---
_id: '16726'
author:
- first_name: Hadi
  full_name: Razzaghi Kouchaksaraei, Hadi
  id: '60845'
  last_name: Razzaghi Kouchaksaraei
- first_name: Ashwin Prasad
  full_name: Shivarpatna Venkatesh, Ashwin Prasad
  id: '66637'
  last_name: Shivarpatna Venkatesh
- first_name: Amey
  full_name: Churi, Amey
  last_name: Churi
- first_name: Marvin
  full_name: Illian, Marvin
  id: '44169'
  last_name: Illian
- first_name: Holger
  full_name: Karl, Holger
  id: '126'
  last_name: Karl
citation:
  ama: 'Razzaghi Kouchaksaraei H, Shivarpatna Venkatesh AP, Churi A, Illian M, Karl
    H. Dynamic Provisioning of Network Services on Heterogeneous Resources. In: <i>European
    Conference on Networks and Communications (EUCNC 2020)</i>.'
  apa: Razzaghi Kouchaksaraei, H., Shivarpatna Venkatesh, A. P., Churi, A., Illian,
    M., &#38; Karl, H. (n.d.). Dynamic Provisioning of Network Services on Heterogeneous
    Resources. In <i>European Conference on Networks and Communications (EUCNC 2020)</i>.
  bibtex: '@inproceedings{Razzaghi Kouchaksaraei_Shivarpatna Venkatesh_Churi_Illian_Karl,
    title={Dynamic Provisioning of Network Services on Heterogeneous Resources}, booktitle={European
    Conference on Networks and Communications (EUCNC 2020)}, author={Razzaghi Kouchaksaraei,
    Hadi and Shivarpatna Venkatesh, Ashwin Prasad and Churi, Amey and Illian, Marvin
    and Karl, Holger} }'
  chicago: Razzaghi Kouchaksaraei, Hadi, Ashwin Prasad Shivarpatna Venkatesh, Amey
    Churi, Marvin Illian, and Holger Karl. “Dynamic Provisioning of Network Services
    on Heterogeneous Resources.” In <i>European Conference on Networks and Communications
    (EUCNC 2020)</i>, n.d.
  ieee: H. Razzaghi Kouchaksaraei, A. P. Shivarpatna Venkatesh, A. Churi, M. Illian,
    and H. Karl, “Dynamic Provisioning of Network Services on Heterogeneous Resources,”
    in <i>European Conference on Networks and Communications (EUCNC 2020)</i>.
  mla: Razzaghi Kouchaksaraei, Hadi, et al. “Dynamic Provisioning of Network Services
    on Heterogeneous Resources.” <i>European Conference on Networks and Communications
    (EUCNC 2020)</i>.
  short: 'H. Razzaghi Kouchaksaraei, A.P. Shivarpatna Venkatesh, A. Churi, M. Illian,
    H. Karl, in: European Conference on Networks and Communications (EUCNC 2020),
    n.d.'
conference:
  end_date: 2020-06-18
  name: European Conference on Networks and Communications (EUCNC 2020)
  start_date: 2020-06-15
date_created: 2020-04-20T09:36:53Z
date_updated: 2022-01-06T06:52:55Z
department:
- _id: '34'
language:
- iso: eng
project:
- _id: '23'
  grant_number: '762057'
  name: 5G Programmable Infrastructure Converging disaggregated neTwork and compUte
    Resources
- _id: '4'
  name: SFB 901 - Project Area C
- _id: '16'
  name: SFB 901 - Subproject C4
- _id: '1'
  name: SFB 901
publication: European Conference on Networks and Communications (EUCNC 2020)
publication_status: accepted
status: public
title: Dynamic Provisioning of Network Services on Heterogeneous Resources
type: conference
user_id: '60845'
year: '2020'
...
---
_id: '16218'
abstract:
- lang: eng
  text: "Despite recent progress in orchestration of Virtual Network Functions (VNFs)
    and in multi-technology SDN connectivity, the automated provisioning of end-to-end
    network services composed of virtual functions deployed across distributed compute
    locations remains an open challenge. This problem is especially relevant to support
    the deployment of future 5G networks, comprising virtual access and core network
    functions connected through a potentially multi-domain transport network.\r\nIn
    this paper, we present and demonstrate the 5GOS, a lightweight end-to-end orchestration
    framework that enables the\r\nautomated provisioning of virtual radio access network
    services. Using an experimental multi-domain testbed we demonstrate that the 5GOS
    can provision multi-domain virtual Wi-Fi and LTE services in less than three minutes."
author:
- first_name: Daniel
  full_name: Camps-Mur, Daniel
  last_name: Camps-Mur
- first_name: Ferran
  full_name: ' Canellas, Ferran'
  last_name: ' Canellas'
- first_name: Azahar
  full_name: Machwe, Azahar
  last_name: Machwe
- first_name: Jorge
  full_name: Paracuellos, Jorge
  last_name: Paracuellos
- first_name: Kostas
  full_name: Choumas, Kostas
  last_name: Choumas
- first_name: Dimitris
  full_name: Giatsios, Dimitris
  last_name: Giatsios
- first_name: Thanasis
  full_name: Korakis, Thanasis
  last_name: Korakis
- first_name: Hadi
  full_name: Razzaghi Kouchaksaraei, Hadi
  id: '60845'
  last_name: Razzaghi Kouchaksaraei
citation:
  ama: 'Camps-Mur D,  Canellas F, Machwe A, et al. 5GOS: Demonstrating multi-domain
    orchestration of end-to-end virtual RAN services. In: <i>The 6th IEEE International
    Conference on Network Softwarization (IEEE NetSoft 2020)</i>.'
  apa: 'Camps-Mur, D.,  Canellas, F., Machwe, A., Paracuellos, J., Choumas, K., Giatsios,
    D., … Razzaghi Kouchaksaraei, H. (n.d.). 5GOS: Demonstrating multi-domain orchestration
    of end-to-end virtual RAN services. In <i>the 6th IEEE International Conference
    on Network Softwarization (IEEE NetSoft 2020)</i>. Ghent, Belgium.'
  bibtex: '@inproceedings{Camps-Mur_ Canellas_Machwe_Paracuellos_Choumas_Giatsios_Korakis_Razzaghi
    Kouchaksaraei, title={5GOS: Demonstrating multi-domain orchestration of end-to-end
    virtual RAN services}, booktitle={the 6th IEEE International Conference on Network
    Softwarization (IEEE NetSoft 2020)}, author={Camps-Mur, Daniel and  Canellas,
    Ferran and Machwe, Azahar and Paracuellos, Jorge and Choumas, Kostas and Giatsios,
    Dimitris and Korakis, Thanasis and Razzaghi Kouchaksaraei, Hadi} }'
  chicago: 'Camps-Mur, Daniel, Ferran  Canellas, Azahar Machwe, Jorge Paracuellos,
    Kostas Choumas, Dimitris Giatsios, Thanasis Korakis, and Hadi Razzaghi Kouchaksaraei.
