scispace - formally typeset
Search or ask a question
Journal ArticleDOI

Negotiation-Based Collaborative Planning in Divergent Two-Tier Supply Chains

18 Jan 2007-International Journal of Production Research (Taylor & Francis)-Vol. 45, Iss: 2, pp 465-484
TL;DR: In this paper, the authors describe a negotiation-based process to synchronize plans between independent partners of a two-tier supply chain consisting of one supplier and several buyers, and show how modified versions of these models can be utilized to support the negotiation process by evaluating given purchasing orders or supplies and by generating counter-proposals.
Abstract: Advanced Planning Systems are based on the principles of hierarchical planning, which—at least at the top level—grounds on centralized planning. However, central coordination requires access to all relevant information and the power to impose planning results on all organizational units. In consequence it can be realized only for parts of an inter-organizational supply chain, and the question arises whether there exist alternate ways to achieve coordination. In this paper we describe a non-hierarchical, negotiation-based process, which can be used to synchronize plans between independent partners of a two-tier supply chain consisting of one supplier and several buyers. Assuming that all partners generate plans based upon mathematical programming—as in most Advanced Planning Systems at the master planning level—we show how modified versions of these models can be utilized to support the negotiation process by evaluating given purchasing orders or supplies and by generating counter-proposals. Resulting is a...

Summary (2 min read)

1 Introduction

  • Coordinated planning and control of operations, i.e. production, storage, and distribution processes, is a central element of Supply Chain Management (SCM) (Stadtler (2005)).
  • Without any coordinating action, all parties, i.e. each buyer and the supplier, use their planning model with local information only (local optimization).
  • A summary and final remarks conclude the paper.

2 Planning model

  • Based on the SC setting described above and shown in figure 1, the authors assume that each SC partner uses a multi-level capacitated lot-sizing problem (MLCLSP, e.g. Stadtler (2003)) to generate his local MPS.
  • Neglecting setup times and lead times, the MLCLSP can be formulated as follows: Model 1 MLCLSP.

TtMmoCxa tmtmtj

  • Thereby, each partner uses her/his set of input parameters (e.g. J, M, Cm,t, am,j), including a local demand forecast Dj,t, and obtains local plan results (e.g. xj,t, ij,t).
  • For the sake of simplicity the authors assume that all partners use an identical planning horizon of T periods.
  • Since such completely isolated planning yields sub-optimal SC performance as explained above, the question arises how the isolated planning models can be linked to achieve coordination and thus improved SC performance.
  • One approach to achieve this linkage without fully centralized control is described in the next section.

3 Model-Based Negotiations

  • In this section the authors describe the model-based negotiation scheme.
  • Assuming that each buyer k has announced order quantities XOk,j,t, constraints (3.19) and (3.20) are used to incorporate the order proposals into the supplier’s planning situation.
  • First, the cost increase above each buyer’s locally optimal plan of accepting the supplier’s last supply proposal (CB,kprop,i-1) and second the cost increase associated with their current counterproposal (CB,kcomp,i).
  • In addition, a share of the supplier’s remaining net savings, e.g. a fixed reward for joining the negotiation, should be spread among the buyers for ensuring that each SC partner gains a true advantage.

4 Computational Results

  • The performance of the negotiation scheme is explored with an automated version of the negotiation process.
  • Available resource capacity, which is input to the planning models (constraints (2.4)), is calculated from the average capacity requirement based on the final demand series and the utilization factors given in Table 2.
  • For the remaining 190 test instances the best solution detected after 1200 sec. is used as reference value.
  • This variation is primarily caused by test instances whose upstream planning solution is already relatively close the lower benchmark; e.g. about 20% have gaps to central planning of less than 5% as shown in Figure 3.
  • Thus, despite the fact that the average cost gap of negotiations to central planning is particularly high in class 3B as shown in Table 3, the negotiation scheme performs constantly well (or even better in case of 3B) in bringing the initial upstream result closer to the benchmark solution of central planning.

5 Conclusions

  • In summary, this paper describes a negotiation-based scheme for collaborative planning in two-tier SCs comprising a single supplier and several buyers.
  • It rests on the approach developed for two SC partners in Dudek / Stadtler (2004) and extends the negotiation mechanism to cover multiple buyers.
  • Compensation and savings share can be incorporated into given contract terms as a bonus, granted when a buyer complies with negotiated order quantities.
  • The scheme leaves a limited opportunity for opportunistic behavior, especially at the buyers’ side.

