RFC 9064: Considerations in the Development of a QoS Architecture for CCNx-Like Information-Centric Networking Protocols
- D. Oran
Abstract
This is a position paper. It documents the author's personal views on how Quality of Service (QoS) capabilities ought to be accommodated in Information
This document is not a product of the IRTF Information
Status of This Memo
This document is not an Internet Standards Track specification; it is published for informational purposes.¶
This document is a product of the Internet Research Task Force
(IRTF). The IRTF publishes the results of Internet
Information about the current status of this document, any
errata, and how to provide feedback on it may be obtained at
https://
Copyright Notice
Copyright (c) 2021 IETF Trust and the persons identified as the document authors. All rights reserved.¶
This document is subject to BCP 78 and the IETF Trust's Legal
Provisions Relating to IETF Documents
(https://
1. Introduction
The TCP/IP protocol suite used on today's Internet has over 30 years of accumulated research and engineering into the provisioning of QoS machinery, employed with varying success in different environments. ICN protocols like NDN [NDN] and CCNx [RFC8569] [RFC8609] have an accumulated ten years of research and very little deployment. We therefore have the opportunity to either recapitulate the approaches taken with TCP/IP (e.g., Intserv [RFC2998] and Diffserv [RFC2474]) or design a new architecture and associated mechanisms aligned with the properties of ICN protocols, which differ substantially from those of TCP/IP. This position paper advocates the latter approach and comprises the author's personal views on how QoS capabilities ought to be accommodated in ICN protocols like CCNx or NDN. Specifically, these protocols differ in fundamental ways from TCP/IP. The important differences are summarized in Table 1:¶
This document proposes specific design patterns to achieve both flow classification and differentiated QoS treatment for ICN on both a flow and aggregate basis. It also considers the effect of caches in addition to memory, CPU, and link bandwidth as resources that should be subject to explicitly unfair resource allocation. The proposed methods are intended to operate purely at the network layer, providing the primitives needed to achieve both transport and higher-layer QoS objectives. It does not propose detailed protocol machinery to achieve these goals; it leaves these to supplementary specifications, such as [FLOWCLASS] and [DNC-QOS-ICN]. It explicitly excludes any discussion of QoE, which can only be assessed and controlled at the application layer or above.¶
Much of this document is derived from presentations the author has given at ICNRG meetings over the last few years that are available through the IETF datatracker (see, for example, [Oran2018Qo
1.1. Applicability Assessment by ICNRG Chairs
QoS in ICN is an important topic with a huge design space. ICNRG has been discussing different specific protocol mechanisms as well as conceptual approaches. This document presents architectural considerations for QoS, leveraging ICN properties instead of merely applying IP-QoS mechanisms, without defining a specific architecture or specific protocol mechanisms yet. However, there is consensus in ICNRG that this document, clarifying the author's views, could inspire such work and should hence be published as a position paper.¶
2. Requirements Language
The key words "MUST", "MUST NOT", "REQUIRED", "SHALL", "SHALL NOT", "SHOULD", "SHOULD NOT", "RECOMMENDED", "NOT RECOMMENDED", "MAY", and "OPTIONAL" in this document are to be interpreted as described in BCP 14 [RFC2119] [RFC8174] when, and only when, they appear in all capitals, as shown here.¶
3. Background on Quality of Service in Network Protocols
Much of this background material is tutorial and can be simply skipped by readers familiar with the long and checkered history of quality of service in packet networks. Other parts of it are polemical yet serve to illuminate the author's personal biases and technical views.¶
All networking systems provide some degree of "quality of service" in that they exhibit nonzero utility when offered traffic to carry. In other words, the network is totally useless if it never delivers any of the traffic injected by applications. The term QoS is therefore more correctly applied in a more restricted sense to describe systems that control the allocation of various resources in order to achieve managed unfairness. Absent explicit mechanisms to decide which traffic to treat unfairly, most systems try to achieve some form of "fairness" in the allocation of resources, optimizing the overall utility delivered to all traffic under the constraint of available resources. From this, it should be obvious that you cannot use QoS mechanisms to create or otherwise increase resource capacity! In fact, all known QoS schemes have nonzero overhead and hence may (albeit slightly) decrease the total resources available to carry user traffic.¶
Further, accumulated experience seems to indicate that QoS is helpful in a fairly narrow range of network conditions:¶
Nevertheless, though not universally deployed, QoS is advantageous at least for some applications and some network environments. Some examples include:¶
