Agent-Based Approach to Workflow and Supply Chain Management

Total Page:16

File Type:pdf, Size:1020Kb

Agent-Based Approach to Workflow and Supply Chain Management Agent-based Approach to Workflow and Supply Chain Management YUNHE LIAO, HINNY P. KONG School of Electrical and Electronic Engineering Nanyang Technological University Block S1, Nanyang Avenue Singapore 639798 Abstract:- Enabled by the evolution in information technology, companies are constantly trying to re-engineer their business processes to be more productive and efficient to respond to the quickly changing environment. A number of workflow management systems (WFMSs) have been developed by various research groups and companies to meet these requirements. After decades of evolution, they are moving from centralized to distributed mode and have become more and more flexible. However, in executing processes of different enterprises, flexibility and distributed processing capability are still the main challenges. In this paper, we propose an agent-based WFMS (aWFMS), which is designed to be flexible, distributed, easily integratable, and capable of executing processes enterprise-wide. XML is chosen as our agent communication and process definition language. The proposed model is applied to Supply Chain Management (SCM) applications. Keywords: - Workflow, Workflow Management System, Agent, XML, Supply Chain Management 1. Introduction restricted functionality are the main reasons that preventing companies from investing in workflow. Workflow as a concept has been existed for Another interesting phenomenon is that despite the decades. The earliest known WFMS is Officetalk large number of technical users who need to developed by Ellis and Nutt [1] in the Xerox PARC. customize their own workflow solutions, most existing In the 1980s, some office automation and document WFMSs target only at non-technical users. Besides imaging workflow product have been developed [2]. workflow functionality they also provide high level Since the early 1990s, workflow has been the focus visual tools that support workflow configuration, but of intense activity in terms of products, standards and are close-ended system that are not extendable or research work [3]. There are various definitions been programmable [6]. The functionality gap between the proposed for Workflow and WFMS over the years. current WFMSs and requirements of inter-enterprise In 1993, some workflow vendors, Analysts and applications and technical users suggests the future Research Groups came to form the Workflow direction of research for workflow management. Management Coalition (WfMC) [4]. WfMC now is the major group that involves in workflow In this paper, we propose an aWFMS model based management standardization. on IBM’s Aglet Software Development Kit (SDK) (http://www.trl.ibm.com/aglets/). The proposed Despite the potential benefits that workflow aWFMS consists of various types of agents. We technology can bring to companies and the large define the abstract class for each type of agent. New number of WFMSs available in the market, Amit and agents can be built by developers and plugged into his colleges from Georgia [5] observed that current the aWFMS to support various applications. By using WFMSs were not quite successful. And they component agents to build an aWFMS, great concluded that lack of flexibility, real standard, and flexibility and integrability can be achieved. Workflow 1 process can be executed distributively over a few The new system is named Exotica/FMQM. In the aWFMSs that cooperate with each other using new system, execution of business process is agents. XML is chosen as our agent communication distributed. Each node of the process maintains the language. required persistent storage. The rest of this paper covers a review of some of the This information is used to recover from failures better known WFMSs (Sect. 2), IBM’s ASDK and occurred at this node. A messaging system called XML technologies (Sect. 3), our proposed WFMS MQSeries is used in Exotica/FMQM to support model (Sect. 4), and demonstration of this model in asynchronous communication between different SCM applications (Sect. 5), and opportunities for parties of the WFMS. further work (Sect. 6). · The Mentor-lite WFMS 2. Review of Existing WFMSs The Mentor project (Middle ware for Enterprise- wide Workflow Management) is a collaboration A good number of WFMSs were offered in the project of the University of Saarland and the Union market in the 1990s, such as I-Flow from the Fujitsu Bank of Switzerland. The early version of workflow Software Corporation [7], Emailflow for management system models workflow with state and Exchange/SMTP from Docman [8], EntireX from activity charts [14]. Initially it focused on deriving Software AG [9], Exitoca/FMQM from IBM [10], distributed workflows starting from formal FloWare from Plexus [11], JetForm Workflow from specifications. An algorithm that transforms a Jet Form [12], Livelink Workflow from the Open centralized state and activity chart into a provably Text Corporation [13], Mentor-lite from University of equivalent partitioned one and is suitable for Saarland [14], WIDE from the WIDE research group distributed execution was developed. As work went [15], Workflow Suite from the Ultimus Corporation on, the researches realized the limitations of the [16]. The number is estimated to be between 200-300 workflow architectures. in 1999 [5]. Herein, four of the WFMSs that have deeper impacts on workflow technology are Consequently they continue to work on Mentor-lite, a reviewed: Exitoca/FMQM, Mentor-lite, WIDE and second-generation Mentor system. Mentor-lite is a EntireX. lightweight WFMS. It separates the workflow kernel functionality from the additional functionality of · Exitoca/FMQM From IBM workflow systems, and it supports the incremental