Did you find this useful? Give us your feedback

Content maybe subject to copyright    Report

HAL Id: hal-00512887
https://hal.archives-ouvertes.fr/hal-00512887
Submitted on 1 Sep 2010
HAL is a multi-disciplinary open access
archive for the deposit and dissemination of sci-
entic research documents, whether they are pub-
lished or not. The documents may come from
teaching and research institutions in France or
abroad, or from public or private research centers.
L’archive ouverte pluridisciplinaire HAL, est
destinée au dépôt et à la diusion de documents
scientiques de niveau recherche, publiés ou non,
émanant des établissements d’enseignement et de
recherche français ou étrangers, des laboratoires
publics ou privés.
Negotiation-Based Collaborative Planning in Divergent
Two-Tier Supply Chains
Gregor Dudek, Hartmut Stadtler
To cite this version:
Gregor Dudek, Hartmut Stadtler. Negotiation-Based Collaborative Planning in Divergent Two-Tier
Supply Chains. International Journal of Production Research, Taylor & Francis, 2007, 45 (02), pp.465-
484. �10.1080/00207540600584821�. �hal-00512887�

For Peer Review Only
Negotiation-Based Collaborative Planning in Divergent Two-
Tier Supply Chains
Journal:
International Journal of Production Research
Manuscript ID:
TPRS-2005-IJPR-0234.R1
Manuscript Type:
Original Manuscript
Date Submitted by the
Author:
20-Nov-2005
Complete List of Authors:
Dudek, Gregor; Darmstadt University of Technology, Department of
Production and Supply Chain Management
Stadtler, Hartmut; University of Hamburg, Institute of Logistics and
Transport
Keywords:
MATH PROGRAMMING, SUPPLY CHAIN MANAGEMENT
Keywords (user):
Collaborative Planning
http://mc.manuscriptcentral.com/tprs Email: ijpr@lboro.ac.uk
International Journal of Production Research

For Peer Review Only
Authors
Gregor Dudek
Holzstrasse 14
Mainz, 55116, Germany
Darmstadt University of Technology
Department of Production and Supply Chain
Management
Phone + 49 170 334 2355
Email: gregor.dudek@gmx.de
Hartmut Stadtler
Von-Melle-Park 5
Hamburg, 20146, Germany
University of Hamburg
Institute of Logistics and Transport
Phone: +49 40 4 28 38-2609
Fax: +49 40 4 28 38-6283
Email: hartmut.stadtler@uni-hamburg.de
Total word count main text: ~ 6.400
Page 1 of 35
http://mc.manuscriptcentral.com/tprs Email: ijpr@lboro.ac.uk
International Journal of Production Research
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60

For Peer Review Only
Negotiations-Based Collaborative Planning in Divergent Two-Tier Supply Chains 2
Negotiation-Based Collaborative Planning in
Divergent Two-Tier Supply Chains
Abstract
Advanced Planning Systems are based on the principles of hierarchical planning, which – at
least at the top level – grounds on centralized planning. However, central coordination
requires access to all relevant information and the power to impose planning results on all
organizational units. In consequence it can be realized only for parts of an inter-organizational
supply chain, and the question arises whether there exist alternate ways to achieve
coordination.
In this paper we describe a non-hierarchical, negotiation-based process, which can be used to
synchronize plans between independent partners of a two-tier supply chain consisting of one
supplier and several buyers. Assuming that all partners generate plans based upon
mathematical programming – as in most Advanced Planning Systems at the master planning
level – we show how modified versions of these models can be utilized to support the
negotiation process by evaluating given purchasing orders or supplies and by generating
counter-proposals. Resulting is an iterative, negotiation-like scheme, which establishes and
subsequently improves a consistent overall plan based on a limited exchange of information
between the supply chain partners.
Key Words: Collaborative Planning, Supply Chain Management, Mathematical
Programming
1 Introduction
Coordinated planning and control of operations, i.e. production, storage, and distribution
processes, is a central element of Supply Chain Management (SCM) (Stadtler (2005)).
Page 2 of 35
http://mc.manuscriptcentral.com/tprs Email: ijpr@lboro.ac.uk
International Journal of Production Research
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60