Another factor in the design and deployment of QoS is the scalability and scope over which the desired service can be achieved. Here there are two major considerations, one technical, the other economic
This document adopts a narrow definition of QoS as managed unfairness (see note below). However, much of the networking literature uses the term more colloquially, applying it to any mechanism that improves overall performance. One could use a different, broader definition of QoS that encompasses optimizing the allocation of network resources across all offered traffic without considering individual users' traffic. A consequence would be the need to cover whether (and how) ICN might result in better overall performance than IP under constant resource conditions, which is a much broader goal than that attempted here. The chosen narrower scope comports with the commonly understood meaning of "QoS" in the research community. Under this scope, and under constant resource constraints, the only way to provide traffic discrimination is in fact to sacrifice fairness. Readers assuming the broader context will find a large class of proven techniques to be ignored. This is intentional. Among these are seamless producer mobility schemes like MAP-Me [Auge2018] and network coding of ICN data as discussed in [NWC-CCN-REQS].¶
Finally, the relationship between QoS and either accounting or billing is murky. Some schemes can accurately account for resource consumption and ascertain to which user to allocate the usage. Others cannot. While the choice of mechanism may have important practical economic and political consequences for cost and workable business models, this document considers none of those things and discusses QoS only in the context of providing managed unfairness.¶
For those unfamiliar with ICN protocols, a brief description of how NDN and CCNx operate as a packet network is in Section 3.1. Some further background on congestion control for ICN follows in Section 3.2.¶
3.1. Basics on How ICN Protocols like NDN and CCNx Work
The following summarizes the salient features of the NDN and CCNx ICN protocols relevant to congestion control and QoS. Quite extensive tutorial information may be found in a number of places, including material available from [NDNTutorials].¶
In NDN and CCNx, all protocol interactions operate as a two-way handshake. Named content is requested by a consumer via an Interest message that is routed hop-by-hop through a series of forwarders until it reaches a node that stores the requested data. This can be either the producer of the data or a forwarder holding a cached copy of the requested data. The content matching the name in the Interest message is returned to the requester over the inverse of the path traversed by the corresponding Interest.¶
Forwarding in CCNx and NDN is per-packet stateful. Routing information to select next hop(s) for an Interest is obtained from a Forwarding Information Base (FIB), which is similar in function to the FIB in an IP router except that it holds name prefixes rather than IP address prefixes. Conventionally, a Longest Name Prefix Match (LNPM) is used for lookup, although other algorithms are possible, including controlled flooding and adaptive learning based on prior history.¶
Each Interest message leaves a trail of "breadcrumbs" as state in each forwarder. This state, held in a data structure known as a Pending Interest Table (PIT), is used to forward the returning Data message to the consumer. Since the PIT constitutes per-packet state, it is therefore a large consumer of memory resources, especially in forwarders carrying high traffic loads over long Round-Trip Time (RTT) paths, and hence plays a substantial role as a Qo
In addition to its role in forwarding Interest messages and returning the corresponding Data messages, an ICN forwarder can also operate as a cache, optionally storing a copy of any Data messages it has seen in a local data structure known as a Content Store (CS). Data in the CS may be returned in response to a matching Interest rather than forwarding the Interest further through the network to the original Producer. Both CCNx and NDN have a variety of ways to configure caching, including mechanisms to avoid both cache pollution and cache poisoning (these are clearly beyond the scope of this brief introduction).¶
3.2. Congestion Control Basics Relevant to ICN
In any packet network that multiplexes traffic among multiple sources and destinations, congestion control is necessary in order to:¶
Before moving on to QoS, it is useful to consider how congestion control works in NDN or CCNx. Unlike the IP protocol family, which relies exclusively on end-to-end congestion control (e.g., TCP [RFC0793], DCCP [RFC4340], SCTP [RFC4960], and QUIC [RFC9000]), CCNx and NDN can employ hop-by-hop congestion control. There is per
Given the stochastic nature of RTTs, and the ubiquity of wireless links and encapsulation tunnels with variable bandwidth, a simple scheme that admits Interests only based on a time-invariant estimate of the returning link bandwidth will perform poorly. However, two characteristics of NDN and CCNx-like protocols can help substantially to improve the accuracy and responsiveness of the bandwidth allocation:¶
A useful discussion of these properties and how they demonstrate the advantages of ICN approaches to congestion control can be found in [Carofiglio2016].¶
