A preemptive fuzzy goal programming model for generalized supplier selection and order allocation with incremental discount

Abstract This paper generalizes the problem of supplier selection and order allocation with multi-period, multi-product, multi-supplier, multi-objective cases as well as quantity discount subject to budget and capacity limitations for both buyers and suppliers. The objectives are total inventory cost (i.e., delay, holding and shortage, ordering, discounted purchase costs) and value of purchasing. The problem is mathematically formulated by a mixed integer linear programming model. This model is then solved by a preemptive fuzzy goal programming approach. Using a numerical experiment, the proposed model is evaluated for performance against weighted fuzzy goal programming, max-min programming, and classical goal programming approaches. The results show that the proposed model outperforms the others.

• Publication year

  2018

• Venue

  Computers & industrial engineering

• Publication date

  2018-08-01

• Fields of study

  Business, Engineering, Computer Science

• Identifiers
  DOI 10.1016/J.CIE.2018.05.042
• External record

  Open on Semantic Scholar

• Source metadata

  Semantic Scholar

• No claims are published for this paper.

• No concepts are published for this paper.

• Supplier selection under failure risk, quantity and business volume discounts

  2017cited by this paper
• Sustainable maritime inventory routing problem with time window constraints

  2017cited by this paper
• Dynamic green supplier selection and order allocation with quantity discounts and varying supplier availability

  2017cited by this paper
• An integrated supplier selection and inventory problem with multi-sourcing and lateral transshipments

  2017cited by this paper
• A two-stage fuzzy approach for supplier evaluation and order allocation problem with quantity discounts and lead time

  2016cited by this paper
• Composite particle algorithm for sustainable integrated dynamic ship routing and scheduling optimization

  2016cited by this paper
• An integrated fuzzy MCDM approach for supplier evaluation and selection

  2015cited by this paper
• An improved multi-choice goal programming approach for supplier selection problems

  2015cited by this paper
• Fuzzy multi-objective model for supplier selection and order allocation in reverse logistics systems under supply and demand uncertainty

  2015cited by this paper
• A two stage approach for supplier selection problem in multi-item/multi-supplier environment with quantity discounts

  2015cited by this paper
• Group multi-criteria supplier selection using combined grey systems theory and uncertainty theory

  2015cited by this paper
• Fuzzy goal programming for health-care organization

  2015cited by this paper
• Joint decision of procurement lot-size, supplier selection, and carrier selection

  2013cited by this paper
• Solving a multi-objective multi-skilled manpower scheduling model by a fuzzy goal programming approach

  2013cited by this paper
• An integrated model for lot sizing with supplier selection and quantity discounts

  2013cited by this paper
• Supplier selection and order allocation problem using a two-phase fuzzy multi-objective linear programming

  2013cited by this paper
• Decision-making in fuzzy environment

  2012cited by this paper
• A locally linear neuro-fuzzy model for supplier selection in cosmetics industry

  2012cited by this paper
• Multi-criteria decision making approaches for supplier evaluation and selection: A literature review

  2010cited by this paper
• Multi-item supplier selection and lot-sizing planning under multiple price discounts using augmented ε-constraint and Tchebycheff method

  2010cited by this paper
• A weighted additive fuzzy multiobjective model for the supplier selection problem under price breaks in a supply Chain

  2009cited by this paper
• Multiple-criteria decision-making in two-sided assembly line balancing: A goal programming and a fuzzy goal programming models

  2009cited by this paper
• A fuzzy goal programming approach with priority for channel allocation problem in steel industry

  2008cited by this paper
• Supplier selection with multiple criteria in volume discount environments

  2007cited by this paper
• A fuzzy goal programming approach for vendor selection problem in a supply chain

  2004cited by this paper
• Fuzzy goal programming - one notion, many meanings

  2002cited by this paper
• The total cost of logistics in supplier selection, under conditions of multiple sourcing, multiple criteria and capacity constraint

  2001cited by this paper
• Fuzzy goal programming with different importance and priorities

