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Records with Subject: Planning & Scheduling
681. LAPSE:2023.17006
Optimal Battery Energy Storage System Scheduling within Renewable Energy Communities
March 6, 2023 (v1)
Subject: Planning & Scheduling
Keywords: BESS scheduling, experimental database, load forecast, Machine Learning, mixed integer linear programming, recurrent neural network, renewable energy community, time series
In this work, a strategy for scheduling a battery energy storage system (BESS) in a renewable energy community (REC) is proposed. RECs have been defined at EU level by the 2018/2001 Directive; some Member States transposition into national legislation defined RECs as virtual microgrids since they still use the existing low voltage local feeder and share the same low-medium voltage transformer. This work analyzes a REC which assets include PV generators, BESS and non-controllable loads, operating under the Italian legislative framework. A methodology is defined to optimize REC economic revenues and minimize the operation costs during the year. The proposed BESS control strategy is composed by three different modules: (i) a machine learning-based forecast algorithm that provides a 1-day-ahead projection for microgrid loads and PV generation, using historical dataset and weather forecasts; (ii) a mixed integer linear programming (MILP) algorithm that optimizes the BESS scheduling for mini... [more]
682. LAPSE:2023.17001
Synergy Effect of Factors Characterising Village Transition Zones on Speed Reduction
March 6, 2023 (v1)
Subject: Planning & Scheduling
Keywords: central island, chicane, horizontal deflection, landscaping, speed reduction, surrounding landscape, transition zone
There are various traffic calming measures that can be installed in village transition zones. So far, focus was placed on diversified use of pavement markings, amounts of horizontal deflection, shape of the installed chicanes or central islands, presence of gateway, etc., and their location along the transition zone. However, the combined effect of the different transition zone factors on speed reductions has been rarely studied so far. Authors put forward a hypothesis of there being some determinants, which in combination influence speed reduction. To corroborate the hypothesis on the combined impact of the transition zone features on speed reduction in the village transition zones and to validate the established relationships the authors conducted verification study in transition zones containing chicanes or central islands. To verify this hypothesis the authors studied twenty transition zones and managed to confirm the hypothesis at 95% confidence level. The authors used previously... [more]
683. LAPSE:2023.16968
Validation of Vehicle Driving Simulator from Perspective of Velocity and Trajectory Based Driving Behavior under Curve Conditions
March 6, 2023 (v1)
Subject: Planning & Scheduling
Keywords: curve driving behavior, multiple bi-directional long short-term memory (Mul–Bi–LSTM), validation, vehicle driving simulator
With their advantages of high experimental safety, convenient setting of scenes, and easy extraction of control parameters, driving simulators play an increasingly important role in scientific research, such as in road traffic environment safety evaluation and driving behavior characteristics research. Meanwhile, the demand for the validation of driving simulators is increasing as its applications are promoted. In order to validate a driving simulator in a complex environment, curve road conditions with different radii are considered as experimental evaluation scenarios. To attain this, this paper analyzes the reliability and accuracy of the experimental vehicle speed of a driving simulator. Then, qualitative and quantitative analysis of the lateral deviation of the vehicle trajectory is carried out, applying the cosine similarity method. Furthermore, a data-driven method was adopted which takes the longitudinal displacement, lateral displacement, vehicle speed and steering wheel angle... [more]
684. LAPSE:2023.16964
Two-Stage Robust and Economic Scheduling for Electricity-Heat Integrated Energy System under Wind Power Uncertainty
March 6, 2023 (v1)
Subject: Planning & Scheduling
Keywords: integrated energy system (IES), multi-timescale, robust, Scheduling, uncertainty
As renewable energy increasingly penetrates into electricity-heat integrated energy system (IES), the severe challenges arise for system reliability under uncertain generations. A two-stage approach consisting of pre-scheduling and re-dispatching coordination is introduced for IES under wind power uncertainty. In pre-scheduling coordination framework, with the forecasted wind power, the robust and economic generations and reserves are optimized. In re-dispatching, the coordination of electric generators and combined heat and power (CHP) unit, constrained by the pre-scheduled results, are implemented to absorb the uncertain wind power prediction error. The dynamics of building and heat network is modeled to characterize their inherent thermal storage capability, being utilized in enhancing the flexibility and improving the economics of IES operation; accordingly, the multi-timescale of heating and electric networks is considered in pre-scheduling and re-dispatching coordination. In simu... [more]