4. What Can We Control to Achieve QoS in ICN?
QoS is achieved through managed unfairness in the allocation of resources in network elements, particularly in the routers that forward ICN packets. Hence, the first-order questions are the following: Which resources need to be allocated? How do you ascertain which traffic gets those allocations? In the case of CCNx or NDN, the important network element resources are given in Table 2:¶
For these resources, any QoS scheme has to specify two things:¶
Two critical facts of life come into play when designing a QoS scheme. First, the number of equivalence classes that can be simultaneously tracked in a network element is bounded by both memory and processing capacity to do the necessary lookups. One can allow very fine-grained equivalence classes but not be able to employ them globally because of scaling limits of core routers. That means it is wise to either restrict the range of equivalence classes or allow them to be aggregated, trading off accuracy in policing traffic against ability to scale.¶
Second, the flexibility of expressible treatments can be tightly constrained by both protocol encoding and algorithmic limitations. The ability to encode the treatment requests in the protocol can be limited -- as it is for IP where there are only six of the Type of Service (TOS) bits available for Diffserv treatments. However, an equal or more important issue is whether there are practical traffic policing, queuing, and pacing algorithms that can be combined to support a rich set of QoS treatments.¶
The two considerations above in combination can easily be substantially more expressive than what can be achieved in practice with the available number of queues on real network interfaces or the amount of per-packet computation needed to enqueue or dequeue a packet.¶
5. How Does This Relate to QoS in TCP/IP?
TCP/IP has fewer resource types to manage than ICN, and in some cases, the allocation methods are simpler, as shown in Table 3:¶
For these resources, IP has specified three fundamental things, as shown in Table 4:¶
Equivalence classes for IP can be pairwise, by matching against both source and destination address+port, pure group using only destination address+port, or source-specific multicast with source address+port and destination multicast address+port.¶
With Intserv, RSVP [RFC2205] carries two data structures: the Flow Specifier (FLOWSPEC) and the Traffic Specifier (TSPEC). The former fulfills the requirement to identify the equivalence class to which the QoS being signaled applies. The latter comprises the desired QoS treatment along with a description of the dynamic character of the traffic (e.g., average bandwidth and delay, peak bandwidth, etc.). Both of these encounter substantial scaling limits, which has meant that Intserv has historically been limited to confined topologies, and/or high-value usages, like traffic engineering.¶
With Diffserv, the protocol encoding (six bits in the TOS field of the IP header) artificially limits the number of classes one can specify. These are documented in [RFC4594]. Nonetheless, when used with fine-grained equivalence classes, one still runs into limits on the number of queues required.¶
6. Why Is ICN Different? Can We Do Better?
While one could adopt an approach to QoS that mirrors the extensive experience with TCP/IP, this would, in the author's view, be a mistake. The implementation and deployment of QoS in IP networks has been spotty at best. There are, of course, economic and political reasons as well as technical reasons for these mixed results, but there are several architectural choices in ICN that make it a potentially much better protocol base to enhance with QoS machinery. This section discusses those differences and their consequences.¶
6.1. Equivalence Class Capabilities
First and foremost, hierarchical names are a much richer basis for specifying equivalence classes than IP 5-tuples. The IP address (or prefix) can only separate traffic by topology to the granularity of hosts and cannot express actual computational instances nor sets of data. Ports give some degree of per-instance demultiplexing, but this tends to be both coarse and ephemeral, while confounding the demultiplexing function with the assignment of QoS treatments to particular subsets of the data. Some degree of finer granularity is possible with IPv6 by exploiting the ability to use up to 64 bits of address for classifying traffic. In fact, the Hybrid Information