For Peer Review Only
Negotiations-Based Collaborative Planning in Divergent Two-Tier Supply Chains 3
One approach to coordinate operations is by centralized planning. Proponents of this approach
usually suggest to implement hierarchical planning such that centralized coordination happens
at a medium-term level, whereas it is left to the owners of the distinct operational processes to
implement the results at the level of short-term planning and control (Shapiro (1999), Rohde /
Meyr / Wagner (2000)).
However, centralized planning requires access to all relevant information. Moreover, it can
fail simply because individual partners are involved in several SCs; for example suppliers
typically serve more than a single customer. Therefore, alternate approaches are required
which establish synchronized operations based on the exchange of few information and an
acceptable coordination effort (e.g. Kilger / Reuter (2005)).
This paper provides such an alternate approach by laying out a negotiation-based process for
aligning operations in a SC comprising several buyers and one common supplier as shown in
Figure 1. Thereby, we focus on the medium-term task of Master Production Scheduling
(MPS) (e.g. Silver / Pyke / Peterson (1998)) or Master Planning (Rohde / Meyr / Wagner
(2000)).
We assume that several end products are sold by each buyer based on dynamic, but
deterministic (or forecasted) demand by period. Each buyer’s operations may comprise
multiple stages and require a set of components that are purchased from the supplier. The
supplier too may face a multi-stage production process. We suppose information is fully
asymmetric, i.e. without additional communication each partner only possesses local
information on his own operations and a local demand forecast. The supplier forecasts the
demand of his end-products based on his best guess of the buyers’ need of input materials. All
partners are assumed to generate their local MPS with mathematical programming models.
Without any coordinating action, all parties, i.e. each buyer and the supplier, use their
planning model with local information only (local optimization). Such isolated planning and
operation typically results in poor performance with unnecessarily high costs, large inventory
Page 3 of 35
http://mc.manuscriptcentral.com/tprs Email: ijpr@lboro.ac.uk
International Journal of Production Research
1
2
3
4
5
6
7
8
9
10
11
12
13
14
15
16
17
18
19
20
21
22
23
24
25
26
27
28
29
30
31
32
33
34
35
36
37
38
39
40
41
42
43
44
45
46
47
48
49
50
51
52
53
54
55
56
57
58
59
60

Citations
More filters
Journal ArticleDOI
TL;DR: This paper intends to provide a framework and an overview on the state-of-the-art of collaborative planning and the focus of the literature reviewed here will be on model-based decision support at the operational planning level.
Abstract: Inter-organizational supply chain management incurs the challenge to align the activities of all members which contribute to the value creation of a product or service offered to customers. In general, a supply chain faces the “problem” of information asymmetry, members having their own objectives and constraints which may be in conflict with those of the other members. Still, activities have to be aligned in such a way that the supply chain as a whole stays or becomes competitive while each member wins by cooperating. A number of collaborative planning schemes have been put forward in the last two decades with different assumptions and different areas of application. This paper intends to provide a framework and an overview on the state-of-the-art of collaborative planning. The criteria of the framework will allow us to position existing concepts and to identify areas where more research is needed. The focus of the literature reviewed here will be on model-based decision support at the operational planning level.

185 citations


Cites background or methods from "Negotiation-Based Collaborative Pla..."

  • ... Dudek and Stadtler (2005, 2007) assume that all parties provide requested information truthfully while searching for an overall supply chain optimum (hence, a team perspective applies)....

    [...]

  • ...Table 1 Papers applied to the framework for CP and associated research areas areas Lu (1995) Corbett and de Groote (2000) Barbarosoˆ glu (2000) Ertogral and Wu (2000) Fransoo et al. (2001) Gjerdrum et al. (2002) Karabuk and Wu (2002) Fink (2003, 2004) Schneeweiss and Zimmer (2004) Sucky (2004b) Dudek and Stadtler (2005, 2007) Jung et al. (2005) Shirodkar and Kempf (2006) Exact mathematical X decomposition...

    [...]