FlowMark is the initial workflow product from IBM integration of workflow technology within existing [9]. It is built based on the client/server architecture. business environments. System components like The server, in turn is a client of a centralized history management and worklist management are database, ObjectStore, where both runtime and extensions of the kernel. An invocation interface for buildtime workflow information is stored. At runtime, application programs is provided by a generic IDL information flows from the database to the server, interface on the engine side and specific wrappers on from the server to the runtime client, and vice versa. the application side. The centralization of database forces the clients to be connected to the server at all times to be able to The workflow engine kernel consists of three progress in their work, thus it is vulnerable to server components: (i) the workflow specifications failures and offers limited scalability due to the interpreter, (ii) the communication manager potential performance bottleneck caused by the (ComMgr), and (iii) the log manager (LogMgr), centralized server. To overcome these problems, which are closely integrated with the interpreter. IBM designed a distributed architecture for a WFMS They use state and activity charts for process with improved reliability and scalability. definition. A workflow process can be executed in a distributed manner over several workflow engines at 2 different sites. A separate workflow log is used at manages interactions between XML-enabled and each site where a Mentor-lite workflow engine is non-XML-enabled systems, EntireX Adapters are running. And a few workflow engines at different pre-build adapters that enable software integration sites can share the same worklist database for with standard applications such as Siebel, SAP and workflow process definition (workflow repository). Vantive. It also can integrate with various databases such as Oracle, Adabas; and other technologies such · The WIDE WFMS as CICS and MQSeries. WIDE is an European Esprit project involving Sema Group, Politencnico di Milano, University of Twente, The four WFMSs reviewed in this Section have ING Bank and the Manresa Hospital[15]. This successfully separated application logic and process project has focused on extending distributed and logic, and they evolved to support distribution active database technologies to the workflow arena. execution of processes. They have different The WFMS system architecture consists of three emphasizes. Exotica/FMQM has focused on using layers, the workflow server layer, basic access layer persistent messages for communication between and the database layer. The workflow engine distributed workflow engines. In the Mentor-lite, provides functionalities to run locally the tasks and attention is concentrated on separating the workflow their activation according to the Workflow schemas kernel functionality from the additional functionality stored in it, including exception support. It also typical of workflow systems, thus supports the interacts with other servers to perform tasks like task incremental integration of workflow technology distribution, remote execution and global transaction within existing business environments. The WIDE management. While Workflow specific data and has focused on extending distributed and active application data are provided by a database database technologies to the workflow product. management system. The interaction between the EntireX is XML-based, and can integrate different workflow engine and the database is through the databases and applications residing in different basic access layer module. platforms. EntireX also provides graphical user interface to enable workflow user to define · EntireX from Software AG processes. EntireX from Software AG is an XML-based workflow
Recommended publications
  • Microsoft Office Sharepoint Server Custom Application Development: Document Workflow Management Project
    Microsoft Office SharePoint Server Custom Application Development: Document Workflow Management Project Author: Eric Charran, Microsoft Corporation Date published: February 2009 Applies to: Microsoft® Office SharePoint® Server 2007 VSTS Rangers: This content was created in a VSTS Rangers project. “Our mission is to accelerate the adoption of Microsoft® Visual Studio® Team System by delivering out-of-band solutions for missing features or guidance. We work closely with members of Microsoft Services and MVP communities to make sure that their solutions address real-world blockers.” Bijan Javidi, VSTS Ranger Lead Summary: This white paper reviews the successful Microsoft Consulting Services (MCS) design, construction, and deployment of a custom Microsoft® Office SharePoint® Server 2007 application to a mid-market enterprise customer. This documentation will serve to educate and familiarize customers who are planning to undertake similar custom Office SharePoint Server 2007 application projects within their own organizations. The guidance and experiences come directly from a real-world field implementation and contain patterns and practices in addition to descriptions of the problem, business challenge, the solution's technical structure, and the staffing model that was used to implement the application. The audience for this document includes customers who are interested in conducting a software development life cycle for a custom application that will be built on the Microsoft SharePoint Products and Technologies platform. This document not only discusses the project's goals and vision from inception, but also follows the project through staffing by identifying successful team models. The solution's physical design and best practice considerations are documented and provide background and context for the presented lessons learned.