    “5GOS: Demonstrating Multi-Domain Orchestration of End-to-End Virtual RAN Services.”
    In <i>The 6th IEEE International Conference on Network Softwarization (IEEE NetSoft
    2020)</i>, n.d.'
  ieee: 'D. Camps-Mur <i>et al.</i>, “5GOS: Demonstrating multi-domain orchestration
    of end-to-end virtual RAN services,” in <i>the 6th IEEE International Conference
    on Network Softwarization (IEEE NetSoft 2020)</i>, Ghent, Belgium.'
  mla: 'Camps-Mur, Daniel, et al. “5GOS: Demonstrating Multi-Domain Orchestration
    of End-to-End Virtual RAN Services.” <i>The 6th IEEE International Conference
    on Network Softwarization (IEEE NetSoft 2020)</i>.'
  short: 'D. Camps-Mur, F.  Canellas, A. Machwe, J. Paracuellos, K. Choumas, D. Giatsios,
    T. Korakis, H. Razzaghi Kouchaksaraei, in: The 6th IEEE International Conference
    on Network Softwarization (IEEE NetSoft 2020), n.d.'
conference:
  end_date: 2020-07-3
  location: Ghent, Belgium
  name: IEEE Conference on Network Softwarization (NetSoft)
  start_date: 2020-06-29
date_created: 2020-03-03T11:49:41Z
date_updated: 2022-01-06T06:52:45Z
keyword:
- Orchestration
- multi-domain
- cellular network virtualization
- SDN
- 5G
language:
- iso: eng
project:
- _id: '23'
  grant_number: '762057'
  name: 5G Programmable Infrastructure Converging disaggregated neTwork and compUte
    Resources
publication: the 6th IEEE International Conference on Network Softwarization (IEEE
  NetSoft 2020)
publication_status: accepted
status: public
title: '5GOS: Demonstrating multi-domain orchestration of end-to-end virtual RAN services'
type: conference
user_id: '60845'
year: '2020'
...
---
_id: '8240'
author:
- first_name: Sevil
  full_name: Dräxler, Sevil
  id: '31764'
  last_name: Dräxler
- first_name: Holger
  full_name: Karl, Holger
  id: '126'
  last_name: Karl
citation:
  ama: 'Dräxler S, Karl H. SPRING: Scaling, Placement, and Routing of Heterogeneous
    Services with Flexible Structures. In: <i>5th IEEE International Conference on
    Network Softwarization (NetSoft) 2019</i>.'
  apa: 'Dräxler, S., &#38; Karl, H. (n.d.). SPRING: Scaling, Placement, and Routing
    of Heterogeneous Services with Flexible Structures. In <i>5th IEEE International
    Conference on Network Softwarization (NetSoft) 2019</i>. Paris.'
  bibtex: '@inproceedings{Dräxler_Karl, title={SPRING: Scaling, Placement, and Routing
    of Heterogeneous Services with Flexible Structures}, booktitle={5th IEEE International
    Conference on Network Softwarization (NetSoft) 2019}, author={Dräxler, Sevil and
    Karl, Holger} }'
  chicago: 'Dräxler, Sevil, and Holger Karl. “SPRING: Scaling, Placement, and Routing
    of Heterogeneous Services with Flexible Structures.” In <i>5th IEEE International
    Conference on Network Softwarization (NetSoft) 2019</i>, n.d.'
  ieee: 'S. Dräxler and H. Karl, “SPRING: Scaling, Placement, and Routing of Heterogeneous
    Services with Flexible Structures,” in <i>5th IEEE International Conference on
    Network Softwarization (NetSoft) 2019</i>, Paris.'
  mla: 'Dräxler, Sevil, and Holger Karl. “SPRING: Scaling, Placement, and Routing
    of Heterogeneous Services with Flexible Structures.” <i>5th IEEE International
    Conference on Network Softwarization (NetSoft) 2019</i>.'
  short: 'S. Dräxler, H. Karl, in: 5th IEEE International Conference on Network Softwarization
    (NetSoft) 2019, n.d.'
conference:
  end_date: 2019-06-28
  location: Paris
  name: 5th IEEE International Conference on Network Softwarization (NetSoft) 2019
  start_date: 2019-06-24
date_created: 2019-03-04T09:23:54Z
date_updated: 2022-01-06T07:03:52Z
department:
- _id: '75'
language:
- iso: eng
project:
- _id: '23'
  grant_number: '762057'
  name: 5G Programmable Infrastructure Converging disaggregated neTwork and compUte
    Resources
- _id: '1'
  name: SFB 901
- _id: '4'
  name: SFB 901 - Project Area C
- _id: '16'
  name: SFB 901 - Subproject C4
publication: 5th IEEE International Conference on Network Softwarization (NetSoft)
  2019
publication_status: accepted
status: public
title: 'SPRING: Scaling, Placement, and Routing of Heterogeneous Services with Flexible
  Structures'
type: conference
user_id: '31764'
year: '2019'
...
---
_id: '9809'
abstract:
- lang: eng
  text: Remarkable advantages of Containers (CNs) over Virtual Machines (VMs) such
    as lower overhead and faster startup has gained the attention of Communication
    Service Providers (CSPs) as using CNs for providing Virtual Network Functions
    (VNFs) can save costs while increasing the service agility. However, as it is
    not feasible to realise all types of VNFs in CNs, the coexistence of VMs and CNs
    is proposed. To put VMs and CNs together, an orchestration framework that can
    chain services across distributed and heterogeneous domains is required. To this
    end, we implemented a framework by extending and consolidating state-of-the-art
    tools and technologies originated from Network Function Virtualization (NFV),
    Software-defined Networking (SDN) and cloud computing environments. This framework
    chains services provisioned across Kubernetes and OpenStack domains. During the
    demo, we deploy a service consist of CN- and VM-based VNFs to demonstrate different
    features provided by our framework.