  • ...Ertogral and Wu (2000) Fransoo et al. (2001) Karabuk and Wu (2002) Fink (2003,2004) Schneeweiss and Zimmer (2004) Sucky (2004b) Dudek and Stadtler (2005, 2007) Jung et al. (2005) 1. Structural elements 1.1.1 No. of tiers 2 2 3 2 2 2 2 2 2 2...

    [...]

  • ...Lu (1995) Corbett and de Groote (2000) Ertogral and Wu (2000) Fransoo et al. (2001) Karabuk and Wu (2002) Fink (2003, 2004) Schneeweiss and Zimmer (2004) Sucky (2004b) Dudek and Stadtler (2005, 2007) Jung et al. (2005) 3.1....

    [...]

  • ...Table 3 Characteristics for discriminating the decision situation decision situation Lu (1995) Corbett and de Groote (2000) Ertogral and Wu (2000) Fransoo et al. (2001) Fink (2003, 2004) Karabuk and Wu (2002) Schneeweiss and Zimmer (2004) Sucky (2004b) Dudek and Stadtler (2005, 2007) Jung et al. (2005) 2.1....

    [...]

Journal ArticleDOI
TL;DR: In this paper, the authors present a review of optimization models for tactical production planning and identify streams and future research directions in this field based on the different classification criteria proposed by the authors.
Abstract: This study presents a review of optimization models for tactical production planning. The objective of this research is to identify streams and future research directions in this field based on the different classification criteria proposed. The major findings indicate that: (1) the most popular production-planning area is master production scheduling with a big-bucket time-type period; (2) most of the considered limited resources correspond to productive resources and, to a lesser extent, to inventory capacities; (3) the consideration of backlogs, set-up times, parallel machines, overtime capacities and network-type multisite configuration stand out in terms of extensions; (4) the most widely used modelling approach is linear/integer/mixed integer linear programming solved with exact algorithms, such as branch-and-bound, in commercial MIP solvers; (5) CPLEX, C and its variants and Lindo/Lingo are the most popular development tools among solvers, programming languages and modelling languages, respectively...

97 citations


Cites background from "Negotiation-Based Collaborative Pla..."

  • ...…2011; Bard and Nananukul 2009; Boudia and Prins 2009; Boudia, Louly, and Prins 2007, 2008; Caner Taşkın and Tamer Ünal 2009; Chand et al. 2007; Dudek and Stadtler 2007; Van den Heuvel, Borm, and Hamers 2007) considers a supply chain consisting of one production plant and several customers....

    [...]

  • ...…centres (Erromdhani, Eddaly, and Rebai 2012; Torabi and Hassini 2009), vendors (Jung, Jeong, and Lee 2008) or supplying very simple chain networks (Dudek and Stadtler 2007; Fleischhacker and Zhao 2011; Huh, Kachani, and Sadighian 2010; Rizk, Martel, and D’Amours 2006; Selcuk, Fransoo, and De Kok…...

    [...]

Journal ArticleDOI
TL;DR: The proposed classification of the literature based on supply chain features, applied methodology, coordination mechanisms, and types of information asymmetry is used to highlight the ongoing issues in the area and identify the direction for future research.
Abstract: Aligning supply chain decisions of separate entities with independent objectives can be considered to be one of the difficulties of supply chain management. This difficulty becomes worse if the sup...

80 citations


Cites background or methods from "Negotiation-Based Collaborative Pla..."

  • ...retail price by using numbers (Guo, Song, and Wang 2010); and a buyer arrives at the cost parameters of the supplier by using historical records of the transactions between them (Egri et al. 2014; Zhao and Zhao 2015). As stated in Wagner (2015), a party may have a belief – correct or incorrect – about the information state of the other....

    [...]

  • ...Dudek and Stadtler (2007) propose a negotiation-based process to synchronise the plans between one supplier and several buyers with a minimum exchange of information through proposals and counter-proposals....

    [...]

  • ...The majority of the studies in this stream are based on negotiations in which proposals are offered and an agreement is achieved through negotiations after some iterations (Jung, Chen, and Jeong 2005; Albrecht 2017; Dudek and Stadtler 2007; Jung and Jeong 2005)....

    [...]

  • ...In other words, objective functions and parameters of each actor are considered locally (Chu and Leon 2008b, 2009; Jung, Chen, and Jeong 2005; Albrecht 2017; Dudek and Stadtler 2007; Jung and Jeong 2005; Taghipour and Frayret 2010)....

