Pub Date : 2009-06-01DOI: 10.1109/INM.2009.5188878
M. Brenner, H.-G. Hegering, Helmut Reiser, Christian Richter, T. Schaaf
The Leibniz Supercomputing Centre (Leibniz-Rechenzentrum, LRZ) is a service provider for a variety of academic institutions, mainly in the Munich (Germany) area. The services provided range from network services, server hosting, application services to specialized supercomputing services. Even in academia, computing services become ever more business critical : IT services for university spin-offs, virtual labs provided to other universities as an application service, and an increasing number of industry cooperation projects require highly available and reliable services. As scope, volume, complexity and required quality of services increase, financial and personal resources to provide these do not (at least not on the same scale). The only way to meet this challenge is to improve operational effectiveness and efficiency.
{"title":"Introducing process-oriented IT service management at an academic computing center: An interim report","authors":"M. Brenner, H.-G. Hegering, Helmut Reiser, Christian Richter, T. Schaaf","doi":"10.1109/INM.2009.5188878","DOIUrl":"https://doi.org/10.1109/INM.2009.5188878","url":null,"abstract":"The Leibniz Supercomputing Centre (Leibniz-Rechenzentrum, LRZ) is a service provider for a variety of academic institutions, mainly in the Munich (Germany) area. The services provided range from network services, server hosting, application services to specialized supercomputing services. Even in academia, computing services become ever more business critical : IT services for university spin-offs, virtual labs provided to other universities as an application service, and an increasing number of industry cooperation projects require highly available and reliable services. As scope, volume, complexity and required quality of services increase, financial and personal resources to provide these do not (at least not on the same scale). The only way to meet this challenge is to improve operational effectiveness and efficiency.","PeriodicalId":332206,"journal":{"name":"2009 IFIP/IEEE International Symposium on Integrated Network Management","volume":"62 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2009-06-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"126740728","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2009-06-01DOI: 10.1109/INM.2009.5188859
Pedro Gonçalves, J. Oliveira, R. Aguiar
During the last decade several network management solutions have been proposed or extended to cope with the growing complexity of networks, systems and services. Architectures, protocols, and information models have been proposed as a way to better respond to the new and different demands of global networks. However this offer also leads to a growing complexity of management solutions and to an increase in systems' requirements. The current management landscape is populated with a multiplicity of protocols, initially developed as an answer to different requirements. This paper presents a comparative study of currently common management protocols in All-IP networks: SNMP, COPS, Diameter, CIM/XML over HTTP and CIM/XML over SOAP. This assessment was focused on wireless aspect issues, and as such includes measures of bandwidth, packets, round-trip delays, and agents' requirements. We also analyzed the advantages of compression in these protocols.
{"title":"An evaluation of network management protocols","authors":"Pedro Gonçalves, J. Oliveira, R. Aguiar","doi":"10.1109/INM.2009.5188859","DOIUrl":"https://doi.org/10.1109/INM.2009.5188859","url":null,"abstract":"During the last decade several network management solutions have been proposed or extended to cope with the growing complexity of networks, systems and services. Architectures, protocols, and information models have been proposed as a way to better respond to the new and different demands of global networks. However this offer also leads to a growing complexity of management solutions and to an increase in systems' requirements. The current management landscape is populated with a multiplicity of protocols, initially developed as an answer to different requirements. This paper presents a comparative study of currently common management protocols in All-IP networks: SNMP, COPS, Diameter, CIM/XML over HTTP and CIM/XML over SOAP. This assessment was focused on wireless aspect issues, and as such includes measures of bandwidth, packets, round-trip delays, and agents' requirements. We also analyzed the advantages of compression in these protocols.","PeriodicalId":332206,"journal":{"name":"2009 IFIP/IEEE International Symposium on Integrated Network Management","volume":"283 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2009-06-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"122472717","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2009-06-01DOI: 10.1109/INM.2009.5188875
Hai Huang, Yaoping Ruan, A. Shaikh, R. Routray, C. Tan, Sandeep Gopisetty
The complexity of modern data centers has evolved significantly in recent years. One typically is comprised of a large number and types of middleware and applications that are hosted in a heterogeneous pool of both physical and virtual servers, connected by a complex web of virtual and physical networks. Therefore, to manage everything in a data center, system administrators usually need a plethora of management tools since one tool often manages only one type of devices. The boundaries between the different management tools can limit productivity of system administrators on their daily tasks as each tool only offers a partial view of the entire managed environment. As a result, advanced analytics such as impact analysis and problem determination are generally not achievable using the traditional management tools as they require a holistic view of the entire data center. In this paper, we describe an integrated management system for applications, servers, network and storage devices called DataGraph. Our system integrates data across heterogeneous point products and agents for management and monitoring to enable the above mentioned management analytics capabilities. A common data model is introduced to federate data collected by the different tools in multiple database repositories so no modifications are needed to existing management tools. A common integrated web user interface is implemented to facilitate management tasks that would otherwise require invoking multiple tools. We deployed this tool in a lab environment and demonstrated these analytics capabilities through several case studies.