author:
- first_name: Hadi
  full_name: Razzaghi Kouchaksaraei, Hadi
  id: '60845'
  last_name: Razzaghi Kouchaksaraei
- first_name: Holger
  full_name: Karl, Holger
  id: '126'
  last_name: Karl
citation:
  ama: 'Razzaghi Kouchaksaraei H, Karl H. Service Function Chaining Across OpenStack
    and Kubernetes Domains. In: <i>13th ACM International Conference on Distributed
    and Event-Based Systems</i>. Darmstadt; 2019. doi:<a href="https://doi.org/10.1145/3328905.3332505">10.1145/3328905.3332505</a>'
  apa: Razzaghi Kouchaksaraei, H., &#38; Karl, H. (2019). Service Function Chaining
    Across OpenStack and Kubernetes Domains. In <i>13th ACM International Conference
    on Distributed and Event-based Systems</i>. Darmstadt. <a href="https://doi.org/10.1145/3328905.3332505">https://doi.org/10.1145/3328905.3332505</a>
  bibtex: '@inproceedings{Razzaghi Kouchaksaraei_Karl_2019, place={Darmstadt}, title={Service
    Function Chaining Across OpenStack and Kubernetes Domains}, DOI={<a href="https://doi.org/10.1145/3328905.3332505">10.1145/3328905.3332505</a>},
    booktitle={13th ACM International Conference on Distributed and Event-based Systems},
    author={Razzaghi Kouchaksaraei, Hadi and Karl, Holger}, year={2019} }'
  chicago: Razzaghi Kouchaksaraei, Hadi, and Holger Karl. “Service Function Chaining
    Across OpenStack and Kubernetes Domains.” In <i>13th ACM International Conference
    on Distributed and Event-Based Systems</i>. Darmstadt, 2019. <a href="https://doi.org/10.1145/3328905.3332505">https://doi.org/10.1145/3328905.3332505</a>.
  ieee: H. Razzaghi Kouchaksaraei and H. Karl, “Service Function Chaining Across OpenStack
    and Kubernetes Domains,” in <i>13th ACM International Conference on Distributed
    and Event-based Systems</i>, Darmstadt, 2019.
  mla: Razzaghi Kouchaksaraei, Hadi, and Holger Karl. “Service Function Chaining Across
    OpenStack and Kubernetes Domains.” <i>13th ACM International Conference on Distributed
    and Event-Based Systems</i>, 2019, doi:<a href="https://doi.org/10.1145/3328905.3332505">10.1145/3328905.3332505</a>.
  short: 'H. Razzaghi Kouchaksaraei, H. Karl, in: 13th ACM International Conference
    on Distributed and Event-Based Systems, Darmstadt, 2019.'
conference:
  end_date: 2019-06-28
  location: Darmstadt
  name: 13th ACM International Conference on Distributed and Event-based Systems
  start_date: 2019-06-24
date_created: 2019-05-14T05:43:57Z
date_updated: 2022-01-06T07:04:21Z
ddc:
- '004'
department:
- _id: '34'
doi: 10.1145/3328905.3332505
file:
- access_level: closed
  content_type: application/pdf
  creator: ups
  date_created: 2019-08-26T09:09:50Z
  date_updated: 2019-08-26T09:09:50Z
  file_id: '12953'
  file_name: p240-Kouchaksaraei.pdf
  file_size: 1206037
  relation: main_file
file_date_updated: 2019-08-26T09:09:50Z
has_accepted_license: '1'
keyword:
- Network Function Virtualization
- Software-defined Networking
- Cloud Computing
- service orchestration
- OpenStack
- Kubernetes
language:
- iso: eng
place: Darmstadt
project:
- _id: '23'
  grant_number: '762057'
  name: 5G Programmable Infrastructure Converging disaggregated neTwork and compUte
    Resources
- _id: '1'
  name: SFB 901
- _id: '4'
  name: SFB 901 - Project Area C
- _id: '16'
  name: SFB 901 - Subproject C4
publication: 13th ACM International Conference on Distributed and Event-based Systems
publication_status: published
status: public
title: Service Function Chaining Across OpenStack and Kubernetes Domains
type: conference
user_id: '477'
year: '2019'
...
---
_id: '12912'
author:
- first_name: Hadi
  full_name: Razzaghi Kouchaksaraei, Hadi
  id: '60845'
  last_name: Razzaghi Kouchaksaraei
- first_name: Holger
  full_name: Karl, Holger
  id: '126'
  last_name: Karl
citation:
  ama: 'Razzaghi Kouchaksaraei H, Karl H. Quantitative Analysis of Dynamically Provisioned
    Heterogeneous Network Services. In: <i>15th International Conference on Network
    and Service Management (CNSM)</i>. Halifax, Canada; 2019.'
  apa: Razzaghi Kouchaksaraei, H., &#38; Karl, H. (2019). Quantitative Analysis of
    Dynamically Provisioned Heterogeneous Network Services. In <i>15th International
    Conference on Network and Service Management (CNSM)</i>. Halifax, Canada.
  bibtex: '@inproceedings{Razzaghi Kouchaksaraei_Karl_2019, place={Halifax, Canada},
    title={Quantitative Analysis of Dynamically Provisioned Heterogeneous Network
    Services}, booktitle={15th International Conference on Network and Service Management
    (CNSM)}, author={Razzaghi Kouchaksaraei, Hadi and Karl, Holger}, year={2019} }'
  chicago: Razzaghi Kouchaksaraei, Hadi, and Holger Karl. “Quantitative Analysis of
    Dynamically Provisioned Heterogeneous Network Services.” In <i>15th International
    Conference on Network and Service Management (CNSM)</i>. Halifax, Canada, 2019.
  ieee: H. Razzaghi Kouchaksaraei and H. Karl, “Quantitative Analysis of Dynamically
    Provisioned Heterogeneous Network Services,” in <i>15th International Conference
    on Network and Service Management (CNSM)</i>, Halifax, Canada, 2019.
  mla: Razzaghi Kouchaksaraei, Hadi, and Holger Karl. “Quantitative Analysis of Dynamically
    Provisioned Heterogeneous Network Services.” <i>15th International Conference
    on Network and Service Management (CNSM)</i>, 2019.
  short: 'H. Razzaghi Kouchaksaraei, H. Karl, in: 15th International Conference on
    Network and Service Management (CNSM), Halifax, Canada, 2019.'
conference:
  end_date: 2019-10-25
  location: Halifax, Canada
  name: 15th International Conference on Network and Service Management
  start_date: 2019-10-21
date_created: 2019-08-12T08:12:30Z
date_updated: 2022-01-06T06:51:24Z
department:
- _id: '34'
language:
- iso: eng
place: Halifax, Canada
project:
- _id: '23'
  grant_number: '762057'
  name: 5G Programmable Infrastructure Converging disaggregated neTwork and compUte
    Resources
- _id: '1'
  name: SFB 901
- _id: '4'
  name: SFB 901 - Project Area C
- _id: '16'
  name: SFB 901 - Subproject C4
publication: 15th International Conference on Network and Service Management (CNSM)
publication_status: published
status: public
title: Quantitative Analysis of Dynamically Provisioned Heterogeneous Network Services
type: conference
user_id: '60845'
year: '2019'
...