  2001cited by this paper
• An application of fuzzy goal programming to a multiobjective project network problem

  2001cited by this paper
• A review of methods supporting supplier selection

  2001cited by this paper
• Two-sided assembly line balancing: A genetic algorithm approach

  2000cited by this paper
• A decision support system for supplier selection using an integrated analytic hierarchy process and linear programming

  1998cited by this paper
• The relationship between goal programming and fuzzy programming

  1997cited by this paper
• A generalization of fuzzy goal programming with preemptive structure

  1997cited by this paper
• Fuzzy sets

  1996cited by this paper
• Vendor selection with price breaks

  1993cited by this paper
• Fuzzy programming with nonlinear membership functions: piecewise linear approximation

  1991cited by this paper
• Vendor selection criteria and methods

  1991cited by this paper
• Structural optimization using a fuzzy goal programming approach

  1990cited by this paper
• Priority structure in fuzzy goal programming

  1986cited by this paper
• Improving Purchasing Productivity at IBM with a Normative Decision Support System

  1985cited by this paper
• Linear programming with multiple fuzzy goals

  1981cited by this paper
• GOAL PROGRAMMING IN A FUZZY ENVIRONMENT

  1980cited by this paper
• DESCRIPTION AND OPTIMIZATION OF FUZZY SYSTEMS

  1975cited by this paper
• Difference in Attribute Importance for Different Industrial Products

  1974cited by this paper
• AN ANALYSIS OF VENDOR SELECTION SYSTEMS AND DECISIONS

  1966cited by this paper

• A Fuzzy Multi-Objective Model for order Allocation Considering Defect, Late Delivery and Carbon Emission Under Cap-and-Trade Carbon Policy

  2026cites this paper
• Multi-objective mixed-model assembly line balancing with human–robot collaboration and fuzzy processing time

  2026cites this paper
• A Conceptual Framework for Evaluating Green Logistics Practices Through Multi-Criteria Decision-Making Methods

  2026cites this paper
• A Robust Biobjective Model for Designing Resilient Supply Chain Networks for Hospitals With Integrated Financial and Physical Flows

  2025cites this paper
• Machine Learning Techniques and Multi-objective Programming to Select the Best Suppliers and Determine the Orders

  2025cites this paper
• Ant colony algorithm and grey relation theory for manufacturing resources optimal allocation towards industry 5.0

  2025cites this paper
• Advancing Sustainable Procurement in E‐Waste Recycling Through Grey Integrated Decision Analysis

  2025cites this paper
• A data-driven two-stage decision-making model for supplier selection and negotiation-based procurement planning

  2025cites this paper
• An integrated optimization model for procurement and production lot sizing and scheduling problems

  2024cites this paper
• Advanced multi-criteria decision-making technique to describe the relationship between criteria and select optimal alternatives

  2024cites this paper
• Does the quantity discount mechanism offer a loophole for retailer collusion? Impacts and responses

  2024cites this paper
• Sustainable supplier selection among supermarket’s fresh fruits and vegetable supply chains based on circular practices in India

  2024cites this paper
• A risk-averse sustainable perishable food supply chain considering production and delivery times with real-world application

  2024cites this paper
• An extended goal programming approach with piecewise penalty functions for uncertain supplier-material selection problem in cardboard box manufacturing systems

  2024cites this paper
• Balancing Sustainability and Decision Maker Preferences in Regional Development Location Selection: A Multi-criteria Approach Using AHP and Fuzzy Goal Programming

  2024cites this paper
• Stochastic portfolio optimization: A regret-based approach on volatility risk measures: An empirical evidence from The New York stock market

  2024cites this paper
• Sustainable Multi-Objective Production Planning for the Refrigerating and Air Conditioning Industry in Saudi Arabia: A Preemptive Goal Programming Approach

  2023cites this paper
• An integrated group fuzzy inference and best–worst method for supplier selection in intelligent circular supply chains