685. LAPSE:2023.16959
Energy Portfolio of the Eastern Poland Macroregion in the European Union
March 3, 2023 (v1)
Subject: Planning & Scheduling
Keywords: energy portfolio, green energy, macro region Eastern Poland
The European Union’s New Green Deal generates changes in the socio-economic development of regions. An element of this change is the transformation of the regional profiles of the energy portfolio towards more pro-ecological ones. The aim of this article is to identify the conditions and reasons for the transformation of the energy portfolio of the Eastern Poland macroregion, and to define the directions of the energy portfolio evolution caused by the need to implement the goals of the European Green Deal by 2030, in order to consequently develop the forecast energy portfolio for the Eastern Poland macroregion. It has been assumed that the energy transformation of the Eastern Poland macroregion will be implemented through gradual transformation of the energy portfolio towards dispersed sources of local and civic energy. The research is based on both qualitative and quantitative approaches. The qualitative research was carried out on the basis of the diagnostic survey method with the us... [more]
686. LAPSE:2023.16949
The Contributions of Biomass Supply for Bioenergy in the Post-COVID-19 Recovery
March 3, 2023 (v1)
Subject: Planning & Scheduling
Keywords: bioeconomy, bioenergy, biomass supply chains, Delphi, investments, pandemic, recovery
This research investigates how biomass supply chains (BSChs) for bioenergy within the broader bioeconomy could contribute to the post-COVID-19 recovery in three dimensions: boosting economic growth, creating jobs, and building more resilient and cleaner energy systems in four future scenarios, in the short term (by 2023) and long term (by 2030). A SWOT analysis on BSChs was used for generating a questionnaire for foresight by a two-round Delphi study. To interpret the results properly, a short survey and literature review is executed to record BSChs behavior during the pandemic. In total, 23 (55% response rate) and 28 (46% response rate) biomass experts from three continents participated in the Delphi and the short survey, respectively. The strongest impact from investment in BSChs would be on economic growth, followed by a contribution to the resilient and cleaner energy systems and job creation. The effects would be more visible in the long- than in the short-term period. Investments... [more]
687. LAPSE:2023.16944
Solar Energy in the Nordic Built Environment: Challenges, Opportunities and Barriers
March 3, 2023 (v1)
Subject: Planning & Scheduling
Keywords: Nordic built environment, photovoltaics, solar energy, urban planning
Within the framework Solar Heating and Cooling Programme of the International Energy Agency Task 51 “Solar Energy in Urban Planning”, case studies from Norway, Sweden, and Denmark were collected and analyzed through a comparative approach. The cases were first classified based on their urban characterization (existing and new urban areas) and then compared within the same country or in a cross-country perspective according to three areas of interest (i.e., Scale and planning process, Legislation and planning process, Targets and goals). The comparisons follow a common template of five sections describing the role of the involved stakeholders and highlighting challenges, barriers, and opportunities for the deployment of active solar systems and passive solar strategies. Both technical and non-technical aspects are considered. Among the technical aspects, the focus is on the adoption of solar energy strategies (e.g., solar accessibility, daylighting), the estimation of solar potential an... [more]
688. LAPSE:2023.16924
Modelling Long-Term Transition from Coal-Reliant to Low-Emission Power Grid and District Heating Systems in Poland
March 3, 2023 (v1)
Subject: Planning & Scheduling
Keywords: bottom-up model, decarbonization, energy policy design, energy system optimization models, energy system planning, generation expansion planning, MARKAL, reference energy system
Energy systems require technological changes towards climate neutrality. In Poland, where the power system is dominated by outdated coal-fired power plants, efforts to minimize the environmental impact are associated with high costs. Therefore, optimal paths for the development of the energy sector should be sought in order to achieve ambitious long-term strategic goals, while minimizing the negative impact on the consumers’ home budget. A methodology and a model for the development of the electricity and heat generation structure were developed and implemented in market allocation (MARKAL) modelling framework. Two scenarios were presented, i.e., business as usual (BAU) and withdrawal from coal (WFC) scenarios. The calculations showed a significant role of nuclear energy and offshore wind power in the pursuit of climate neutrality of electricity generation. In the BAU scenario, the model proposes to stay with coal technologies using carbon capture and storage systems. Withdrawal from c... [more]
689. LAPSE:2023.16915
Smart Sustainable City Manufacturing and Logistics: A Framework for City Logistics Node 4.0 Operations
March 3, 2023 (v1)
Subject: Planning & Scheduling
Keywords: city logistics node 4.0, city multi-floor manufacturing, smart sustainable city, supply chain management