---
_id: '2480'
abstract:
- lang: eng
  text: Understanding the behavior of the components of service function chains (SFCs)
    in different load situations is important for efficient and automatic management
    and orches- tration of services. For this purpose and for practical research in
    network function virtualization in general, there is a great need for benchmarks
    and experimental data. In this paper, we describe our experiments for characterizing
    the relationship between resource demands of virtual network functions (VNFs)
    and the expected performance of the SFC, considering the individual performance
    of the VNFs as well as the interdependencies among VNFs within the SFC. We have
    designed our experiments focusing on video streaming, an important application
    in this context. We present examples of models for predicting the interdependence
    between resource demands and performance characteristics of SFCs using support
    vector regression and polynomial regression models. We also show practical evidence
    from our experiments that VNFs need to be benchmarked in their final chain setup,
    rather than individually, to capture important interdependencies that affect their
    performance. The data gathered from our experiments is publicly available.
author:
- first_name: Sevil
  full_name: Dräxler, Sevil
  id: '31764'
  last_name: Dräxler
- first_name: Manuel
  full_name: Peuster, Manuel
  id: '13271'
  last_name: Peuster
- first_name: Marvin
  full_name: Illian, Marvin
  last_name: Illian
- first_name: Holger
  full_name: Karl, Holger
  id: '126'
  last_name: Karl
citation:
  ama: 'Dräxler S, Peuster M, Illian M, Karl H. Generating Resource and Performance
    Models for Service Function Chains: The Video Streaming Case. In: <i>4th IEEE
    International Conference on Network Softwarization (NetSoft 2018)</i>. IEEE; 2018:318--322.
    doi:<a href="https://doi.org/10.1109/NETSOFT.2018.8460029">10.1109/NETSOFT.2018.8460029</a>'
  apa: 'Dräxler, S., Peuster, M., Illian, M., &#38; Karl, H. (2018). Generating Resource
    and Performance Models for Service Function Chains: The Video Streaming Case.
    In <i>4th IEEE International Conference on Network Softwarization (NetSoft 2018)</i>
    (pp. 318--322). Montreal: IEEE. <a href="https://doi.org/10.1109/NETSOFT.2018.8460029">https://doi.org/10.1109/NETSOFT.2018.8460029</a>'
  bibtex: '@inproceedings{Dräxler_Peuster_Illian_Karl_2018, title={Generating Resource
    and Performance Models for Service Function Chains: The Video Streaming Case},
    DOI={<a href="https://doi.org/10.1109/NETSOFT.2018.8460029">10.1109/NETSOFT.2018.8460029</a>},
    booktitle={4th IEEE International Conference on Network Softwarization (NetSoft
    2018)}, publisher={IEEE}, author={Dräxler, Sevil and Peuster, Manuel and Illian,
    Marvin and Karl, Holger}, year={2018}, pages={318--322} }'
  chicago: 'Dräxler, Sevil, Manuel Peuster, Marvin Illian, and Holger Karl. “Generating
    Resource and Performance Models for Service Function Chains: The Video Streaming
    Case.” In <i>4th IEEE International Conference on Network Softwarization (NetSoft
    2018)</i>, 318--322. IEEE, 2018. <a href="https://doi.org/10.1109/NETSOFT.2018.8460029">https://doi.org/10.1109/NETSOFT.2018.8460029</a>.'
  ieee: 'S. Dräxler, M. Peuster, M. Illian, and H. Karl, “Generating Resource and
    Performance Models for Service Function Chains: The Video Streaming Case,” in
    <i>4th IEEE International Conference on Network Softwarization (NetSoft 2018)</i>,
    Montreal, 2018, pp. 318--322.'
  mla: 'Dräxler, Sevil, et al. “Generating Resource and Performance Models for Service
    Function Chains: The Video Streaming Case.” <i>4th IEEE International Conference
    on Network Softwarization (NetSoft 2018)</i>, IEEE, 2018, pp. 318--322, doi:<a
    href="https://doi.org/10.1109/NETSOFT.2018.8460029">10.1109/NETSOFT.2018.8460029</a>.'
  short: 'S. Dräxler, M. Peuster, M. Illian, H. Karl, in: 4th IEEE International Conference
    on Network Softwarization (NetSoft 2018), IEEE, 2018, pp. 318--322.'
conference:
  end_date: 2018-07-29
  location: Montreal
  name: 4th IEEE International Conference on Network Softwarization (NetSoft 2018)
  start_date: 2018-07-25
date_created: 2018-04-24T12:11:36Z
date_updated: 2022-01-06T06:56:37Z
ddc:
- '004'
department:
- _id: '75'
doi: 10.1109/NETSOFT.2018.8460029
file:
- access_level: closed
  content_type: application/pdf
  creator: ups
  date_created: 2018-12-12T15:18:12Z
  date_updated: 2018-12-12T15:18:12Z
  file_id: '6195'
  file_name: 08460029.pdf
  file_size: 2211450
  relation: main_file
  success: 1
- access_level: open_access
  content_type: application/pdf
  creator: sevilmeh
  date_created: 2019-01-24T10:17:00Z
  date_updated: 2019-01-24T10:17:00Z
  file_id: '6968'
  file_name: NetSoft18_RIS.pdf
  file_size: 3445650
  relation: main_file
file_date_updated: 2019-01-24T10:17:00Z
has_accepted_license: '1'
language:
- iso: eng
oa: '1'
page: 318--322
project:
- _id: '23'
  grant_number: '762057'
  name: 5G Programmable Infrastructure Converging disaggregated neTwork and compUte
    Resources
- _id: '1'
  name: SFB 901
- _id: '4'
  name: SFB 901 - Project Area C
- _id: '16'
  name: SFB 901 - Subproject C4
publication: 4th IEEE International Conference on Network Softwarization (NetSoft
  2018)
publisher: IEEE
status: public
title: 'Generating Resource and Performance Models for Service Function Chains: The
  Video Streaming Case'
type: conference
user_id: '31764'
year: '2018'
...