    [Show full text]
  • Workflow Definition, Benefits, and Preparation
    4 Country View Road Malvern, PA 19355 800.223.7036 610.647.5930 S www.sct.com Workflow definition, benefits, and preparation An SCT White Paper EWHT-005 (02/03) SCT, Banner, PowerCAMPUS, and the circle P logo are registered trademarks; and the SCT logo, SCT Plus, SCT Matrix, SCT Campus Pipeline, and Luminis are trademarks, of Systems & Computer Technology Corporation or one or more of its wholly owned subsidiaries. All other products and company names referenced herein are used for identification purposes only and may be trademarks of their respective owners. Copyright © 2003 Systems & Computer Technology Corporation. All rights reserved. Workflow (cont.) What is Workflow? Most colleges and universities today practice workflow of some kind, either manually or with software applications. Admitting a student, for example, requires more than one person (and more than one department) to find the prospect, review the application, compile the financial aid package, and send the offer letter. The process of passing information along and responding to it is a type of workflow. However, more often than not, the process grinds to a halt when one of those papers languishes in a participant’s in-box. A software-based workflow management system would speed this process—and hundreds of others like it—and elevate its quality by automating, simplifying, measuring, directing, and managing the flow of information from department to department across the enterprise. There are many different definitions of workflow. For consistency, SCT follows the definition put forth by the respected Workflow Management Coalition (WfMC): The coalition also states that a true workflow management system must have the following criteria: • Define, create, and manage the execution of workflows with software • Run on one or more workflow engines • Interpret the process definition • Interact with workflow participants • Invoke IT tools and applications where required In addition, workflow solutions comprise data, people, tools, and activities.
    [Show full text]
  • Introduction to Workflows April 6, 2020
    Tutorial An Introduction to Workflows April 6, 2020 Sample to Insight QIAGEN Aarhus Silkeborgvej 2 Prismet 8000 Aarhus C Denmark digitalinsights.qiagen.com [email protected] An Introduction to Workflows 2 Tutorial An Introduction to Workflows A workflow consists of a series of connected tools where the output of one tool is used as input for another tool, making it possible to analyze many samples using a standardized pipeline. This tutorial covers: • Setting up a workflow that maps reads to a reference sequence, detects variants in the data relative to the reference, and filters away variants that are also present in a database of common variants • Launching a workflow in batch mode to analyze multiple samples • Workflow management, including creating a workflow installer, for installing the workflow on your own or another CLC Workbench, or on a CLC Server, where all or a selected group of server users could make use of it Steps where action should be taken are numbered. Prerequisites: We recommend using CLC Genomics Workbench 20.0 or higher when working through this tutorial. Some functionality referred to is not available in earlier versions. Download and import data for the tutorial The example data for this tutorial includes two files of sequencing reads and several reference tracks: the human mitochondrial genome from the hg18 build, NC_0O1807 (Genome), corre- sponding CDS and Gene tracks, and a chrMdbSNPCommon track containing the dbSNP common variants for this mitochondrial sequence. 1. Download the example data from http://resources.qiagenbioinformatics.com/ testdata/chrM-tutorial-data.zip. 2. Start the CLC Genomics Workbench.