  2023cites this paper
• A robust-fuzzy multi-objective optimization approach for a supplier selection and order allocation problem: Improving sustainability under uncertainty

  2023cites this paper
• Comprehensive quantity discount model for dynamic green supplier selection and order allocation

  2023cites this paper
• A location-inventory model for the sustainable supply chain of perishable products based on pricing and replenishment decisions: A case study

  2023cites this paper
• Evaluation on the performance of highway companies using goal programming model

  2023cites this paper
• Integration of ABC Analysis with Fuzzy DEMATEL and Fuzzy TOPSIS in Supplier Selection and Ranking Problems

  2023cites this paper
• Optimal Financial Resource Allocation Using Multiobjective Decision Making Model

  2023cites this paper
• Designing a dairy supply chain network considering sustainability and resilience: a multistage decision-making framework

  2023cites this paper
• A hierarchical heuristic algorithm for multi-objective order allocation problem subject to supply uncertainties

  2023cites this paper
• Water shortage and optimal pattern of field cropping cultivation: Addressing economic and environmental concerns in Qazvin Plain, Iran

  2023cites this paper
• The Impact of Digital Technologies and Sustainable Practices on Circular Supply Chain Management

  2023cites this paper
• A preemptive goal programming for multi-objective cooperative games: an application to multi-objective linear production

  2022cites this paper
• SDG-Oriented Supply Chains: Business Practices for Procurement and Distribution

  2022cites this paper
• Optimization of aggregate planning of rice husk charcoal production with Fuzzy Goal Programming approach

  2022cites this paper
• A multi-objective integrated optimisation model for facility location and order allocation problem in a two-level supply chain network

  2022cites this paper
• A robust optimization model for green supplier selection and order allocation in a closed-loop supply chain considering cap-and-trade mechanism

  2022cites this paper
• RETRACTED: A new interactive fuzzy programming with priority control for multi-objective decision-making problems

  2022cites this paper
• RETRACTED: Methodology for building material suppliers selection based on the intuitionistic fuzzy multiple attribute decision making method

  2022cites this paper
• Sustainable supply chain partner selection and order allocation: A hybrid fuzzy PL-TODIM based MCGDM approach

  2022cites this paper
• Optimising two-stage robust supplier selection and order allocation problem under risk-averse criterion

  2022cites this paper
• Circular Supplier Selection in the Construction Industry: A Sustainability Perspective for the Emerging Economies

  2022cites this paper
• Real-time large-scale supplier order assignments across two-tiers of a supply chain with penalty and dual-sourcing

  2022cites this paper
• Modeling and Analyzing a Multi-Objective Financial Planning Model Using Goal Programming

  2022cites this paper
• Development of the novelty order allocation model based on supplier's willingness – Combination of a Bayesian network and a stochastic multi-objective linear programming

  2022cites this paper
• Scheduling of Nurse's Work Shift of Emergency Room Unit using Goal Programming

  2021cites this paper
• GSES with Heterogeneous Information and MABAC Method

  2021cites this paper
• GSSOA Using Linguistic Z-Numbers and AQM

  2021cites this paper
• Design of Fazl-Tash novel method for sustainable resilient comprehensive supplier selection problem

  2021cites this paper
• A novel fuzzy dominant goal programming for portfolio selection with systematic risk and non-systematic risk

  2021cites this paper
• Assessing the sustainability of using drone technology for last-mile delivery in a blood supply chain

  2021cites this paper
• The joint procurement model and algorithm for small and medium enterprises

  2021cites this paper
• Supplier selection and order allocation model with disruption and environmental risks in centralized supply chain

  2021cites this paper
• Transition towards circular supplier selection in petrochemical industry: A hybrid approach to achieve sustainable development goals

  2021cites this paper
• Multi-objective model for supplier selection and order allocation problem with fuzzy parameters

  2021cites this paper
• Unpacking the role of primary packaging material in designing green supply chains: An integrated approach