---
_id: '2482'
author:
- first_name: Sevil
  full_name: Dräxler, Sevil
  id: '31764'
  last_name: Dräxler
- first_name: Holger
  full_name: Karl, Holger
  id: '126'
  last_name: Karl
- first_name: Hadi
  full_name: Razzaghi Kouchaksaraei, Hadi
  id: '60845'
  last_name: Razzaghi Kouchaksaraei
- first_name: Azahar
  full_name: Machwe, Azahar
  last_name: Machwe
- first_name: Crispin
  full_name: Dent-Young, Crispin
  last_name: Dent-Young
- first_name: Kostas
  full_name: Katsalis, Kostas
  last_name: Katsalis
- first_name: Konstantinos
  full_name: Samdanis, Konstantinos
  last_name: Samdanis
citation:
  ama: 'Dräxler S, Karl H, Razzaghi Kouchaksaraei H, et al. 5G OS: Control and Orchestration
    of Services on Multi-Domain Heterogeneous 5G Infrastructures. In: <i>27th European
    Conference on Networks and Communications (EUCNC 2018)</i>.'
  apa: 'Dräxler, S., Karl, H., Razzaghi Kouchaksaraei, H., Machwe, A., Dent-Young,
    C., Katsalis, K., &#38; Samdanis, K. (n.d.). 5G OS: Control and Orchestration
    of Services on Multi-Domain Heterogeneous 5G Infrastructures. In <i>27th European
    Conference on Networks and Communications (EUCNC 2018)</i>. Ljubljana.'
  bibtex: '@inproceedings{Dräxler_Karl_Razzaghi Kouchaksaraei_Machwe_Dent-Young_Katsalis_Samdanis,
    title={5G OS: Control and Orchestration of Services on Multi-Domain Heterogeneous
    5G Infrastructures}, booktitle={27th European Conference on Networks and Communications
    (EUCNC 2018)}, author={Dräxler, Sevil and Karl, Holger and Razzaghi Kouchaksaraei,
    Hadi and Machwe, Azahar and Dent-Young, Crispin and Katsalis, Kostas and Samdanis,
    Konstantinos} }'
  chicago: 'Dräxler, Sevil, Holger Karl, Hadi Razzaghi Kouchaksaraei, Azahar Machwe,
    Crispin Dent-Young, Kostas Katsalis, and Konstantinos Samdanis. “5G OS: Control
    and Orchestration of Services on Multi-Domain Heterogeneous 5G Infrastructures.”
    In <i>27th European Conference on Networks and Communications (EUCNC 2018)</i>,
    n.d.'
  ieee: 'S. Dräxler <i>et al.</i>, “5G OS: Control and Orchestration of Services on
    Multi-Domain Heterogeneous 5G Infrastructures,” in <i>27th European Conference
    on Networks and Communications (EUCNC 2018)</i>, Ljubljana.'
  mla: 'Dräxler, Sevil, et al. “5G OS: Control and Orchestration of Services on Multi-Domain
    Heterogeneous 5G Infrastructures.” <i>27th European Conference on Networks and
    Communications (EUCNC 2018)</i>.'
  short: 'S. Dräxler, H. Karl, H. Razzaghi Kouchaksaraei, A. Machwe, C. Dent-Young,
    K. Katsalis, K. Samdanis, in: 27th European Conference on Networks and Communications
    (EUCNC 2018), n.d.'
conference:
  end_date: 2018-07-21
  location: Ljubljana
  name: 27th European Conference on Networks and Communications (EUCNC 2018)
  start_date: 2018-07-18
date_created: 2018-04-24T12:17:15Z
date_updated: 2022-01-06T06:56:38Z
ddc:
- '000'
file:
- access_level: open_access
  content_type: application/pdf
  creator: sevilmeh
  date_created: 2019-01-24T10:29:12Z
  date_updated: 2019-01-24T10:29:12Z
  file_id: '6969'
  file_name: eucnc18_RIS.pdf
  file_size: 215571
  relation: main_file
file_date_updated: 2019-01-24T10:29:12Z
has_accepted_license: '1'
language:
- iso: eng
oa: '1'
project:
- _id: '23'
  grant_number: '762057'
  name: 5G Programmable Infrastructure Converging disaggregated neTwork and compUte
    Resources
publication: 27th European Conference on Networks and Communications (EUCNC 2018)
publication_status: accepted
status: public
title: '5G OS: Control and Orchestration of Services on Multi-Domain Heterogeneous
  5G Infrastructures'
type: conference
user_id: '31764'
year: '2018'
...
---
_id: '2483'
abstract:
- lang: eng
  text: Understanding the behavior of distributed cloud service components in different
    load situations is important for efficient and automatic management and orchestration
    of these services. For this purpose and for practical research in distributed
    cloud computing in general, there is need for benchmarks and experimental data.
    In this paper, we describe our experiments for characterizing the relationship
    between resource demands of application components and the expected performance
    of applica- tions. We present initial results for predicting the interdependence
    between resource demands and performance characteristics using support vector
    regression and polynomial regression models. The data gathered from our experiments
    is publicly available.
author:
- first_name: Sevil
  full_name: Dräxler, Sevil
  id: '31764'
  last_name: Dräxler
- first_name: Manuel
  full_name: Peuster, Manuel
  id: '13271'
  last_name: Peuster
- first_name: Marvin
  full_name: Illian, Marvin
  last_name: Illian
- first_name: Holger
  full_name: Karl, Holger
  id: '126'
  last_name: Karl
citation:
  ama: Dräxler S, Peuster M, Illian M, Karl H. <i>Towards Predicting Resource Demands
    and Performance of Distributed Cloud Services</i>. Wien, Darmstadt; 2018.
  apa: Dräxler, S., Peuster, M., Illian, M., &#38; Karl, H. (2018). <i>Towards Predicting
    Resource Demands and Performance of Distributed Cloud Services</i>. Wien, Darmstadt.
  bibtex: '@book{Dräxler_Peuster_Illian_Karl_2018, place={Wien, Darmstadt}, series={KuVS-Fachgespräch
    Fog Computing 2018}, title={Towards Predicting Resource Demands and Performance
    of Distributed Cloud Services}, author={Dräxler, Sevil and Peuster, Manuel and
    Illian, Marvin and Karl, Holger}, year={2018}, collection={KuVS-Fachgespräch Fog
    Computing 2018} }'
  chicago: Dräxler, Sevil, Manuel Peuster, Marvin Illian, and Holger Karl. <i>Towards
    Predicting Resource Demands and Performance of Distributed Cloud Services</i>.