    [...]

  • ...retail price by using numbers (Guo, Song, and Wang 2010); and a buyer arrives at the cost parameters of the supplier by using historical records of the transactions between them (Egri et al. 2014; Zhao and Zhao 2015). As stated in Wagner (2015), a party may have a belief – correct or incorrect – about the information state of the other. Schneeweiss and Zimmer (2004) investigated a supply chain where a producer uses an anticipation model that replaces unknown parameters with their estimates....

    [...]

Journal ArticleDOI
TL;DR: In this paper, the authors present a case study of collaboration in the forest industry that shows the benefits of implementing coordination mechanisms as well as the necessity of using incentives to better share these benefits.
Abstract: Considering the effects of globalisation, the increase of production and energy costs, and the introduction of advanced technologies, companies need to change their way of doing business if they want to stay competitive. One way of doing this is to establish collaborations with suppliers, distributors and retailers, in order to exchange products efficiently and create value for customers. Nevertheless, the structure of the collaboration must be designed carefully and some coordination mechanisms must be implemented to support this way of doing business. In this article, we first analyse: why companies work together, how they should build their partnership, and which strategies they can implement to facilitate coordination of supply chain activities. We then report a case study of collaboration in the forest industry that shows the benefits of implementing coordination mechanisms as well as the necessity of using incentives to better share these benefits.

75 citations


Cites background from "Negotiation-Based Collaborative Pla..."

  • ...Frayret (2009) as well as Datta and Christopher (2011) mention the problem of decision rights distributed among independent companies and, consequently, the need for better synchronising supply chain operations....

    [...]

  • ...…(2007), Min and Yu (2008), Du et al. (2009), Lehoux et al. (2011) Negotiating the quantity to order and to produce To better synchronise operations Dudek and Stadtler (2005, 2007), Zhu et al. (2007), Jung, Jeong, and Lee (2008) Implementing incentives Wholesale price to influence partners’…...

    [...]

  • ...The authors Dudek and Stadtler (2005, 2007) explore the negotiation process between two actors and adapt their model for a network of one supplier and multiple buyers....

    [...]

Journal ArticleDOI
TL;DR: A new generic negotiation-based mechanism to coordinate project planning software agents to share resources among projects to come close to results obtained by central solution methods.
Abstract: A new generic negotiation-based mechanism to coordinate project planning software agents to share resources among projects is described. The mechanism, which takes into account asymmetric information and opportunistic behavior, is concretized for the decentralized resource constrained multi-project scheduling problem, and evaluated on 80 benchmark instances taken from the literature and 60 newly generated instances. Computational tests show that the proposed mechanism comes close to results obtained by central solution methods. For twelve benchmark instances new best solutions could be computed.

75 citations

References
More filters
Journal ArticleDOI
Fangruo Chen1
TL;DR: In this paper, the authors consider a supply chain whose members are divisions of the same firm and characterize the optimal decision rules for the divisions under the assumption that the division managers share a common goal to optimize the overall performance of the supply chain (i.e., they act as a team).
Abstract: We consider a supply chain whose members are divisions of the same firm. The divisions are managed by different individuals with only local inventory information. Both the material and information flows in the supply chain are subject to delays. Under the assumption that the division managers share a common goal to optimize the overall performance of the supply chain (i.e., they act as a team), we characterize the optimal decision rules for the divisions. The team solution reveals the role of information leadtimes in determining the optimal replenishment strategies. We then show that the owner of the firm can manage the divisions as cost centers without compromising the systemwide performance. This is achieved by using an incentive-compatible measurement scheme based on accounting inventory levels. Finally, we investigate the impact of irrational behavior on supply chain performance and demonstrate that it is important for the upstream members of the supply chain to have access to accurate customer demand information.

310 citations


"Negotiation-Based Collaborative Pla..." refers background in this paper

  • ...Moreover, it can fail simply because individual partners are involved in several SCs; for example suppliers typically serve more than a single customer....

    [...]

  • ...In order to improve the SC’s performance, partner-specific MPS should be linked and synchronized with each other....

    [...]

  • ...There is a large and growing amount of work on decentralized operation of SCs and associated contracting issues....

    [...]