Nonetheless, the flexibility of tokenized (i.e., strings treated as opaque tokens), variable length, hierarchical names allows one to directly associate classes of traffic for QoS purposes with the structure of an application namespace. The classification can be as coarse or fine-grained as desired by the application. While not always the case, there is typically a straightforward association between how objects are named and how they are grouped together for common treatment. Examples abound; a number can be conveniently found in [FLOWCLASS].¶
6.2. Topology Interactions with QoS
In ICN, QoS is not pre-bound to network topology since names are non
Because of IP's stateless forwarding model, complicated by the ubiquity of asymmetric routes, any flow-based QoS requires state that is decoupled from the actual arrival of traffic and hence must be maintained, at least as soft state, even during quiescent periods. Intserv, for example, requires flow signaling on the order of O(number of flows). ICN, even worst case, requires order of O(number of active Interest/Data exchanges), since state can be instantiated on arrival of an Interest and removed (perhaps lazily) once the data has been returned.¶
6.3. Specification of QoS Treatments
Unlike Intserv, Diffserv eschews signaling in favor of class-based configuration of resources and queues in network elements. However, Diffserv limits traffic treatments to a few bits taken from the TOS field of IP. No such wire encoding limitations exist for NDN or CCNx, as the protocol is completely TLV
Therefore, there are greenfield possibilities for more powerful QoS treatment options in ICN. For example, IP has no way to express a QoS treatment like "try hard to deliver reliably, even at the expense of delay or bandwidth". Such a QoS treatment for ICN could invoke native ICN mechanisms, none of which are present in IP, such as the following:¶
Such mechanisms are typically described in NDN and CCNx as forwarding strategies. However, there is little or no guidance for which application actions or protocol machinery a forwarder should use to select the appropriate forwarding strategy for arriving Interest messages. See [BenAbraham2018] for an investigation of these issues. Associating forwarding strategies with the equivalence classes and QoS treatments directly can make them more accessible and useful to implement and deploy.¶
Stateless forwarding and asymmetric routing in IP limits available state/feedback to manage link resources. In contrast, NDN or CCNx forwarding allows all link resource allocation to occur as part of Interest forwarding, potentially simplifying things considerably. In particular, with symmetric routing, producers have no control over the paths their Data packets traverse; hence, any QoS treatments intended to influence routing paths from producer to consumer will have no effect.¶
One complication in the handling of ICN QoS treatments is not present in IP and hence worth mentioning. CCNx and NDN both perform Interest aggregation (see Section 2.4.2 of [RFC8569]). If an Interest arrives matching an existing PIT entry, but with a different QoS treatment from an Interest already forwarded, it can be tricky to decide whether to aggregate the Interest or forward it, and how to keep track of the differing QoS treatments for the two Interests. Exploration of the details surrounding these situations is beyond the scope of this document; further discussion can be found for the general case of flow balance and congestion control in [FLOWBALANCE] and specifically for QoS treatments in [DNC-QOS-ICN].¶
6.4. ICN Forwarding Semantics Effect on QoS
IP has three forwarding semantics, with different QoS needs (Unicast, Anycast, Multicast). ICN has the single forwarding semantic, so any QoS machinery can be uniformly applied across any request
The Multi
6.5. QoS Interactions with Caching
IP has no caching in routers, whereas ICN needs ways to allocate cache resources. Treatments to control caching operation are unlikely to look much like the treatments used to control link resources. NDN and CCNx already have useful cache control directives associated with Data messages. The CCNx controls include the following:¶
- ExpiryTime:
- time after which a cached Content Object is considered expired and MUST no longer be used to respond to an Interest from a cache.¶
- Recommended Cache Time:
- time after which the publisher considers the Content Object to be of low value to cache.¶
See [RFC8569] for the formal definitions.¶
ICN flow classifiers, such as those in [FLOWCLASS] can be used to achieve soft or hard partitioning (see note below) of cache resources in the CS of an ICN forwarder. For example, cached content for a given equivalence class can be considered fate shared in a cache whereby objects from the same equivalence class can be purged as a group rather than individually. This can recover cache space more quickly and at lower overhead than pure per-object replacement when a cache is under extreme pressure and in danger of thrashing. In addition, since the forwarder remembers the QoS treatment for each pending Interest in its PIT, the above cache controls can be augmented by policy to prefer retention of cached content for some equivalence classes as part of the cache replacement algorithm.¶
7. Strawman Principles for an ICN QoS Architecture
Based on the observations made in the earlier sections, this summary section captures the author's ideas for clear and actionable architectural principles for incorporating QoS machinery into ICN protocols like NDN and CCNx. Hopefully, they can guide further work and focus effort on portions of the giant design space for QoS that have the best trade-offs in terms of flexibility, simplicity, and deployability.¶
Define equivalence classes using the name hierarchy rather than creating an independent traffic class definition. This directly associates the specification of equivalence classes of traffic with the structure of the application namespace. It can allow hierarchical decomposition of equivalence classes in a natural way because of the way hierarchical ICN names are constructed. Two practical mechanisms are presented in [FLOWCLASS] with different trade-offs between security and the ability to aggregate flows. Either the prefix-based mechanism (the equivalence class component count (EC3) scheme) or the explicit name component-based mechanism (the equivalence class name component type (ECNCT) scheme), or both, could be adopted as the part of the QoS architecture for defining equivalence classes.¶
Put consumers in control of link and forwarding resource allocation. Base all link buffering and forwarding (both memory and CPU) resource allocations on Interest arrivals. This is attractive because it provides early congestion feedback to consumers and allows scheduling the reverse link direction for carrying the matching data in advance. It makes enforcement of QoS treatments a single-ended (i.e., at the consumer) rather than a double-ended problem and can avoid wasting resources on fetching data that will be dropped when it arrives at a bottleneck link.¶
Allow producers to influence the allocation of cache resources. Producers want to affect caching decisions in order to do the following:¶
For caching to be effective, individual Data objects in an equivalence class need to have similar treatment; otherwise, well-known cache-thrashing pathologies due to self
See [FLOWCLASS] for specific mechanisms to achieve this.¶
Allow consumers to influence the allocation of cache resources. Consumers want to affect caching decisions in order to do the following:¶
Consumers can have indirect control over caching by specifying QoS treatments in their Interests. Consider the following potential QoS treatments by consumers that can drive caching policies:¶
Give network operators the ability to match customer SLAs to cache resource availability. Network operators, whether closely tied administrativel
Besides utilizing cache resources to meet the QoS goals of individual producers and consumers, network operators also want to manage their cache resources in order to do the following:¶
Rethink how to specify traffic treatments -- don't just copy Diffserv. Some of the Diffserv classes may form a good starting point, as their mappings onto queuing algorithms for managing link buffering are well understood. However, Diffserv alone does not capture more complex QoS treatments, such as:¶
Here are some examples:¶
7.1. Can Intserv-Like Traffic Control in ICN Provide Richer QoS Semantics?