The location of smart sustainable city multi-floor manufacturing (CMFM) directly in the residential area of a megapolis reduces the delivery time of goods to consumers, has a favorable effect on urban traffic and the environment, and contributes to the rational use of land resources. An important factor in the transformation of a smart city is the development of CMFM clusters and their city logistics nodes (CLNs); the key elements of the logistics system of a megapolis. The primary goal of this study was to examine the role of the CLN4.0, as a lead sustainability and smart service provider of a CMFM cluster within the Industry 4.0 paradigm, as well as its value in the system of logistics facilities and networks of a megalopolis. This paper presents an innovative model of a CLN4.0 under supply uncertainty using a material flow analysis (MFA) methodology, which allows for specific parameters of throughput capacity within the CMFM cluster and the management of supply chains (SCs) under un... [more]
690. LAPSE:2023.16859
Empirical Studies on Biomass Briquette Production: A Literature Review
March 3, 2023 (v1)
Subject: Planning & Scheduling
Keywords: briquetting, characteristics briquettes, international standards, process variables
The densification of raw material into fuel briquettes is one of the routes to convert biomass into energy. This method provides uniformity to the solid fuel, better physical and energy properties, facilitating its storage and transport, in addition to more homogeneous combustion. Given the importance of these characteristics, this work presents a literature review, emphasizing the experimental levels of the variables of the briquetting process, as well as on the most relevant quality parameters for obtaining briquettes. We also carry out a survey of the main technologies used in the production of briquettes, as well as the experimental methodologies and statistical analysis used in the planning and validation of processes. It was observed among the studies that the raw material granulometry, followed by pressure, initial moisture, compaction time and binder are the most used process variables for the production of briquettes. Other factors, such as the proportion of biomass, process t... [more]
691. LAPSE:2023.16824
Readiness of the Polish Crisis Management System to Respond to Long-Term, Large-Scale Power Shortages and Failures (Blackouts)
March 3, 2023 (v1)
Subject: Planning & Scheduling
Keywords: civil defence/protection, crisis-management, critical infrastructures, disaster resilience, energy safety and security, homeland security
Large-scale failures of electric power systems (blackouts) have been the subject of intensive research in most countries for several years. This research aims primarily at seeking solutions to improve the reliability of the operation of power systems and the development of effective strategies to protect critical infrastructure from the effects of energy shortages and power cuts. In contrast, systematic research on crisis management and civil protection under conditions of prolonged blackout has been undertaken in Europe only recently, and these extremely important aspects of energy security have been delayed by the COVID-19 crisis. The ability of the Polish crisis management system to cope with the consequences of long-term, large-scale shortages and interruptions in the supply of electricity, as well as the consequences of possible failures in this field, has not been systematically examined to date. This issue is of growing strategic importance, not only from the point of view of se... [more]
692. LAPSE:2023.16819
Deciding a Multicriteria Decision-Making (MCDM) Method to Prioritize Maintenance Work Orders of Hydroelectric Power Plants
March 3, 2023 (v1)
Subject: Planning & Scheduling
Keywords: hydroelectric power plant, maintenance, maintenance planning, MCDM, MCDM method selection, multicriteria decision-making, prioritization
The current global competitive scenario and the increase in complexity and automation of equipment and systems demand better results from maintenance management in organizations. As maintenance resources are limited, prioritizing maintenance activities is essential to allocate them properly and to meet maintenance management objectives. In the face of these challenges, multicriteria decision-making (MCDM) methods are commonly used in organizations to support decision-making. Nevertheless, selecting a suitable MCDM method for maintenance planning can be complicated given the diversity of methods and their strengths and weaknesses. In this context, this paper proposes a novel knowledge-based method for deciding a multicriteria decision-making (MCDM) method to prioritize maintenance work orders of hydroelectric plants. As the main novel contribution, it translates the intrinsic characteristics of the main MCDM methods into questions related to maintenance planning to guide the recommendat... [more]
693. LAPSE:2023.16787
Method for Designing Robust and Energy Efficient Railway Schedules
March 3, 2023 (v1)
Subject: Planning & Scheduling
Keywords: delays, energy losses, robustness, timetable