{"title":"Building end-to-end management analytics for enterprise data centers","authors":"Hai Huang, Yaoping Ruan, A. Shaikh, R. Routray, C. Tan, Sandeep Gopisetty","doi":"10.1109/INM.2009.5188875","DOIUrl":"https://doi.org/10.1109/INM.2009.5188875","url":null,"abstract":"The complexity of modern data centers has evolved significantly in recent years. One typically is comprised of a large number and types of middleware and applications that are hosted in a heterogeneous pool of both physical and virtual servers, connected by a complex web of virtual and physical networks. Therefore, to manage everything in a data center, system administrators usually need a plethora of management tools since one tool often manages only one type of devices. The boundaries between the different management tools can limit productivity of system administrators on their daily tasks as each tool only offers a partial view of the entire managed environment. As a result, advanced analytics such as impact analysis and problem determination are generally not achievable using the traditional management tools as they require a holistic view of the entire data center. In this paper, we describe an integrated management system for applications, servers, network and storage devices called DataGraph. Our system integrates data across heterogeneous point products and agents for management and monitoring to enable the above mentioned management analytics capabilities. A common data model is introduced to federate data collected by the different tools in multiple database repositories so no modifications are needed to existing management tools. A common integrated web user interface is implemented to facilitate management tasks that would otherwise require invoking multiple tools. We deployed this tool in a lab environment and demonstrated these analytics capabilities through several case studies.","PeriodicalId":332206,"journal":{"name":"2009 IFIP/IEEE International Symposium on Integrated Network Management","volume":"1 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2009-06-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"129883620","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2009-06-01DOI: 10.1109/INM.2009.5188865
Sruthi Bandhakavi, S. Bhatt, Cat Okita, P. Rao
Network security administrators cannot always accurately tell which end-to-end accesses are permitted within their network, and which ones are not. The problem is that every access is determined by the configurations of multiple, separately administered, components. As configurations evolve, a small change in one configuration file can have widespread impact on the end-to-end accesses. Short of exhaustive testing, which is impractical, there are no good solutions to analyze end-to-end flows from network configurations. This paper presents a general technique to analyze all the end-to-end accesses from the configuration files of network routers, switches and firewalls. We efficiently analyze certain state-dependent filter rules. Our goal is to help network security engineers and operators quickly determine configuration errors that may cause unexpected behavior such as unwanted accesses or unreachable services. Our technique can be also be used as part of the change management process, to help prevent network misconfiguration.