Basic QoS treatments such as those summarized above may not be adequate to cover the whole range of application utility functions and deployment environments we expect for ICN. While it is true that one does not necessarily need a separate signaling protocol like RSVP given the state carried in the ICN data plane by forwarders, simple QoS treatments applied per Interest/Data exchanges lack some potentially important capabilities. Intserv's richer QoS capabilities may be of value, especially if they can be provided in ICN at lower complexity and protocol overhead than Intserv plus RSVP.¶
There are three key capabilities missing from Diffserv-like QoS treatments, no matter how sophisticated they may be in describing the desired treatment for a given equivalence class of traffic. Intserv-like QoS provides all of these:¶
Given the limited applicability of these capabilities in today's Internet, the author does not take any position as to whether any of these Intserv-like capabilities are needed for ICN to be successful. However, a few things seem important to consider. The following paragraphs speculate about the consequences of incorporating these features into the CCNx or NDN protocol architectures.¶
Superficially, it would be quite straightforward to accommodate Intserv
Similarly, it would be equally straightforward to have a way to express the degree of divergence capability that Intserv provides through its controlled load and guaranteed service definitions. This could either be packaged with the traffic specification or encoded separately.¶
In contrast to the above, performing admission control for ICN flows is likely to be just as heavyweight as it is with IP using RSVP. The dynamic multipath, multi
Despite the challenges above, it may be possible to craft an admission
Such a scheme might have the following general shape (warning: serious hand-waving follows!):¶
8. IANA Considerations
This document has no IANA actions.¶
9. Security Considerations
There are a few ways in which QoS for ICN interacts with security and privacy issues. Since QoS addresses relationships among traffic rather than the inherent characteristics of traffic, it neither enhances nor degrades the security and privacy properties of the data being carried, as long as the machinery does not alter or otherwise compromise the basic security properties of the associated protocols. The QoS approaches advocated here for ICN can serve to amplify existing threats to network traffic. However:¶
10. References
10.1. Normative References
- [RFC2119]
-
Bradner, S., "Key words for use in RFCs to Indicate Requirement Levels", BCP 14, RFC 2119, DOI 10
.17487 , , <https:///RFC2119 www >..rfc -editor .org /info /rfc2119 - [RFC8174]
-
Leiba, B., "Ambiguity of Uppercase vs Lowercase in RFC 2119 Key Words", BCP 14, RFC 8174, DOI 10
.17487 , , <https:///RFC8174 www >..rfc -editor .org /info /rfc8174 - [RFC8569]
-
Mosko, M., Solis, I., and C. Wood, "Content-Centric Networking (CCNx) Semantics", RFC 8569, DOI 10
.17487 , , <https:///RFC8569 www >..rfc -editor .org /info /rfc8569 - [RFC8609]
-
Mosko, M., Solis, I., and C. Wood, "Content-Centric Networking (CCNx) Messages in TLV Format", RFC 8609, DOI 10
.17487 , , <https:///RFC8609 www >..rfc -editor .org /info /rfc8609
10.2. Informative References
- [AS]
-
Wikipedia, "Autonomous system (Internet)", , <https://
en >..wikipedia .org /w /index .php ?title =Autonomous _system _(Internet )&oldid =1025244754 - [Auge2018]
-
Augé, J., Carofiglio, G., Grassi, G., Muscariello, L., Pau, G., and X. Zeng, "MAP-Me: Managing Anchor-Less Producer Mobility in Content-Centric Networks", in IEEE Transactions on Network and Service Management, Vol. 15, No. 2, DOI 10
.1109 , , <https:///TNSM .2018 .2796720 ieeexplore >..ieee .org /document /8267132 - [Autonet]
-
Schroeder, M., Birrell, A., Burrows, M., Murray, H., Needham, R., Rodeheffer, T., Satterthwaite, E., and C. Thacker, "Autonet: a High-speed, Self
-configuring Local Area Network Using Point-to-point Links" , in IEEE Journal on Selected Areas in Communications, Vol. 9, No. 8, DOI 10.1109 , , <https:///49 .105178 www >..hpl .hp .com /techreports /Compaq -DEC /SRC -RR -59 .pdf - [BenAbraham2018]
-
Ben Abraham, H., Parwatikar, J., DeHart, J., Dresher, A., and P. Crowley, "Decoupling Information and Connectivity via Information