The robustness of the timetable is a sensitive issue in the daily realization of railway operations. As shown in the paper, robustness is a function of time reserves that helps to prevent unscheduled stops resulting from traffic disruptions and causing a higher energy consumption. The correct handling of time reserves while scheduling is a multidimensional issue, and it has a significant influence on the energy consumption of railway traffic. Therefore, the paper aims to show a simulation-based method, taking into account failure occurring probabilities and their consequences to get an acceptable level of robustness, that can be quantified by the probability of no delay propagation. This paper presents a method for the addition of time margins to the railway timetable. The iterative time buffer adding method is based on operational data as a knowledge source, to achieve the punctuality target. It was verified on a real railway line. An analysis of energy consumption for unscheduled tra... [more]
694. LAPSE:2023.16744
Construction Planning and Operation of Battery Swapping Stations for Electric Vehicles: A Literature Review
March 3, 2023 (v1)
Subject: Planning & Scheduling
Keywords: battery inventory, battery swapping station, BSS assignment, charging strategy, electric vehicle, location problem
The popularity of electric vehicles has been limited by factors such as range, long charging times and fast power failure in winter. In order to overcome these challenges, battery swapping stations (BSS) have been constructed and greatly promoted in recent years. In this paper, the related literature on electric vehicle service is reviewed and the co-occurrence of keywords is analyzed using CiteSpace. The literature is classified according to clustering results and recurring themes, such as the location of BSS, inventory decisions, charging strategies and BSS assignment. In each topic, typical optimization models and algorithms proposed in previous studies are summarized. Then, this paper gives a case about the business model and revenue capacity calculation of BSS. Finally, it points out the future research direction of battery swapping stations for electric vehicles.
695. LAPSE:2023.16695
Does the Net Present Value as a Financial Metric Fit Investment in Green Energy Security?
March 3, 2023 (v1)
Subject: Planning & Scheduling
Keywords: carbon neutrality, energy efficiency improvements, energy security, financial indicators, green innovations, net present value
Surprisingly, little is known whether the net present value (NPV) used as a financial metric in budgeting and investment planning to analyse a projects’ profitability is universal. Meanwhile, the epochal green energy revolution ensuring carbon neutrality through green innovations requires enormous investments, and projects realised must ensure energy security. Therefore, there is a need to reanalyse financial metrics used in financial planning, including NPV. We eliminate this research gap and, based on data from Poland, Romania, Hungary, Croatia, the USA, the United Kingdom, Japan, Israel, and Euro Zone, explain why one may not perceive the currently used NPV formula as a universal financial metric. We show that the variable discount rate influences the time value of money. Therefore, there is a need to redefine the NPV formula. This study makes two main contributions. First, it creates new ground by revisiting the NPV formula in the emerging market context compared to stable economie... [more]
696. LAPSE:2023.16594
Reinforcement Learning Path Planning Method with Error Estimation
March 3, 2023 (v1)
Subject: Planning & Scheduling
Keywords: error estimation, global planning, path planning, q-Learning, statistical characteristics
Path planning is often considered as an important task in autonomous driving applications. Current planning method only concerns the knowledge of robot kinematics, however, in GPS denied environments, the robot odometry sensor often causes accumulated error. To address this problem, an improved path planning algorithm is proposed based on reinforcement learning method, which also calculates the characteristics of the cumulated error during the planning procedure. The cumulative error path is calculated by the map with convex target processing, while modifying the algorithm reward and punishment parameters based on the error estimation strategy. To verify the proposed approach, simulation experiments exhibited that the algorithm effectively avoid the error drift in path planning.
697. LAPSE:2023.16567
Path Selection for the Inspection Robot by m-Generalized q-Neutrosophic PROMETHEE Approach
March 3, 2023 (v1)
Subject: Planning & Scheduling
Keywords: autonomous robot, m-generalized q-neutrosophic sets, multi-criteria decision-making, path planning, PROMETHEE
Path planning can be considered the most vital task of the autonomous robot. In this task, selecting an optimal route from the starting to the target position becomes an important problem that must be addressed when multiple competing optimization priorities are considered. Thus, a novel route assessment strategy based on a multi-criteria decision-making approach is proposed. The m-generalized q-neutrosophic PROMETHEE (PROMETHEE-mGqNS) method is applied to aggregate the competing route assessment requirements and choose an optimal route. A case study is investigated to explain the proposed strategy for path planning in a typical environment and indicates the method stability when incomplete input data characteristics are present.
