order picking, order picking system, health risk, OWAS, multi-objective modeling, planning, logistics, ergonomics
Objavljeno v DKUM: 13.08.2024; Ogledov: 109; Prenosov: 11
.pdf Celotno besedilo (3,63 MB)
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17.
Acceptance of GIS within ERP system : research study in higher education
Simona Sternad Zabukovšek, Polona Tominc, Zdenko Deželak, Gaik Nalbandyan, Samo Bobek, 2022, izvirni znanstveni članek

Opis: GIS is often used in companies where employees already use enterprise information systems/enterprise resource planning (ERP) systems and where both systems are used simultaneously. This article is a research study of GIS acceptance by users using GIS, not as a stand-alone tool, but as an integrated tool into the ERP system. The research was conducted using the Technology Acceptance Model (TAM), one of the most often used research models for researching behavioral intention and actual use of information systems. For this research study, TAM has been modified and extended with external factors. The main research objective is to identify determinants of GIS acceptance and the attitude of individuals toward using GIS integrated with ERP systems. The structural equation model with partial least squares (PLS) method was used to analyze collected survey data. The study researched 12 external factors in the TAM model, out of which 10 were found significant. The most important factors that impact behavioral intention to use ERP-GIS systems are perceived usefulness of ERP-GIS systems and attitude toward using GIS, followed by education and training about ERP-GIS systems and perceived enjoyment using ERP-GIS systems.
Ključne besede: geographic information systems (GIS), enterprise resource planning (ERP), GIS and ERP integration, GIS acceptance, technology acceptance model (TAM)
Objavljeno v DKUM: 09.07.2024; Ogledov: 103; Prenosov: 13
.pdf Celotno besedilo (1,27 MB)
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18.
The influence of façade colour, glazing area and geometric configuration of urban canyon on the spectral characteristics of daylight
Nataša Šprah, Jaka Potočnik, Mitja Košir, 2024, izvirni znanstveni članek

Opis: Since the non-image-forming (NIF) effect of daylight on the human circadian system is widely accepted, adequate exposure to daylight is now considered one of the elements of a healthy life. In urban environment, one of the prerequisites for adequately lit indoor spaces is the amount and quality of daylight reaching the window, which is highly dependent on the characteristics of the urban environment. The aim of the study was to determine whether there are correlations between urban density (i.e., distance between buildings, building height), façade surface characteristics (i.e., colour and Window-to-Wall Ratios – WWR) and NIF potential of daylight. The study was conducted on a parametric geometric model of a street canyon covering a wide range of characteristics. Simulation results were interpreted using the Relative Melanopic Efficacy coefficient and Sky View Factor. The results indicate that the colour of the opposite façade can substantially impact the resulting NIF potential, especially for orange-red or blue hues. The results of the study show that this influence for building heights between 3 and 8 storeys becomes significant when the width of the urban canyon is less than 25 m and becomes substantially smaller at WWRs above 30 %.
Ključne besede: urban planning, daylight, non-image forming effects of light, circadian light, urban canyon, façade colour
Objavljeno v DKUM: 19.01.2024; Ogledov: 415; Prenosov: 50
.pdf Celotno besedilo (14,66 MB)
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19.
Method for planning, optimizing, and regulating EV charging Infrastructure
Amor Chowdhury, Saša Klampfer, Klemen Sredenšek, Sebastijan Seme, Miralem Hadžiselimović, Bojan Štumberger, 2022, izvirni znanstveni članek

Opis: The paper presents and solves the problems of modeling and designing the required EV charging service capacity for systems with a slow dynamic component. This includes possible bursts within a peak hour interval. A simulation tool with a newly implemented capacity planning method has been developed and implemented for these needs. The method can be used for different system simulations and simultaneously for systems with high, medium, and low service dynamics. The proposed method is based on a normal distribution, a primary mechanism that describes events within a daily interval (24 h) or a peak hour interval (rush hour). The goal of the presented approach, including the proposed method, is to increase the level and quality of the EV charging service system. The near-optimal solution with the presented method can be found manually by changing the service capacity parameter concerning the criterion function. Manual settings limit the number of rejected events, the time spent in the queue, and other service system performance parameters. In addition to manual search for near-optimal solutions, the method also provides automatic search by using the automation procedure of simulation runs and increasing/decreasing the service capacity parameter by a specifically calculated amount.
Ključne besede: service system, capacity planning, bursts, rush-hour, normal distribution, stochastic process
Objavljeno v DKUM: 24.08.2023; Ogledov: 583; Prenosov: 51
.pdf Celotno besedilo (5,63 MB)
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20.
Daylight provision requirements according to EN 17037 as a restriction for sustainable urban planning of residential developments
Nataša Šprah, Mitja Košir, 2020, izvirni znanstveni članek

Opis: The attempt at a more sustainable land use by increasing urban density may have a negative effect on the daylighting of residential buildings. In densely built areas, obstructions generated by the surrounding buildings can substantially reduce the available amount of daylight, causing poorly daylit spaces and a less healthy indoor environment with higher electricity consumption as a consequence of artificial lighting. European standard EN 17037, Daylight in Buildings, was established in 2018 to ensure appropriately daylit spaces. In this paper, a three-step methodology was developed to investigate the relationship between certain urban planning parameters and the daylighting of a typical room defined by specific (Slovenian) legislative restrictions about its geometry and minimum required window to floor area ratio, in order to establish the maximum densities of residential developments still fulfilling the minimum requirements for daylight provision defined by EN 17037. The results show that a relatively low urban density is required to fulfil the stipulations for minimum daylight provision for the deepest permissible room according to the Slovenian legislation. The impact of the development floor area ratio on the daylighting potential of buildings was identified as significant, followed by the site coverage, development layout, and building typology. Furthermore, the developed methodological approach clearly demonstrates a substantial potential for application in urban planning, with indoor daylight environmental conditions being linked to the planning of residential developments in the earliest stages of the project.
Ključne besede: sustainable urban planning, daylighting, vertical daylight factor, residential developments, solar potential
Objavljeno v DKUM: 14.07.2023; Ogledov: 510; Prenosov: 70
.pdf Celotno besedilo (4,82 MB)
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