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Reverse supply chain of residual wood biomass

Nysret Musliu (ORCID: 0000-0002-3992-8637)
  • Grant DOI 10.55776/I5443
  • Funding program Principal Investigator Projects International
  • Status Ended
  • Start February 1, 2022
  • End January 31, 2026
  • Funding amount € 152,124

CEUS

Disciplines

Computer Sciences (50%); Mathematics (50%)

Keywords

  • Reverse Logistics,
  • Supply Chain,
  • Biomass,
  • Network Optimization
Abstract Final report

Sustainability and environmental consciousness is becoming an increasingly important issue, and questions of recycling and reuse are getting more and more attention lately. While biomass is an important renewable resource and can take many forms (ranging from agricultural residues to food waste, forestry residues and construction/wood processing residues), biomass wastes are predominantly considered for the production of bioenergy. However, depending on the exact type of biomass residual, alternatives might also exist for its use that are significantly less studied. For example, the management of residual wood biomass is an important field, and not many studies have dealt with it besides its use for bioenergy. There are multiple different problem classes that can be studied in the reverse logistics processes of wood. Optimizing the activities of this supply chain and identifying their special characteristics is a relevant issue both for reducing environmental impact and for increasing the efficiency and profit of companies. The aim of this project is to study the possible alternative reverse logistics processes of biomass residuals, concentrating on woody residuals as a use-case. We plan to identify the crucial optimization problems connected to the collection, sorting, transportation, warehousing and processing of this biomass, and provide efficient models and algorithms for their solution. We will explore new approaches based on hybrid algorithms and machine learning.

Sustainability and environmental consciousness are among the most important issues in today's society, and the topics of recycling and reuse have been receiving increasing attention in recent years. Focusing on supply chains, effective approaches include closed loop supply chains, in which the reverse logistics is combined with the conventional forward supply chain. Such networks concentrate not only on the minimization of the total costs of the operational network, but also strive to mitigate environmental impacts. The facility location problem is a key problem in the design of closed loop supply chains. This problem arises in many variants and its practical applications go beyond the planning of supply chains. Typically, constraints that appear in the facility location problems cover the satisfaction of customers' demand, the limitations of goods or services from facilities, the presence of customer incompatibilities, the use of multiple sources for fulfilling the overall customer demand, among others. In most cases, the objective function involves the minimization of total network costs. The provision of efficient algorithms is essential in this context, as delivering near-optimal solutions for location problems is notably challenging. For this purpose, during this project we focused on two different location problems: the capacitated p-median problem and the capacitated facility location problem with customer incompatibilities. During this project we investigated and provided different solution methodologies for the addressed problems, including exact methods, hybrid approaches, as well as problem-independent techniques. Our proposed methods advanced the state of the art for location problems. Additionally, we extended the problem instances with a large dataset. Further work carried out during this project involves the formulation of a facility location problem for closed-loop supply chains and the aircraft maintenance routing problem with a distribution objective. On the whole, this project resulted in important contributions concerning the solutions methods for facility location problems. State-of-the-art algorithms were developed that could also be extended to other variants of location problems. The provided instances can be used for the evaluation of new algorithms.

Research institution(s)
  • Technische Universität Wien - 100%
International project participants
  • Arkadiusz Kawa, Poznan University of Economics and Business - Poland
  • Jakub Sandak, InnoRenew CoE - Slovenia