    KuVS-Fachgespräch Fog Computing 2018. Wien, Darmstadt, 2018.
  ieee: S. Dräxler, M. Peuster, M. Illian, and H. Karl, <i>Towards Predicting Resource
    Demands and Performance of Distributed Cloud Services</i>. Wien, Darmstadt, 2018.
  mla: Dräxler, Sevil, et al. <i>Towards Predicting Resource Demands and Performance
    of Distributed Cloud Services</i>. 2018.
  short: S. Dräxler, M. Peuster, M. Illian, H. Karl, Towards Predicting Resource Demands
    and Performance of Distributed Cloud Services, Wien, Darmstadt, 2018.
date_created: 2018-04-24T12:22:40Z
date_updated: 2022-01-06T06:56:38Z
ddc:
- '000'
department:
- _id: '75'
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: http://www.infosys.tuwien.ac.at/docs/proceedings.pdf#page=14
oa: '1'
place: Wien, Darmstadt
project:
- _id: '23'
  grant_number: '762057'
  name: 5G Programmable Infrastructure Converging disaggregated neTwork and compUte
    Resources
- _id: '1'
  name: SFB 901
- _id: '4'
  name: SFB 901 - Project Area C
- _id: '16'
  name: SFB 901 - Subproject C4
publication_status: published
related_material:
  link:
  - relation: confirmation
    url: http://repositum.tuwien.ac.at/obvutwoa/content/titleinfo/2514843
series_title: KuVS-Fachgespräch Fog Computing 2018
status: public
title: Towards Predicting Resource Demands and Performance of Distributed Cloud Services
type: report
user_id: '31764'
year: '2018'
...
---
_id: '2666'
abstract:
- lang: eng
  text: Supporting the vast variety of network services’ management and orchestration
    requirements is one of the main challenges that Network Function Virtualization
    (NFV) is dealing with. While general management requirements such as Virtual Network
    Function (VNF) resource requirements can be specified by the service developers
    using service descriptors, specific management operations like VNF-specific configuration
    cannot be performed by these descriptors. On the other hand, it is inefficient
    and also very challenging for Management and Orchestration (MANO) frameworks to
    provide all specific-management operations for every individual network service
    and their constituent VNFs. To mitigate this issue, we propose the use of service-specific
    programs called Specific Managers (SMs) that can customize management and orchestration
    of network services and also extend the capability of MANO frameworks to support
    per-service management and orchestration. The results of our evaluation show that
    the higher flexibility and programmability enabled by SMs improve the performance
    of the service performance and also utilises the service provider resources more
    efficiently.
author:
- first_name: Hadi
  full_name: Razzaghi Kouchaksaraei, Hadi
  id: '60845'
  last_name: Razzaghi Kouchaksaraei
- first_name: Sevil
  full_name: Dräxler, Sevil
  id: '31764'
  last_name: Dräxler
- first_name: Manuel
  full_name: Peuster, Manuel
  id: '13271'
  last_name: Peuster
- first_name: Holger
  full_name: Karl, Holger
  id: '126'
  last_name: Karl
citation:
  ama: 'Razzaghi Kouchaksaraei H, Dräxler S, Peuster M, Karl H. Programmable and Flexible
    Management and Orchestration of Virtualized Network Functions. In: <i>2018 European
    Conference on Networks and Communications (EuCNC)</i>. Ljubljana, Slovenia: IEEE.'
  apa: 'Razzaghi Kouchaksaraei, H., Dräxler, S., Peuster, M., &#38; Karl, H. (n.d.).
    Programmable and Flexible Management and Orchestration of Virtualized Network
    Functions. In <i>2018 European Conference on Networks and Communications (EuCNC)</i>.
    Ljubljana, Slovenia: IEEE.'
  bibtex: '@inproceedings{Razzaghi Kouchaksaraei_Dräxler_Peuster_Karl, place={Ljubljana,
    Slovenia}, title={Programmable and Flexible Management and Orchestration of Virtualized
    Network Functions}, booktitle={2018 European Conference on Networks and Communications
    (EuCNC)}, publisher={IEEE}, author={Razzaghi Kouchaksaraei, Hadi and Dräxler,
    Sevil and Peuster, Manuel and Karl, Holger} }'
  chicago: 'Razzaghi Kouchaksaraei, Hadi, Sevil Dräxler, Manuel Peuster, and Holger
    Karl. “Programmable and Flexible Management and Orchestration of Virtualized Network
    Functions.” In <i>2018 European Conference on Networks and Communications (EuCNC)</i>.
    Ljubljana, Slovenia: IEEE, n.d.'
  ieee: H. Razzaghi Kouchaksaraei, S. Dräxler, M. Peuster, and H. Karl, “Programmable
    and Flexible Management and Orchestration of Virtualized Network Functions,” in
    <i>2018 European Conference on Networks and Communications (EuCNC)</i>, Ljubljana,
    Slovenia.
  mla: Razzaghi Kouchaksaraei, Hadi, et al. “Programmable and Flexible Management
    and Orchestration of Virtualized Network Functions.” <i>2018 European Conference
    on Networks and Communications (EuCNC)</i>, IEEE.
  short: 'H. Razzaghi Kouchaksaraei, S. Dräxler, M. Peuster, H. Karl, in: 2018 European
    Conference on Networks and Communications (EuCNC), IEEE, Ljubljana, Slovenia,
    n.d.'
conference:
  end_date: 2018-06-21
  location: Ljubljana, Slovenia
  name: European Conference on Networks and Communications (EUCNC)
  start_date: 2018-06-18
date_created: 2018-05-07T12:30:54Z
date_updated: 2022-01-06T06:57:25Z
ddc:
- '004'
department:
- _id: '34'
file:
- access_level: open_access
  content_type: application/pdf
  creator: hadik3r
  date_created: 2018-06-25T13:52:03Z
  date_updated: 2018-06-25T13:58:12Z
  file_id: '3357'
  file_name: specific_management.pdf
  file_size: 183859
  relation: main_file
file_date_updated: 2018-06-25T13:58:12Z
has_accepted_license: '1'
language:
- iso: eng
main_file_link:
- open_access: '1'
oa: '1'
place: Ljubljana, Slovenia
project:
- _id: '23'
  grant_number: '762057'
  name: 5G Programmable Infrastructure Converging disaggregated neTwork and compUte
    Resources
publication: 2018 European Conference on Networks and Communications (EuCNC)
publication_status: accepted
publisher: IEEE
status: public
title: Programmable and Flexible Management and Orchestration of Virtualized Network
  Functions
type: conference
urn: '26669'
user_id: '60845'
year: '2018'
...
---
_id: '2667'
abstract:
- lang: eng
  text: "Developing cloud applications using a microservice architecture allows their
    functional blocks to be distributed and\r\ndeployed on multiple Cloud infrastructures.