-Centric Transport" , in ICN '18: Proceedings of the 5th ACM Conference on Information-Centric Networking, Boston, MA, USA , DOI 10.1145 , , <https:///3267955 .3267963 conferences >..sigcomm .org /acm -icn /2018 /proceedings /icn18 -final31 .pdf - [Carofiglio2012]
-
Carofiglio, G., Gallo, M., and L. Muscariello, "Joint Hop-by-hop and Receiver-Driven Interest Control Protocol for Content-Centric Networks", in ACM SIGCOMM Computer Communication Review, DOI 10
.1145 , , <http:///2377677 .2377772 conferences >..sigcomm .org /sigcomm /2012 /paper /icn /p37 .pdf - [Carofiglio2016]
-
Carofiglio, G., Gallo, M., and L. Muscariello, "Optimal multipath congestion control and request forwarding in information
-centric networks: Protocol design and experimentation , in Computer Networks, Vol. 110, DOI 10" .1016 , , <https:///j .comnet .2016 .09 .012 doi >..org /10 .1016 /j .comnet .2016 .09 .012 - [CCNINFO]
-
Asaeda, H., Ooka, A., and X. Shao, "CCNinfo: Discovering Content and Network Information in Content-Centric Networks", Work in Progress, Internet-Draft, draft
-irtf , , <https://-icnrg -ccninfo -06 datatracker >..ietf .org /doc /html /draft -irtf -icnrg -ccninfo -06 - [DNC-QOS-ICN]
-
Jangam, A., Ed., Suthar, P., and M. Stolic, "QoS Treatments in ICN using Disaggregated Name Components", Work in Progress, Internet-Draft, draft
-anilj , , <https://-icnrg -dnc -qos -icn -02 datatracker >..ietf .org /doc /html /draft -anilj -icnrg -dnc -qos -icn -02 - [FLOWBALANCE]
-
Oran, D., "Maintaining CCNx or NDN flow balance with highly variable data object sizes", Work in Progress, Internet-Draft, draft
-oran , , <https://-icnrg -flowbalance -05 datatracker >..ietf .org /doc /html /draft -oran -icnrg -flowbalance -05 - [FLOWCLASS]
-
Moiseenko, I. and D. Oran, "Flow Classification in Information Centric Networking", Work in Progress, Internet-Draft, draft
-moiseenko , , <https://-icnrg -flowclass -07 datatracker >..ietf .org /doc /html /draft -moiseenko -icnrg -flowclass -07 - [HICN]
-
Muscariello, L., Carofiglio, G., Augé, J., Papalini, M., and M. Sardara, "Hybrid Information
-Centric Networking" , Work in Progress, Internet-Draft, draft-muscariello , , <https://-intarea -hicn -04 datatracker >..ietf .org /doc /html /draft -muscariello -intarea -hicn -04 - [ICNTRACEROUTE]
-
Mastorakis, S., Gibson, J., Moiseenko, I., Droms, R., and D. R. Oran, "ICN Traceroute Protocol Specification", Work in Progress, Internet-Draft, draft
-irtf , , <https://-icnrg -icntraceroute -02 datatracker >..ietf .org /doc /html /draft -irtf -icnrg -icntraceroute -02 - [IOTQOS]
-
Gundogan, C., Schmidt, T. C., Waehlisch, M., Frey, M., Shzu-Juraschek, F., and J. Pfender, "Quality of Service for ICN in the IoT", Work in Progress, Internet-Draft, draft
-gundogan , , <https://-icnrg -iotqos -01 datatracker >..ietf .org /doc /html /draft -gundogan -icnrg -iotqos -01 - [Krol2018]
-
Król, M., Habak, K., Oran, D., Kutscher, D., and I. Psaras, "RICE: Remote Method Invocation in ICN", in ICN '18: Proceedings of the 5th ACM Conference on Information
-Centric Networking, Boston, MA, USA , DOI 10.1145 , , <https:///3267955 .3267956 conferences >..sigcomm .org /acm -icn /2018 /proceedings /icn18 -final9 .pdf - [Mahdian2016]
-
Mahdian, M., Arianfar, S., Gibson, J., and D. Oran, "MIRCC: Multipath-aware ICN Rate-based Congestion Control", in ACM-ICN '16: Proceedings of the 3rd ACM Conference on Information
-Centric Networking , DOI 10.1145 , , <http:///2984356 .2984365 conferences2 >..sigcomm .org /acm -icn /2016 /proceedings /p1 -mahdian .pdf - [minmaxfairness]
-
Wikipedia, "Max-min fairness", , <https://
en >..wikipedia .org /w /index .php ?title =Max -min _fairness &oldid =1028246910 - [Moiseenko2017]
-
Moiseenko, I. and D. Oran, "Path Switching in Content Centric and Named Data Networks", in ICN '17: Proceedings of the 4th ACM Conference on Information
-Centric Networking , DOI 10.1145 , , <https:///3125719 .3125721 conferences >..sigcomm .org /acm -icn /2017 /proceedings /icn17 -2 .pdf - [NDN]
-
"Named Data Networking: Executive Summary", <https://
named >.-data .net /project /execsummary / - [NDNTutorials]
-
"NDN Tutorials", <https://
named >.-data .net /publications /tutorials / - [NWC-CCN-REQS]
-
Matsuzono, K., Asaeda, H., and C. Westphal, "Network Coding for Content-Centric Networking / Named Data Networking: Considerations and Challenges", Work in Progress, Internet-Draft, draft