Research Output

  • 13 Citations
  • 12 Publications
  • 8 Methods & Materials
  • 1 Datasets & models
  • 1 Disseminations
  • 5 Scientific Awards
  • 1 Fundings
Publications
  • 2025
    Title Scheduling truck arrivals for efficient container flow management in port logistics
    DOI 10.1007/s10100-025-00976-x
    Type Journal Article
    Author Baldouski D
    Journal Central European Journal of Operations Research
    Pages 791-818
    Link Publication
  • 2025
    Title Sustainable Management of Wood Residues Challenges of Recycling, Combustion and Environmental Impact
    DOI 10.5552/drvind.2025.0264
    Type Journal Article
    Author Pędzik M
    Journal Drvna industrija
  • 2026
    Title Large neighborhood search and hyper-heuristics for the capacitated p-median problem.
    DOI 10.1007/s10732-025-09580-3
    Type Journal Article
    Author Gjergji I
    Journal Journal of heuristics
    Pages 7
  • 2023
    Title Correlation Between Key Parameters of Wood Biomass Reverse Supply Chains and Their Impact on Total Biomass Acquisition Levels
    DOI 10.12841/wood.1644-3985.449.06
    Type Journal Article
    Author Dubisz D
    Journal Drewno. Prace Naukowe, Doniesienia, Komunikaty = Wood. Research Papers, Reports, Announcements
  • 2025
    Title Combining Constraint Programming and Metaheuristics for Aircraft Maintenance Routing with a Distribution Objective
    DOI 10.1007/978-3-031-95976-9_1
    Type Book Chapter
    Author Gjergji I
    Publisher Springer Nature
    Pages 1-17
  • 2025
    Title A Consecutive Flight Leg Model for the Aircraft Maintenance Routing Problem
    Type Other
    Author Gjergji I
    Conference KEPS Workshop 2025
    Link Publication
  • 2025
    Title Proceedings of the Genetic and Evolutionary Computation Conference, GECCO 2025, Malaga, Spain, July 14-18, 2025 (pp. 213--221)
    Type Conference Proceeding Abstract
    Author Gjergji I
    Conference GECCO
    Pages 213--221
    Link Publication
  • 2023
    Title A Graph-Based Approach for Prioritizing Sets of Related Cancer Genes
    DOI 10.21203/rs.3.rs-3480969/v1
    Type Preprint
    Author Ochieng P
    Link Publication
  • 2024
    Title Łańcuch dostaw biomasy drzewnej - wyniki ilościowych badań empirycznych
    DOI 10.15611/pn.2024.5.05
    Type Journal Article
    Author Kawa A
    Journal Prace Naukowe Uniwersytetu Ekonomicznego we Wrocławiu
  • 2024
    Title Large Neighborhood Search for the Capacitated P-Median Problem
    DOI 10.1007/978-3-031-62922-8_11
    Type Book Chapter
    Author Gjergji I
    Publisher Springer Nature
    Pages 158-173
  • 2024
    Title Combining Aircraft Maintenance Routing with a Distribution Objective
    Type Other
    Author Kletzander L
    Conference PATAT
    Link Publication
  • 2024
    Title Optimizing sequence data analysis using convolution neural network for the prediction of CNV bait positions
    DOI 10.1186/s12859-024-06006-y
    Type Journal Article
    Author Maróti Z
    Journal BMC Bioinformatics
    Pages 389
    Link Publication
Methods & Materials
  • 0
    Title Column generation for the capacitated facility location problem featuring incompatibilities
    Type Improvements to research infrastructure
    Public Access
  • 0
    Title Investigating the Capacitated Facility Location Problem with Customer Incompatibilities Using Instance Space Analysis
    Type Improvements to research infrastructure
    Public Access
  • 0
    Title Towards a closed-loop wood value chain: multi-objective optimization and real-world benchmarking
    Type Improvements to research infrastructure
    Public Access
  • 2026 Link
    Title Large neighborhood search and hyper-heuristics for the capacitated p-median problem
    Type Improvements to research infrastructure
    Public Access
    Link Link
  • 2025 Link
    Title Large Neighborhood Search for Capacitated Facility Location with Customer Incompatibilities
    Type Improvements to research infrastructure
    Public Access
    Link Link
  • 2025 Link
    Title Combining Constraint Programming and Metaheuristics for Aircraft Maintenance Routing with a Distribution Objective
    Type Improvements to research infrastructure
    Public Access
    Link Link
  • 2025 Link
    Title A Consecutive Flight Leg Model for the Aircraft Maintenance Routing Problem
    Type Improvements to research infrastructure
    Public Access
    Link Link
  • 2024 Link
    Title Combining Aircraft Maintenance Routing with a Distribution Objective
    Type Improvements to research infrastructure
    Public Access
    Link Link
Datasets & models
  • 2026 Link
    Title Benchmark Instances for the Multi-Source Capacitated Facility Location Problem with Customer Incompatibilities
    DOI 10.5281/zenodo.20426191
    Type Database/Collection of data
    Public Access
    Link Link
Disseminations
  • 2025
    Title AI Festival
    Type Participation in an activity, workshop or similar
Scientific Awards
  • 2026
    Title Keynote talk, Bridge Program, AAAI 2026
    Type Personally asked as a key note speaker to a conference
    Level of Recognition Continental/International
  • 2025
    Title Nominated for the Best-Paper Award in the Evolutionary Combinatorial Optimization and Metaheuristics track, GECCO conference.
    Type Research prize
    Level of Recognition Continental/International
  • 2024
    Title Keynote talk, PATAT 2024
    Type Personally asked as a key note speaker to a conference
    Level of Recognition Continental/International
  • 2024
    Title Member of the editorial board of Constraint journal
    Type Appointed as the editor/advisor to a journal or book series
    Level of Recognition Continental/International
  • 2023
    Title Associate Editor, Journal of Scheduling
    Type Appointed as the editor/advisor to a journal or book series
    Level of Recognition Continental/International
Fundings
  • 2026
    Title Sustainable and optimized modular construction value chain
    Type Research grant (including intramural programme)
    Start of Funding 2026
    Funder Austrian Science Fund (FWF)

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