698. LAPSE:2023.16511
Distributed Electric Vehicle Charging Scheduling with Transactive Energy Management
March 3, 2023 (v1)
Subject: Planning & Scheduling
Keywords: alternating direction method of multipliers, distribution networks, electric vehicle, transactive energy
A distributed electric vehicle (EV) charging scheduling strategy with transactive energy (TE) management is presented in this paper to deal with technical issues in distribution network operation and discuss the economic benefits of EV charging. At an individual EV level, EV owners propose bids to actively participate in the distribution system operation. At the node level, an electric vehicle aggregator (EVA) optimally allocates the available charging power to meet EV charging requirements and cost benefits. At the distribution network level, a distribution system operator (DSO) integrates an electricity price market clearing mechanism with the optimal power flow (OPF) technique to ensure the reliability of the distribution network. Moreover, a distributed algorithm is discussed for solving the EV charging problem with transactive energy management (TEM). The clearing electricity price is achieved through a negotiation process between the DSO and EVAs using the alternating direction m... [more]
699. LAPSE:2023.16490
Steam-Water Modelling and the Coal-Saving Scheduling Strategy of Combined Heat and Power Systems
March 3, 2023 (v1)
Subject: Planning & Scheduling
Keywords: combined heat and power, load optimal allocation, particle swarm algorithm, steam-water equation
China aims to peak carbon emissions by 2030. As a result, small-scale coal-fired combined heat and power (CHP) units and self-provided units are gradually shut down, and large-scale coal-fired CHP units are a solution to undertake the industrial heat loads. From the perspective of the industrial heat load allocation during the non-heating season, the problems regarding the coal-saving scheduling strategy of coal-fired CHP units are addressed. The steam-water equations of CHP units are established to analyze the heat-power coupling characteristics. The energy utilization efficiency, exergy efficiency and the coal consumption are analyzed. The optimization model of saving coal consumption is established and the adaptive mutation particle swarm optimization (AMPSO) is introduced to solve the above model. The 330 MW coal-fired CHP unit is taken as an example, and the results show that for the constant main flow rate, each increase of 1 t/h industrial steam extraction will reduce the power... [more]
700. LAPSE:2023.16476
Local Spatial Plans as Determinants of Household Investment in Renewable Energy: Case Studies from Selected Polish and European Communes
March 3, 2023 (v1)
Subject: Planning & Scheduling
Keywords: individual renewable energy systems, local spatial plan, Poland, Renewable and Sustainable Energy, urban planning
Although many factors affect the investment of individual households in renewable energy sources, we highlight one of them: the local spatial development plan. It is one of the planning tools for implementing development policies at the local level. Since it is on the basis of local spatial plans that investments are carried out on the ground, their role in the implementation of renewable energy sources is one of the most important. This article presents the results of a study of local spatial plans in terms of facilitating, on the one hand, and limiting, on the other hand, the implementation of various renewable energy investments. To a large extent, the focus was on examples of planning acts adopted in Polish communes, but they were compared with examples from other European countries. The authors focused on qualitative assessment, taking into account the regulations applicable to all investors, containing generally binding standards, which specify the development’s land use and deta... [more]
701. LAPSE:2023.16470
Optimization of Train Energy Cooperation Using Scheduled Service Time Reserve
March 3, 2023 (v1)
Subject: Planning & Scheduling
Keywords: electrification of transport systems, energy recuperation, Optimization, railway, the impact of transport on the environment, timetabling, transport
The main aim of the paper was to develop an innovative approach to the preliminary estimation possibility of train energy cooperation based on data from timetables, without traction calculations. The article points out the need to strive for sustainable and environmentally friendly transport. It was pointed out that rail transport using electric traction is one of the more ecological branches of transport. It also offers a number of possibilities for improving energy efficiency and reducing energy consumption, one of which is the recovery and reuse of energy lost in the electrodynamic braking process. The main ways in which such energy can be used are listed, but the focus is mainly on the aspect of the so-called “energy cooperation” of trains. Then, the current state of the research and knowledge on the narrowed scope of rail traffic management and recuperative braking in rail transportation is presented; an innovative approach to the indirect optimization of the amount of recuperated... [more]