    [Show full text]
  • A Adapting Scientific Workflow Structures Using Multi-Objective
    A Adapting Scientific Workflow Structures Using Multi-Objective Optimisation Strategies IRFAN HABIB, Centre for Complex Cooperative Systems, FET, University of the West of England, Bristol, UK ASHIQ ANJUM, School of Computing and Mathematics, University of Derby, Derby, UK RICHARD MCCLATCHEY, Centre for Complex Cooperative Systems, FET, University of the West of England, Bristol, UK OMER RANA, School of Computer Science & Informatics, Cardiff University, UK Scientific workflows have become the primary mechanism for conducting analyses on distributed comput- ing infrastructures such as grids and clouds. In recent years, the focus of optimisation within scientific workflows has primarily been on computational tasks and workflow makespan. However, as workflow-based analysis becomes ever more data intensive, data optimisation is becoming a prime concern. Moreover, scien- tific workflows can scale along several dimensions: (i) number of computational tasks, (ii) heterogeneity of computational resources, and the (iii) size and type (static vs. streamed) of data involved. Adapting workflow structure in response to these scalability challenges remains an important research objective. Understand- ing how a workflow graph can be restructured in an automated manner (through task merge for instance), to address constraints of a particular execution environment is explored in this work, using a multi-objective evolutionary approach. Our approach attempts to adapt the workflow structure to achieve both compute and data optimisation. The question of when to terminate the evolutionary search in order to conserve compu- tations is tackled with a novel termination criterion. The results presented in this paper, demonstrate the feasibility of the termination criterion and demonstrate that significant optimisation can be achieved with a multi-objective approach.
    [Show full text]
  • How to Describe Workflow Information Systems to Support Business Process
    How to Describe Workflow Information Systems to Support Business Process Josefina Guerrero García, Jean Vanderdonckt, Christophe Lemaige, Juan M. González Calleros 1Université catholique de Louvain, Louvain School of Management Place des Doyens, 1 – B-1348 Louvain-la-Neuve (Belgium) Abstract ticipant to another for action, according to a set of pro- cedural rules” [26]. Workflow Information Systems (WIS) cover the application of information technology This paper addresses a methodology for developing to business problems. Its primary characteristic is the the various user interfaces (UI) of a workflow informa- automation of processes involving combinations of tion system (WIS), which are advocated to automate human activities with information technology applica- business processes, following a model-centric ap- tions. Owing to the fact that the users of a IS interact proach based on the requirements and processes of the with it through its user interfaces (UIs) in the pursuit organization. The methodology applies to: 1) integrate of organizational goals, flexibility in creating them is human and machines based activities, in particular therefore important. We will explore a systematic way those involving interaction with IT applications and to define UIs for a WIS. The workflow model defines tools, 2) to identify how tasks are structured, who per- what processes and tasks need to be fulfilled and their form them, what their relative order is, how they are possible ordering; hence the workflow model is a offered or assigned, and how tasks are being tracked. ‘framework’ for creating task model, hence the task For this purpose, workflow is recursively decomposed model is suitable for developing UIs.
    [Show full text]
  • A Novel Approach for Bioinformatics Workflow Discovery
    (IJACSA) International Journal of Advanced Computer Science and Applications, Vol. 5, No. 11, 2014 A Novel Approach for Bioinformatics Workflow Discovery Walaa Nagy Hoda M. O. Mokhtar Information Systems Dept. Information Systems Dept. Faculty of Computers and Information Faculty of Computers and Information Cairo University. Cairo University. Egypt Egypt Abstract—Workflow systems are typical fit for in the explo- more closely to the objective of the research, provides further rative research of bioinformaticians. These systems can help abstraction and reduces the workflow conceptually to a single bioinformaticians to design and run their experiments and to functional operation as follows: automatically capture and store the data generated at runtime. On the other hand, Web services are increasingly used as the construct phylogenetic tree to a reference sequence. preferred method for accessing and processing the information This statement ”Construct phylogenetic tree” subsume the coming from the diverse life science sources. In this work we steps required to generate phylogenetic tree [1] which are: provide an efficient approach for creating bioinformatic workflow Step 1: Choosing an appropriate markers for the phylogenetic for all-service architecture systems (i.e., all system components analysis. are services ). This architecture style simplifies the user inter- action with workflow systems and facilitates both the change of Step 2:Performing multiple sequence alignments. individual components, and the addition of new components to Step 3:Selection of an evolutionary model. adopt to other workflow tasks if required. We finally present Step 4:Phylogenetic tree reconstruction. a case study for the bioinformatics domain to elaborate the Step 5:Evaluation of the phylogenetic tree.