    This enables service providers to mix and match Cloud-based microservices and
    Virtual Network Functions (VNFs) that are provided by Network Function Virtualization
    (NFV). Provisioning complex services containing VNFs and Cloud-based microservices
    across NFV and cloud infrastructures can enhance service quality, reduce latency,
    and optimise cost. This can be provided by an orchestration system that can handle
    cross-ecosystem dependencies. To this end, we implemented Pishahang that is a
    framework for jointly managing and orchestrating virtual network functions and
    Cloud-based microservices. During the demo, we deploy several complex services
    to demonstrate features provided by Pishahang to support management and orchestration
    of complex services."
author:
- first_name: Hadi
  full_name: Razzaghi Kouchaksaraei, Hadi
  id: '60845'
  last_name: Razzaghi Kouchaksaraei
- first_name: Tobias
  full_name: Dierich, Tobias
  last_name: Dierich
- first_name: Holger
  full_name: Karl, Holger
  id: '126'
  last_name: Karl
citation:
  ama: 'Razzaghi Kouchaksaraei H, Dierich T, Karl H. Pishahang: Joint Orchestration
    of Network Function Chains and Distributed Cloud Applications.'
  apa: 'Razzaghi Kouchaksaraei, H., Dierich, T., &#38; Karl, H. (n.d.). Pishahang:
    Joint Orchestration of Network Function Chains and Distributed Cloud Applications.
    Presented at the Network Softwarization (NetSoft) 2018, Montreal, Canada.'
  bibtex: '@inproceedings{Razzaghi Kouchaksaraei_Dierich_Karl, title={Pishahang: Joint
    Orchestration of Network Function Chains and Distributed Cloud Applications},
    author={Razzaghi Kouchaksaraei, Hadi and Dierich, Tobias and Karl, Holger} }'
  chicago: 'Razzaghi Kouchaksaraei, Hadi, Tobias Dierich, and Holger Karl. “Pishahang:
    Joint Orchestration of Network Function Chains and Distributed Cloud Applications,”
    n.d.'
  ieee: 'H. Razzaghi Kouchaksaraei, T. Dierich, and H. Karl, “Pishahang: Joint Orchestration
    of Network Function Chains and Distributed Cloud Applications,” presented at the
    Network Softwarization (NetSoft) 2018, Montreal, Canada.'
  mla: 'Razzaghi Kouchaksaraei, Hadi, et al. <i>Pishahang: Joint Orchestration of
    Network Function Chains and Distributed Cloud Applications</i>.'
  short: 'H. Razzaghi Kouchaksaraei, T. Dierich, H. Karl, in: n.d.'
conference:
  end_date: 2018-08-29
  location: Montreal, Canada
  name: Network Softwarization (NetSoft) 2018
  start_date: 2018-06-25
date_created: 2018-05-07T12:36:27Z
date_updated: 2022-01-06T06:57:25Z
ddc:
- '004'
department:
- _id: '34'
file:
- access_level: open_access
  content_type: application/pdf
  creator: hadik3r
  date_created: 2018-06-25T13:56:37Z
  date_updated: 2018-06-25T13:56:37Z
  file_id: '3358'
  file_name: submitted.pdf
  file_size: 1113319
  relation: main_file
file_date_updated: 2018-06-25T13:56:37Z
has_accepted_license: '1'
main_file_link:
- open_access: '1'
oa: '1'
project:
- _id: '23'
  grant_number: '762057'
  name: 5G Programmable Infrastructure Converging disaggregated neTwork and compUte
    Resources
publication_status: accepted
status: public
title: 'Pishahang: Joint Orchestration of Network Function Chains and Distributed
  Cloud Applications'
type: conference
urn: '26678'
user_id: '60845'
year: '2018'
...
---
_id: '3152'
abstract:
- lang: eng
  text: To adapt to continuously changing workloads in networks, components of the
    running network services may need to be replicated (scaling the network service)
    and allocated to physical resources (placement) dynamically, also necessitating
    dynamic re-routing of flows between service components. In this paper, we propose
    JASPER, a fully automated approach to jointly optimizing scaling, placement, and
    routing for complex network services, consisting of multiple (virtualized) components.
    JASPER handles multiple network services that share the same substrate network;
    services can be dynamically added or removed and dynamic workload changes are
    handled. Our approach lets service designers specify their services on a high
    level of abstraction using service templates. JASPER automatically makes scaling,
    placement and routing decisions, enabling quick reaction to changes. We formalize
    the problem, analyze its complexity, and develop two algorithms to solve it. Extensive
    empirical results show the applicability and effectiveness of the proposed approach.
article_type: original
author:
- first_name: Sevil
  full_name: Dräxler, Sevil
  id: '31764'
  last_name: Dräxler
- first_name: Holger
  full_name: Karl, Holger
  id: '126'
  last_name: Karl
- first_name: Zoltan Adam
  full_name: Mann, Zoltan Adam
  last_name: Mann
citation:
  ama: 'Dräxler S, Karl H, Mann ZA. JASPER: Joint Optimization of Scaling, Placement,
    and Routing of Virtual Network Services. <i>IEEE Transactions on Network and Service
    Management</i>. 2018. doi:<a href="https://doi.org/10.1109/TNSM.2018.2846572">10.1109/TNSM.2018.2846572</a>'
  apa: 'Dräxler, S., Karl, H., &#38; Mann, Z. A. (2018). JASPER: Joint Optimization
    of Scaling, Placement, and Routing of Virtual Network Services. <i>IEEE Transactions
    on Network and Service Management</i>. <a href="https://doi.org/10.1109/TNSM.2018.2846572">https://doi.org/10.1109/TNSM.2018.2846572</a>'
  bibtex: '@article{Dräxler_Karl_Mann_2018, title={JASPER: Joint Optimization of Scaling,
    Placement, and Routing of Virtual Network Services}, DOI={<a href="https://doi.org/10.1109/TNSM.2018.2846572">10.1109/TNSM.2018.2846572</a>},
    journal={IEEE Transactions on Network and Service Management}, publisher={IEEE},
    author={Dräxler, Sevil and Karl, Holger and Mann, Zoltan Adam}, year={2018} }'
  chicago: 'Dräxler, Sevil, Holger Karl, and Zoltan Adam Mann. “JASPER: Joint Optimization
    of Scaling, Placement, and Routing of Virtual Network Services.” <i>IEEE Transactions
    on Network and Service Management</i>, 2018. <a href="https://doi.org/10.1109/TNSM.2018.2846572">https://doi.org/10.1109/TNSM.2018.2846572</a>.'