702. LAPSE:2023.16398
Achieving Net Zero Emissions in Italy by 2050: Challenges and Opportunities
March 3, 2023 (v1)
Subject: Planning & Scheduling
Keywords: 2050 carbon neutrality, climate change, energy planning, energy scenarios, energy transition, GHG mitigation, I-LTS, Paris Agreement, Renewable and Sustainable Energy, TIMES model
This paper contributes to the climate policy discussion by focusing on the challenges and opportunities of reaching net zero emissions by 2050 in Italy. To support Italian energy planning, we developed energy roadmaps towards national climate neutrality, consistent with the Paris Agreement objectives and the IPCC goal of limiting the increase in global surface temperature to 1.5 °C. Starting from the Italian framework, these scenarios identify the correlations among the main pillars for the change of the energy paradigm towards net emissions by 2050. The energy scenarios were developed using TIMES-RSE, a partial equilibrium and technology-rich optimization model of the entire Italian energy system. Subsequently, an in-depth analysis was developed with the sMTISIM, a long-term simulator of power system and electricity markets. The results show that, to achieve climate neutrality by 2050, the Italian energy system will have to experience profound transformations on multiple and strongly... [more]
703. LAPSE:2023.16380
The Coordinated Operation of Vertically Structured Power Systems for Electric Vehicle Charge Scheduling
March 3, 2023 (v1)
Subject: Planning & Scheduling
Keywords: electric vehicle, Monte Carlo, Particle Swarm Optimization, smart scheduling
Charge scheduling can mitigate against issues arising from excessive electric vehicle (EV) charging loads and is commonly implemented using time-of-use pricing. A charge scheduling strategy to suit vertically structured power systems without relying on time-of-use pricing has not yet been reported, despite being needed by industry. Therefore, a novel charge scheduling strategy to meet this need is proposed in this paper. Key aspects include the provision of a decision-making framework that accommodates for the considerations of transmission and distribution network operators, and the allowance for dynamically changing charging loads through timely forecast updates with reduced communication requirements. A case study based on the Indonesian Java-Bali power system is undertaken to demonstrate the strategy’s effectiveness. Different and realistic EV uptake scenarios are considered, using probabilistic modeling, survey work, and a Monte Carlo modeling approach. Even under slow EV charging... [more]
704. LAPSE:2023.16345
Structural Model of Power Grid Stabilization in the Green Hydrogen Supply Chain System—Conceptual Assumptions
March 3, 2023 (v1)
Subject: Planning & Scheduling
Keywords: electricity networks, green hydrogen, hydrogen supply chains, renewable energy sources, stabilization model
The paper presents the conceptual assumptions of research concerning the design of a theoretical multi-criteria model of a system architecture to stabilize the operation of power distribution networks based on a hydrogen energy buffer, taking into account the utility application of hydrogen. The basis of the research process was a systematic literature review using the technique of in-depth analysis of full-text articles and expert consultations. The structural model concept was described in two dimensions in which the identified variables were embedded. The first dimension includes the supply chain phases: procurement and production with warehousing and distribution. The second dimension takes into account a comprehensive and interdisciplinary approach and includes the following factors: technical, economic−logistical, locational, and formal−legal.
705. LAPSE:2023.16326
Decision-Making under the Risk, Uncertainty and COVID-19 Pandemic Conditions Applying the PL9A Method of Logistics Planning—Case Study
March 3, 2023 (v1)
Subject: Planning & Scheduling
Keywords: COVID-19, dynamic lanning, logistics planning, management, supply chain management
The next industrial revolution, which coincided with the COVID-19 pandemic, is prompting a different look at the issue of supply chain change management. A new perspective should take into account the aspect of supply chain efficiency at multiple levels. Efficient logistics is green and energy-saving, both of which need to be systematically integrated with the logistical planning processes. The dynamic changes on the demand and supply side resulting from social, political, and economic transformations have significantly influenced the shaping of long-term supply chains. The development of new manufacturing and logistics technologies prompts the development and implementation of new integrated planning methods to support supply chain management processes. Modern supply chains are oriented towards operations in a dynamically changing socio-economic environment. The new methods are capable of incorporating dynamic adaptation of logistics infrastructure which respond to changing relationsh... [more]
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