-irtf , , <https://-nwcrg -nwc -ccn -reqs -05 datatracker >..ietf .org /doc /html /draft -irtf -nwcrg -nwc -ccn -reqs -05 - [Oran2018Qo
Sslides] -
Oran, D., "Thoughts on Quality of Service for NDN/CCN-style ICN protocol architectures", presented at ICNRG Interim Meeting, Cambridge, MA, , <https://
datatracker >..ietf .org /meeting /interim -2018 -icnrg -03 /materials /slides -interim -2018 -icnrg -03 -sessa -thoughts -on -qos -for -ndnccn -style -icn -protocol -architectures - [proportionalfai
rness] -
Wikipedia, "Proportional
-fair scheduling" , , <https://en >..wikipedia .org /w /index .php ?title =Proportional -fair _scheduling &oldid =1027073289 - [RFC0793]
-
Postel, J., "Transmission Control Protocol", STD 7, RFC 793, DOI 10
.17487 , , <https:///RFC0793 www >..rfc -editor .org /info /rfc793 - [RFC2205]
-
Braden, R., Ed., Zhang, L., Berson, S., Herzog, S., and S. Jamin, "Resource ReSerVation Protocol (RSVP) -- Version 1 Functional Specification", RFC 2205, DOI 10
.17487 , , <https:///RFC2205 www >..rfc -editor .org /info /rfc2205 - [RFC2474]
-
Nichols, K., Blake, S., Baker, F., and D. Black, "Definition of the Differentiated Services Field (DS Field) in the IPv4 and IPv6 Headers", RFC 2474, DOI 10
.17487 , , <https:///RFC2474 www >..rfc -editor .org /info /rfc2474 - [RFC2998]
-
Bernet, Y., Ford, P., Yavatkar, R., Baker, F., Zhang, L., Speer, M., Braden, R., Davie, B., Wroclawski, J., and E. Felstaine, "A Framework for Integrated Services Operation over Diffserv Networks", RFC 2998, DOI 10
.17487 , , <https:///RFC2998 www >..rfc -editor .org /info /rfc2998 - [RFC3170]
-
Quinn, B. and K. Almeroth, "IP Multicast Applications: Challenges and Solutions", RFC 3170, DOI 10
.17487 , , <https:///RFC3170 www >..rfc -editor .org /info /rfc3170 - [RFC3209]
-
Awduche, D., Berger, L., Gan, D., Li, T., Srinivasan, V., and G. Swallow, "RSVP-TE: Extensions to RSVP for LSP Tunnels", RFC 3209, DOI 10
.17487 , , <https:///RFC3209 www >..rfc -editor .org /info /rfc3209 - [RFC4340]
-
Kohler, E., Handley, M., and S. Floyd, "Datagram Congestion Control Protocol (DCCP)", RFC 4340, DOI 10
.17487 , , <https:///RFC4340 www >..rfc -editor .org /info /rfc4340 - [RFC4594]
-
Babiarz, J., Chan, K., and F. Baker, "Configuration Guidelines for DiffServ Service Classes", RFC 4594, DOI 10
.17487 , , <https:///RFC4594 www >..rfc -editor .org /info /rfc4594 - [RFC4960]
-
Stewart, R., Ed., "Stream Control Transmission Protocol", RFC 4960, DOI 10
.17487 , , <https:///RFC4960 www >..rfc -editor .org /info /rfc4960 - [RFC9000]
-
Iyengar, J., Ed. and M. Thomson, Ed., "QUIC: A UDP-Based Multiplexed and Secure Transport", RFC 9000, DOI 10
.17487 , , <https:///RFC9000 www >..rfc -editor .org /info /rfc9000 - [Schneider2016]
-
Schneider, K., Yi, C., Zhang, B., and L. Zhang, "A Practical Congestion Control Scheme for Named Data Networking", in ACM-ICN '16: Proceedings of the 3rd ACM Conference on Information
-Centric Networking , DOI 10.1145 , , <http:///2984356 .2984369 conferences2 >..sigcomm .org /acm -icn /2016 /proceedings /p21 -schneider .pdf - [Shenker2006]
-
Shenker, S., "Fundamental design issues for the future Internet", in IEEE Journal on Selected Areas in Communications, Vol. 13, No. 7, DOI 10
.1109 , , <https:///49 .414637 dl >..acm .org /doi /10 .1109 /49 .414637 - [Song2018]
-
Song, J., Lee, M., and T. Kwon, "SMIC: Subflow-level Multi-path Interest Control for Information Centric Networking", ICN '18: Proceedings of the 5th ACM Conference on Information
-Centric Networking , DOI 10.1145 , , <https:///3267955 .3267971 conferences >..sigcomm .org /acm -icn /2018 /proceedings /icn18 -final62 .pdf - [Tseng2003]
-
Tseng, C.-J. and C.-H. Chen, "The performance of QoS-aware IP multicast routing protocols", in Networks, Vol. 42, DOI 10
.1002 , , <https:///net .10084 onlinelibrary >..wiley .com /doi /abs /10 .1002 /net .10084 - [Wang2000]
-
Wang, B. and J. C. Hou, "Multicast routing and its QoS extension: problems, algorithms, and protocols", in IEEE Network, Vol. 14, Issue 1, DOI 10
.1109 , , <https:///65 .819168 ieeexplore >..ieee .org /document /819168 - [Wang2013]
-
Wang, Y., Rozhnova, N., Narayanan, A., Oran, D., and I. Rhee, "An improved Hop-by-hop Interest Shaper for Congestion Control in Named Data Networking", in ACM SIGCOMM Computer Communication Review, DOI 10
.1145 , , <https:///2534169 .2491233 conferences >..sigcomm .org /sigcomm /2013 /papers /icn /p55 .pdf