  ieee: 'S. Dräxler, H. Karl, and Z. A. Mann, “JASPER: Joint Optimization of Scaling,
    Placement, and Routing of Virtual Network Services,” <i>IEEE Transactions on Network
    and Service Management</i>, 2018.'
  mla: 'Dräxler, Sevil, et al. “JASPER: Joint Optimization of Scaling, Placement,
    and Routing of Virtual Network Services.” <i>IEEE Transactions on Network and
    Service Management</i>, IEEE, 2018, doi:<a href="https://doi.org/10.1109/TNSM.2018.2846572">10.1109/TNSM.2018.2846572</a>.'
  short: S. Dräxler, H. Karl, Z.A. Mann, IEEE Transactions on Network and Service
    Management (2018).
date_created: 2018-06-11T06:55:05Z
date_updated: 2022-01-06T06:59:00Z
ddc:
- '000'
department:
- _id: '75'
doi: 10.1109/TNSM.2018.2846572
file:
- access_level: closed
  content_type: application/pdf
  creator: ups
  date_created: 2018-11-02T15:25:49Z
  date_updated: 2018-11-02T15:25:49Z
  file_id: '5302'
  file_name: 08382313.pdf
  file_size: 1767054
  relation: main_file
  success: 1
- access_level: open_access
  content_type: application/pdf
  creator: sevilmeh
  date_created: 2019-01-21T16:12:36Z
  date_updated: 2019-01-21T16:12:36Z
  file_id: '6950'
  file_name: TNSM2846572_RIS.pdf
  file_size: 2878350
  relation: main_file
file_date_updated: 2019-01-21T16:12:36Z
has_accepted_license: '1'
language:
- iso: eng
main_file_link:
- open_access: '1'
  url: https://arxiv.org/abs/1711.10839
oa: '1'
project:
- _id: '23'
  grant_number: '762057'
  name: 5G Programmable Infrastructure Converging disaggregated neTwork and compUte
    Resources
- _id: '1'
  name: SFB 901
- _id: '4'
  name: SFB 901 - Project Area C
- _id: '16'
  name: SFB 901 - Subproject C4
publication: IEEE Transactions on Network and Service Management
publisher: IEEE
status: public
title: 'JASPER: Joint Optimization of Scaling, Placement, and Routing of Virtual Network
  Services'
type: journal_article
urn: '31522'
user_id: '31764'
year: '2018'
...
---
_id: '1041'
abstract:
- lang: eng
  text: Recent studies show the increasing popularity of distributed cloud applications,
    which are composed of multiple microservices. Besides their known benefits, microservice
    architecture also enables to mix and match cloud applications and Network Function
    Virtualization (NFV) services (service chains), which are composed of Virtual
    Network Functions (VNFs). Provisioning complex services containing VNFs and microservices
    in a combined NFV/cloud platform can enhance service quality and optimise cost.
    Such a platform can be based on the multi-cloud concept. However, current multi-cloud
    solutions do not support NFV requirements, making them inadequate to support complex
    services. In this paper, we investigate these challenges and propose a solution
    for jointly managing and orchestrating microservices and virtual network functions.
author:
- first_name: Hadi
  full_name: Razzaghi Kouchaksaraei, Hadi
  id: '60845'
  last_name: Razzaghi Kouchaksaraei
- first_name: Holger
  full_name: Karl, Holger
  id: '126'
  last_name: Karl
citation:
  ama: 'Razzaghi Kouchaksaraei H, Karl H. Joint Orchestration of Cloud-Based Microservices
    and Virtual Network Functions. In: <i>The Ninth International Conference on Cloud
    Computing, GRIDs, and Virtualization CLOUD COMPUTING</i>. ; 2018:153-154.'
  apa: Razzaghi Kouchaksaraei, H., &#38; Karl, H. (2018). Joint Orchestration of Cloud-Based
    Microservices and Virtual Network Functions. In <i>The Ninth International Conference
    on Cloud Computing, GRIDs, and Virtualization CLOUD COMPUTING</i> (pp. 153–154).
    Barcelona, Spain.
  bibtex: '@inproceedings{Razzaghi Kouchaksaraei_Karl_2018, title={Joint Orchestration
    of Cloud-Based Microservices and Virtual Network Functions}, booktitle={The Ninth
    International Conference on Cloud Computing, GRIDs, and Virtualization CLOUD COMPUTING},
    author={Razzaghi Kouchaksaraei, Hadi and Karl, Holger}, year={2018}, pages={153–154}
    }'
  chicago: Razzaghi Kouchaksaraei, Hadi, and Holger Karl. “Joint Orchestration of
    Cloud-Based Microservices and Virtual Network Functions.” In <i>The Ninth International
    Conference on Cloud Computing, GRIDs, and Virtualization CLOUD COMPUTING</i>,
    153–54, 2018.
  ieee: H. Razzaghi Kouchaksaraei and H. Karl, “Joint Orchestration of Cloud-Based
    Microservices and Virtual Network Functions,” in <i>The Ninth International Conference
    on Cloud Computing, GRIDs, and Virtualization CLOUD COMPUTING</i>, Barcelona,
    Spain, 2018, pp. 153–154.
  mla: Razzaghi Kouchaksaraei, Hadi, and Holger Karl. “Joint Orchestration of Cloud-Based
    Microservices and Virtual Network Functions.” <i>The Ninth International Conference
    on Cloud Computing, GRIDs, and Virtualization CLOUD COMPUTING</i>, 2018, pp. 153–54.
  short: 'H. Razzaghi Kouchaksaraei, H. Karl, in: The Ninth International Conference
    on Cloud Computing, GRIDs, and Virtualization CLOUD COMPUTING, 2018, pp. 153–154.'
conference:
  end_date: 2018-02-22
  location: Barcelona, Spain
  name: CLOUD COMPUTING 2018
  start_date: 2018-02-18
date_created: 2017-12-11T14:42:28Z
date_updated: 2022-01-06T06:50:38Z
language:
- iso: eng
page: 153-154
project:
- _id: '23'
  grant_number: '762057'
  name: 5G Programmable Infrastructure Converging disaggregated neTwork and compUte
    Resources
publication: The Ninth International Conference on Cloud Computing, GRIDs, and Virtualization
  CLOUD COMPUTING
publication_identifier:
  isbn:
  - 978-1-61208-607-1
publication_status: published
status: public
title: Joint Orchestration of Cloud-Based Microservices and Virtual Network Functions
type: conference
user_id: '60845'
year: '2018'
...