  2021cites this paper
• Supplier selection and order allocation: a literature review

  2021influential citation
• Sustainable Supplier Selection and Order Allocation Considering Discount Schemes and Disruptions in Supply Chain

  2020cites this paper
• A fuzzy goal programming with interval target model and its application to the decision problem of renewable energy planning

  2020cites this paper
• Sustainable supplier selection and order allocation: Distributionally robust goal programming model and tractable approximation

  2020cites this paper
• A FUZZY EVENT TREE METHODOLOGY MODIFIED TO SELECT AND EVALUATE SUPPLIERS

  2020cites this paper
• An integrated methodology for the selection of sustainable suppliers and order allocation problem with quantity discounts, lost sales and varying supplier availabilities

  2020cites this paper
• Order allocation in purchasing management: a review of state-of-the-art studies from a supply chain perspective

  2020cites this paper
• Supplier Selection and Order Allocation Under Disruption: Multi-Objective Evolutionary Algorithms

  2020cites this paper
• Evaluation and Selection of Manufacturing Suppliers in B2B E-Commerce Environment

  2020cites this paper
• An Integrated Hybrid Approach for Circular supplier selection and Closed loop Supply Chain Network Design under Uncertainty

  2020cites this paper
• A Neuro-Fuzzy Model for Online Optimal Tuning of PID Controllers in Industrial System Applications to the Mining Sector

  2020cites this paper
• Weighted Goal Programming model for Storage Space Allocation problem in a container terminal : A

  2020cites this paper
• AUTOMOBILE COMPONENTS PROCUREMENT USING A DEA-TOPSIS-FMIP APPROACH WITH ALL-UNIT QUANTITY DISCOUNT AND FUZZY FACTORS

  2020cites this paper
• Optimizing the Asset and Liability Management of Telecommunication Company using Goal Programming Model

  2020cites this paper
• Optimization of process performance by multiple pentagon fuzzy responses: Case studies of wire-electrical discharge machining and sputtering process

  2020cites this paper
• A novel fuzzy multi-objective circular supplier selection and order allocation model for sustainable closed-loop supply chains

  2020cites this paper
• Modern Circular Economy: Corporate Strategy, Supply Chain, and Industrial Symbiosis

  2020cites this paper
• Scenario-based design of a steel sustainable closed-loop supply chain network considering production technology

  2020cites this paper
• Integrated linguistic entropy weight method and multi-objective programming model for supplier selection and order allocation in a circular economy: A case study

  2020cites this paper
• The LR-Type Fuzzy Multi-Objective Vendor Selection Problem in Supply Chain Management

  2020cites this paper
• Weighted-additive fuzzy multi-choice goal programming (WA-FMCGP) for supporting renewable energy site selection decisions

  2020cites this paper
• Modified failure mode and effects analysis under uncertainty: A rough cloud theory-based approach

  2019cites this paper
• The supplier selection problem of a manufacturing company using the weighted multi-choice goal programming and MINMAX multi-choice goal programming

  2019cites this paper
• A fuzzy decision tool to evaluate the sustainable performance of suppliers in an agrifood value chain

  2019cites this paper
• A fuzzy solution approach for supplier selection and order allocation in green supply chain considering location-routing problem

  2019cites this paper
• An integrated supplier selection approach incorporating decision maker's risk attitude using ANN, AHP and TOPSIS methods

  2019cites this paper
• Green Supplier Evaluation and Selection with an Extended MABAC Method Under the Heterogeneous Information Environment

  2019cites this paper
• Alternative solution algorithm for winner determination problem with quantity discount of transportation service procurement

  2019cites this paper
• An Extended Alternative Queuing Method with Linguistic Z-numbers and Its Application for Green Supplier Selection and Order Allocation

  2019cites this paper
• A multi-product multi-supplier combined inventory and suppliers ’ selection model

  2018cites this paper
• Supplier Selection Criteria and Buying Problems of Retailers: Qualitative Evidence from Turkey

  year unknowncites this paper