{"title":"Analyzing end-to-end network reachability","authors":"Sruthi Bandhakavi, S. Bhatt, Cat Okita, P. Rao","doi":"10.1109/INM.2009.5188865","DOIUrl":"https://doi.org/10.1109/INM.2009.5188865","url":null,"abstract":"Network security administrators cannot always accurately tell which end-to-end accesses are permitted within their network, and which ones are not. The problem is that every access is determined by the configurations of multiple, separately administered, components. As configurations evolve, a small change in one configuration file can have widespread impact on the end-to-end accesses. Short of exhaustive testing, which is impractical, there are no good solutions to analyze end-to-end flows from network configurations. This paper presents a general technique to analyze all the end-to-end accesses from the configuration files of network routers, switches and firewalls. We efficiently analyze certain state-dependent filter rules. Our goal is to help network security engineers and operators quickly determine configuration errors that may cause unexpected behavior such as unwanted accesses or unreachable services. Our technique can be also be used as part of the change management process, to help prevent network misconfiguration.","PeriodicalId":332206,"journal":{"name":"2009 IFIP/IEEE International Symposium on Integrated Network Management","volume":"14 4 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2009-06-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"128868074","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2009-06-01DOI: 10.1109/INM.2009.5188840
M. Hutter, Alexander Szekely, J. Wolkerstorfer
Web-based management solutions have become an increasingly important and promising approach especially for small and embedded environments. This article presents the design and implementation of an embedded system that leverages the Web-based Enterprise Management (WBEM) solution. WBEM has been designed to manage large heterogeneous environments but has not yet been deployed on small and embedded devices. First, we evaluate existing WBEM implementations due to its resource requirements. Second, we describe the design of an embedded network device that has been realized on a system-on-chip prototyping platform. A small-footprint WBEM server has been integrated that requires less than 900 kB of non-volatile memory. We provide performance measurements of our solution and compare the results with other Web-based management approaches. They show that WBEM is suitable to run on such resource-constraint devices and to be applicable in practice.
{"title":"Embedded system management using WBEM","authors":"M. Hutter, Alexander Szekely, J. Wolkerstorfer","doi":"10.1109/INM.2009.5188840","DOIUrl":"https://doi.org/10.1109/INM.2009.5188840","url":null,"abstract":"Web-based management solutions have become an increasingly important and promising approach especially for small and embedded environments. This article presents the design and implementation of an embedded system that leverages the Web-based Enterprise Management (WBEM) solution. WBEM has been designed to manage large heterogeneous environments but has not yet been deployed on small and embedded devices. First, we evaluate existing WBEM implementations due to its resource requirements. Second, we describe the design of an embedded network device that has been realized on a system-on-chip prototyping platform. A small-footprint WBEM server has been integrated that requires less than 900 kB of non-volatile memory. We provide performance measurements of our solution and compare the results with other Web-based management approaches. They show that WBEM is suitable to run on such resource-constraint devices and to be applicable in practice.","PeriodicalId":332206,"journal":{"name":"2009 IFIP/IEEE International Symposium on Integrated Network Management","volume":"29 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2009-06-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"130708960","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2009-06-01DOI: 10.1109/INM.2009.5188797
Jungmee Yun, Jin-Wook Chung, Sanghak Lee
The Internet protocols were designed when there were relatively few devices connected to the Internet and these devices were in use most of the time. Studies show many of these computers especially in home have their power management features disabled in order to maintain their network presence and network connections. Past research proposes to use a low power proxy to “stand in” for a computer, allowing it to go to sleep and thus save power while still maintaining its network presence. This paper describes an experimental stand-by gateway that can be used to develop the requirements for such a proxy. With the stand-by gateway, we propose to develop a language to be used by applications to provide the necessary code to the proxy to maintain network connections and presence for a sleeping computer. And we investigate the possibility of putting various components on home gateway to sleep during periods of low traffic activity. Out results show that sleeping is indeed feasible in the home network
{"title":"Designing stand-by gateway for managing a waste of networked home-device power","authors":"Jungmee Yun, Jin-Wook Chung, Sanghak Lee","doi":"10.1109/INM.2009.5188797","DOIUrl":"https://doi.org/10.1109/INM.2009.5188797","url":null,"abstract":"The Internet protocols were designed when there were relatively few devices connected to the Internet and these devices were in use most of the time. Studies show many of these computers especially in home have their power management features disabled in order to maintain their network presence and network connections. Past research proposes to use a low power proxy to “stand in” for a computer, allowing it to go to sleep and thus save power while still maintaining its network presence. This paper describes an experimental stand-by gateway that can be used to develop the requirements for such a proxy. With the stand-by gateway, we propose to develop a language to be used by applications to provide the necessary code to the proxy to maintain network connections and presence for a sleeping computer. And we investigate the possibility of putting various components on home gateway to sleep during periods of low traffic activity. Out results show that sleeping is indeed feasible in the home network","PeriodicalId":332206,"journal":{"name":"2009 IFIP/IEEE International Symposium on Integrated Network Management","volume":"1 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2009-06-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"131145278","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2009-06-01DOI: 10.1109/INM.2009.5188858
D. Dudkowski, M. Brunner, G. Nunzi, C. Mingardi, C. Foley, M. P. D. Leon, C. Meirosu, S. Engberg
Recent endeavors in addressing the challenges of the current and future Internet pursue a clean slate design methodology. Simultaneously, it is argued that the Internet is unlikely to be changed in one fell swoop and that its next generation requires an evolutionary design approach. Recognizing both positions, we claim that cleanness and evolution are not mutually exclusive, but rather complementary and indispensable properties for sustainable management in the future Internet. In this paper we propose the in-network management (INM) paradigm, which adopts a clean slate design approach to the management of future communication networks that is brought about by evolutionary design principles. The proposed paradigm builds on embedded management capabilities to address the intrinsic nature, and hence, close relationship between the network and its management. At the same time, INM assists in the gradual adoption of embedded self-managing processes to progressively achieve adequate and practical degrees of INM. We demonstrate how INM can be exploited in current and future network management by its application to P2P networks.