    [Show full text]
  • Design and Implementation of a Workflow Oriented ERP System
    Design and Implementation of a Workflow Oriented ERP System B´alint Moln´ar1 and Zsigmond M´ari´as1,2 1Faculty of Informatics, E¨otv¨os Lor´and University (ELTE), H-1117 Budapest, P´azm´any P´eter s´et´any 1/C., Hungary 2LogiNet Systems Kft. H-1221 Budapest, Vihar u. 5/D., Hungary Keywords: Workflow, ERP Systems, Business Process Management, Business Process Modeling, Document Models, Data Flow. Abstract: Adaptation of enterprise resource planning systems to the frequently changing business environment and busi- ness processes require huge resources. That is why the demand was formulated for a method that enables introducing new features in software systems without any modification in program code. An adaptive ERP system cannot handle business processes and data flow as disjoint components. Therefore the proposed solu- tion is bifocal: an adaptive ERP system with highly integrated data flow and document management. In this article design and programming challenges are shown that had to be met during the development, focusing on topics of effective data storage and queries, workflow control structures and workflow evaluation techniques, document representation and the connection of workflow and data flow. 1 INTRODUCTION operation without any modification in program code would be highly advantageous. State of the art information systems used by organisa- tions in the business sector usually consist of built-in 1.2 The Idea of Workflow based software modules that implement company-specific business logic. As these organisations are constantly Systems facing new challenges, their business processes have to change frequently, therefore modifications of these The proposed workflow oriented ERP system’s capa- software systems are also often needed.
    [Show full text]
  • Business Process Modeling and Workflow Management
    Prof. Dr.-Ing. Stefan Deßloch AG Heterogene Informationssysteme Geb. 36, Raum 329 Tel. 0631/205 3275 [email protected] Chapter 6 – Business Process Modeling and Workflow Management Introduction & Motivation Business (Re-)Engineering Workflow Management Systems WF and Transactions Role of Workflow Technology Applications support business processes and have to ensure compliance with business processes => Application = Business Process + Business Functions Large applications often use special "control programs" to ensure the appropriate/correct sequencing of business functions Changes in how to perform business must be reflected as soon as possible in applications Requires code changes [which part to change?...], recompilation, redistribution of code,... to reflect new business processes What if users of standard applications want to reflect their own processes? very difficult, cumbersome, expensive (service specialists, consultancy) Consequence: Implementation of control programs via workflows Application consists of collection of business processes and collection of business functions (= "usual" programs) Business processes are enacted by workflow system that invoke business functions "appropriately", i.e. according to process model No coding,... to adapt application to changed business process 2 © Prof.Dr.-Ing. Stefan Deßloch Enterprise Information Systems WS 2010/2011 1 Historical Background Electronic document and folder routing in office automation Routing through enterprise's organizational structure Potential
    [Show full text]
  • Workflow Processing Using ERP Objects
    Acta Cybernetica 22 (2015) 183–210. Workflow processing using ERP Objects Attila Selmeci,∗ Tam´as Orosz,† and Istv´an Orosz‡ Abstract Enterprise Resources Planning (ERP) Systems, and Workflow Manage- ment Systems (WFMS) evolved parallel in the past. The main business drivers for automation came from the ERP world, but the WFMS solutions discovered their own way figuring out the necessity of such applications with- out ERP as well. In our paper we follow only the usage of workflows in ERP systems. The central elements of built-in workflows are the ERP ob- jects, which embed and handle the business data providing real life meaning of business objects as well. The capabilities of built-in workflow systems of such ERP solutions are presented via two market-leaders: SAP and Microsoft Dynamics AX. Both solutions are dealing with ERP objects in sence of the workflow management. We recognized and present the weaknesses and re- strictions of the built-in workflow systems on these two ERP examples. In our paper we describe the results of our analysis of the interoperability of the built-in workflow systems as well and demonstrate the required add-on func- tionalities to provide usable cross-system workflows in such an environment. We also mention the possibility of using a built-in workflow as a full-featured WFMS. Keywords: Workflow, ERP, BAPI, Business Evolution, Business Process Management (BPM) 1 Introduction Today’s World would stop, if ERP systems and other business application would not provide functionalities to manage and report data. In business application systems many business processes are running together, parallel and/or connecting to each other.