  • ...Publications deal, e.g. with the classical newsvendor problem (see e.g. Tsay 1999, Lariviere and Porteus 2001, Cachon 2003), lot-sizing problems in a two-party setting (e.g. Monahan 1984, Weng 1995), or serial, multi-stage SCs (Chen 1999, Lee and Whang 1999)....

    [...]

Journal ArticleDOI
TL;DR: This paper proposes a non-hierarchical, negotiation-based scheme which can be used to synchronize plans between two independent supply chain partners linked by material flows and shows how modified versions of these models can be utilized for evaluating material orders or supplies proposed by the supply chain partner and for generating counter-proposals.

291 citations


"Negotiation-Based Collaborative Pla..." refers background or methods in this paper

  • ...It rests on the approach developed for two SC partners in Dudek and Stadtler (2004) and extends the negotiation mechanism to cover multiple buyers....

    [...]

  • ...be defined as a shift of the entire period quantity to the next or previous period with a supply greater than zero as discussed in Dudek and Stadtler (2004). The optimal cost c to the modified model is abbreviated by...

    [...]

  • ...Since each buyer negotiates with one (and the same) supplier only, associated planning steps resemble the case of a two-partner negotiation as described in Dudek and Stadtler (2004) and are only summarized in the following....

    [...]

  • ...…supply quantities over periods 1 to t. Based on a lot-sizing heuristic by Simpson and Erengüc (1998), the maximum modification can, e.g. be defined as a shift of the entire period quantity to the next or previous period with a supply greater than zero as discussed in Dudek and Stadtler (2004)....

    [...]

  • ...A coordination scheme which synchronizes operations and improves total cost of a single buyer and supplier is described in Dudek and Stadtler (2004)....

    [...]

Journal ArticleDOI
TL;DR: It is found that the goals of maximizing joint profits and minimizing consumption are generally not aligned; it may be necessary but not always possible to renegotiate the shared-savings contract to reap the benefits of a cost decrease.
Abstract: There are many materials for which the quantity needed by a firm is at best indirectly related to the quantity of final product produced by that firm, such as solvents in manufacturing processes or office supplies. For any such "indirect" materials, an inescapable incentive conflict exists: The buyer wishes to minimize consumption of these indirect materials, while the supplier's profits depend on increasing volume. Both buyer and supplier can exert effort to reduce consumption, hence making the overall supply chain more efficient. However, no supplier will voluntarily participate unless contract terms are fundamentally revised. This can be done through a variety of "shared-savings" contracts, where both parties profit from a consumption reduction. This paper analyzes several such contracts currently in use for chemicals purchasing. We show that such contracts can always increase supply-chain profits but need not lead to reduced consumption. We analyze equilibrium effort levels, consumption, and total profits, and show how these change with the contract parameters. We find that the goals of maximizing joint profits and minimizing consumption are generally not aligned. Also, surprisingly, a decrease in a cost parameter can lead to a decrease in profits; it may be necessary but is always possible to renegotiate the shared-savings contract to reap the benefits of a cost decrease.

239 citations


"Negotiation-Based Collaborative Pla..." refers background in this paper

  • ...by Fleischmann (1999), Corbett and DeCroix (2001), Wu et al. (2002). The compensation and savings share can be incorporated into given supply contracts in the form of a bonus rendered to each buyer, if he truly complies with the agreed to order quantities....

    [...]

  • ...Examples of other savings sharing agreements are given e.g. by Fleischmann (1999), Corbett and DeCroix (2001), Wu et al. (2002)....

    [...]

Journal ArticleDOI
TL;DR: In this paper, a heuristic approach for the dynamic multilevel multiitem lotsizing problem in general product structures with multiple constrained resources and setup times is proposed with the help of Lagrangean relaxation.
Abstract: In this paper a heuristic approach for the dynamic multilevel multiitem lotsizing problem in general product structures with multiple constrained resources and setup times is proposed. With the help of Lagrangean relaxation the capacitated multilevel multiitem lotsizing problem is decomposed into several uncapacitated single-item lotsizing problems. From the solutions of these single-item problems lower bounds on the minimum objective function value are derived. Upper bounds are generated by means of a heuristic finite scheduling procedure. The quality of the approach is tested with reference to various problem groups of differing sizes.

235 citations