{"title":"Architectural principles and elements of in-network management","authors":"D. Dudkowski, M. Brunner, G. Nunzi, C. Mingardi, C. Foley, M. P. D. Leon, C. Meirosu, S. Engberg","doi":"10.1109/INM.2009.5188858","DOIUrl":"https://doi.org/10.1109/INM.2009.5188858","url":null,"abstract":"Recent endeavors in addressing the challenges of the current and future Internet pursue a clean slate design methodology. Simultaneously, it is argued that the Internet is unlikely to be changed in one fell swoop and that its next generation requires an evolutionary design approach. Recognizing both positions, we claim that cleanness and evolution are not mutually exclusive, but rather complementary and indispensable properties for sustainable management in the future Internet. In this paper we propose the in-network management (INM) paradigm, which adopts a clean slate design approach to the management of future communication networks that is brought about by evolutionary design principles. The proposed paradigm builds on embedded management capabilities to address the intrinsic nature, and hence, close relationship between the network and its management. At the same time, INM assists in the gradual adoption of embedded self-managing processes to progressively achieve adequate and practical degrees of INM. We demonstrate how INM can be exploited in current and future network management by its application to P2P networks.","PeriodicalId":332206,"journal":{"name":"2009 IFIP/IEEE International Symposium on Integrated Network Management","volume":"1 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2009-06-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"130276328","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2009-06-01DOI: 10.1109/INM.2009.5188819
Rémi Badonnel, O. Festor, Khaled Hamlaoui
Voice over IP (VoIP) has become a major paradigm for providing lower operational costs and higher flexibility in networks and services. VoIP infrastructures are however facing multiple security issues. In particular, monitoring methods and techniques can be applied to VoIP traffic in order to profile and track network users. We present in this paper a counter-measure strategy for preventing VoIP profiling. We propose two functional architectures with different noise generation functions in order to dynamically generate fake VoIP messages and deteriorate the profiling performances. We quantify the benefits and limits of our approach through an implementation prototype and the analysis of experimental results obtained in the case scenario of profiling methods based on principal component analysis (PCA).
{"title":"Monitoring and counter-profiling for Voice over IP networks and services","authors":"Rémi Badonnel, O. Festor, Khaled Hamlaoui","doi":"10.1109/INM.2009.5188819","DOIUrl":"https://doi.org/10.1109/INM.2009.5188819","url":null,"abstract":"Voice over IP (VoIP) has become a major paradigm for providing lower operational costs and higher flexibility in networks and services. VoIP infrastructures are however facing multiple security issues. In particular, monitoring methods and techniques can be applied to VoIP traffic in order to profile and track network users. We present in this paper a counter-measure strategy for preventing VoIP profiling. We propose two functional architectures with different noise generation functions in order to dynamically generate fake VoIP messages and deteriorate the profiling performances. We quantify the benefits and limits of our approach through an implementation prototype and the analysis of experimental results obtained in the case scenario of profiling methods based on principal component analysis (PCA).","PeriodicalId":332206,"journal":{"name":"2009 IFIP/IEEE International Symposium on Integrated Network Management","volume":"1 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2009-06-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"128856044","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2009-06-01DOI: 10.1109/INM.2009.5188857
L. Cittadini, M. Rimondini, Matteo Corea, G. Battista
Internet Service Providers can enforce a fine grained control of Interdomain Routing by cleverly configuring the Border Gateway Protocol. However, the price to pay for the flexibility of BGP is the lack of convergence guarantees. Network protocol design literature introduced several sufficient conditions that routing policies should satisfy to guarantee convergence. However, to our knowledge, none of these conditions has yet been exploited to automatically check BGP policies for convergence.