    [Show full text]
  • Visualization of Bioinformatics Workflows for Ease of Understanding and Design Activities
    Visualization of Bioinformatics Workflows for Ease of Understanding and Design Activities H. V. Byelas and M. A. Swertz Genomics Coordination Center, Department of Genetics, University Medical Center Groningen, University of Groningen, Groningen, The Netherlands Keywords: Bioinformatics: Workflow Management System, Life Science Workflows, Workflow Visualization. Abstract: Bioinformatics analyses are growing in size and complexity. They are often described as workflows, with the workflow specifications also becoming more complex due to the diversity of data, tools, and computational resources involved. A number of workflow management systems (WMS) have been developed recently to help bioinformaticians in their workflow design activities. Many of these WMS visualize workflows as graphs, where the nodes are analysis steps and the edges are interactions and constraints between analysis steps. These graphs usually represent a data flow of the analysis. We know that in software visualization, similar graphs are used to show a data flow in software systems. However, the WMS do not use any widely accepted standards for workflow visualization, particularly not in the bioinformatics domain. As a result, workflows are visualized in different ways in different WMS and workflows describing the same analysis look different in different WMS. Furthermore, the visualization techniques used in WMS for bioinformatics are quite limited. Here, we argue that applying some of the visual analytics methods and techniques used in software field, such as UML (unified modelling language) diagrams combined with quality metrics, can help to enhance understanding and sharing of the workflow, and ease workflow analysis and design activities. 1 INTRODUCTION best served by visualizing the structure. Adding attributes such as ”quality” metrics to Software structure has been depicted with design di- this picture helps correlate the various quantita- agrams since the very start of computer program- tive insights with structural and architectural in- ming (Diehl, 2007).
    [Show full text]
  • Based Supply Chain Management System
    Analysis and Implementation of Workflow- based Supply Chain Management System Yan Tu ^and Baowen Sun ^ 1 Information School, Central University of Finance and Economics, Beijing, 100081, P.R.China,[email protected] 2 Department of Science and Research, Central University of Finance and Economics, Beijing, 100081, P.R.China,[email protected] Abstract. Because of lack of abstraction at the stage of requirement analysis, the traditional Supply Chain Management systems are not suitable to dynamic reengineering when business needs change. This paper will combine Workflow Technologies with Supply Chain Management systems (WSCM). By decomposing work into the corresponding tasks and roles and monitoring the sequence of work activities according to a defined set of rules, we can boost efficiency, reduce cost, and optimize performance of business processes management of Supply Chain. 1 Introduction As Internet technologies become commonplace in businesses, an emerging necessary characteristic of purchasing, logistics, and support activities is flexibility. Therefore, supply chain fianctions must operate in an integrated manner in order to opfimize performance. However, the dynamics of the organization and the market make this challenging. In many organizations, it is likely that the sequence of work activities on business process will be changed by customers while in process, and in most cases, these change requests are difficult to manage. In spite of the ubiquitous presence of information technology, the value that the traditional Supply Chain Management (SCM) software creates, and integration of business processes and enterprises, the challenges of implementing these applications do exist. The factors such as incompetent infrastructure, conflicting policies and standards, and changes about the sequence of work activities pose immense pressure for the organizations to move forward.
    [Show full text]
  • A Decentralized and Cooperative Workflow Scheduling Algorithm
    Eighth IEEE International Symposium on Cluster Computing and the Grid A Decentralized and Cooperative Workflow Scheduling Algorithm Rajiv Ranjan, Mustafizur Rahman, and Rajkumar Buyya Grid Computing and Distributed Systems (GRIDS) Laboratory Department of Computer Science and Software Engineering The University of Melbourne, Australia {rranjan, mmrahman, raj}@csse.unimelb.edu.au Workflow Workflow Abstract— In the current approaches to workflow scheduling, T1 T1 there is no cooperation between the distributed workflow brokers T2 T3 T2 T3 and as a result, the problem of conflicting schedules occur. To overcome this problem, in this paper, we propose a decentralized T4 T4 T1 R1 T1 R1 Workflow and cooperative workflow scheduling algorithm. The proposed T2 R1 T2 R1 Workflow Workflow Broker 1 approach utilizes a Peer-to-Peer (P2P) coordination space with T3 R2 T3 R2 Broker 2 Broker m T4 R3 T4 R3 respect to coordinating the application schedules among the Grid Query wide distributed workflow brokers. The proposed algorithm is Reply completely decentralized in the sense that there is no central Centralised point of contact in the system, the responsibility of the key GIS functionalities such as resource discovery and scheduling co- ordination are delegated to the P2P coordination space. With Update the implementation of our approach, not only the performance bottlenecks are likely to be eliminated but also efficient scheduling with enhanced scalability and better autonomy for the users are likely to be achieved. We prove the feasibility of our approach through an extensive trace driven simulation study. Resource 1 Resource 2 Resource n I. INTRODUCTION Fig. 1. Existing workflow scheduling approach.
    [Show full text]