{"title":"On the feasibility of static analysis for BGP convergence","authors":"L. Cittadini, M. Rimondini, Matteo Corea, G. Battista","doi":"10.1109/INM.2009.5188857","DOIUrl":"https://doi.org/10.1109/INM.2009.5188857","url":null,"abstract":"Internet Service Providers can enforce a fine grained control of Interdomain Routing by cleverly configuring the Border Gateway Protocol. However, the price to pay for the flexibility of BGP is the lack of convergence guarantees. Network protocol design literature introduced several sufficient conditions that routing policies should satisfy to guarantee convergence. However, to our knowledge, none of these conditions has yet been exploited to automatically check BGP policies for convergence.","PeriodicalId":332206,"journal":{"name":"2009 IFIP/IEEE International Symposium on Integrated Network Management","volume":"86 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2009-06-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"123996900","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
Pub Date : 2009-06-01DOI: 10.1109/INM.2009.5188826
Josiane Ortolan Coelho, L. Gaspary, L. Tarouco
Recent investigations of management traffic patterns in production networks suggest that just a small and static set of management data tends to be used, the flow of management data is relatively constant, and the operations in use for manager-agent communication are reduced to a few, sometimes obsolete set. This is an indication of lack of progress of monitoring processes, taking into account their strategic role and potential, for example, to anticipate and prevent faults, performance bottlenecks, and security problems. One of the main reasons for such limitation relies on the fact that operators, who still are a fundamental element of the monitoring control loop, can no longer handle the rapidly increasing size and heterogeneity of both hardware and software components that comprise modern networked computing systems. This form of human-in-the-loop management certainly hampers timely adaptation of monitoring processes. To tackle this issue, this paper presents a model, inspired by the reinforcement learning theory, for adaptive network, service and application monitoring. The model is instantiated through a prototypical implementation of an autonomic element, which, based on historical and even unexpected values retrieved for management objects, dynamically widens or restricts the set of management objects to be monitored.
{"title":"How much management is management enough? Providing monitoring processes with online adaptation and learning capability","authors":"Josiane Ortolan Coelho, L. Gaspary, L. Tarouco","doi":"10.1109/INM.2009.5188826","DOIUrl":"https://doi.org/10.1109/INM.2009.5188826","url":null,"abstract":"Recent investigations of management traffic patterns in production networks suggest that just a small and static set of management data tends to be used, the flow of management data is relatively constant, and the operations in use for manager-agent communication are reduced to a few, sometimes obsolete set. This is an indication of lack of progress of monitoring processes, taking into account their strategic role and potential, for example, to anticipate and prevent faults, performance bottlenecks, and security problems. One of the main reasons for such limitation relies on the fact that operators, who still are a fundamental element of the monitoring control loop, can no longer handle the rapidly increasing size and heterogeneity of both hardware and software components that comprise modern networked computing systems. This form of human-in-the-loop management certainly hampers timely adaptation of monitoring processes. To tackle this issue, this paper presents a model, inspired by the reinforcement learning theory, for adaptive network, service and application monitoring. The model is instantiated through a prototypical implementation of an autonomic element, which, based on historical and even unexpected values retrieved for management objects, dynamically widens or restricts the set of management objects to be monitored.","PeriodicalId":332206,"journal":{"name":"2009 IFIP/IEEE International Symposium on Integrated Network Management","volume":"516 1","pages":"0"},"PeriodicalIF":0.0,"publicationDate":"2009-06-01","publicationTypes":"Journal Article","fieldsOfStudy":null,"isOpenAccess":false,"openAccessPdf":"","citationCount":null,"resultStr":null,"platform":"Semanticscholar","paperid":"123091460","PeriodicalName":null,"FirstCategoryId":null,"ListUrlMain":null,"RegionNum":0,"RegionCategory":"","ArticlePicture":[],"TitleCN":null,"AbstractTextCN":null,"PMCID":"","EPubDate":null,"PubModel":null,"JCR":null,"JCRName":null,"Score":null,"Total":0}
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