CN106341346A - Routing algorithm of guaranteeing QoS in data center network based on SDN - Google Patents

Routing algorithm of guaranteeing QoS in data center network based on SDN Download PDF

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CN106341346A
CN106341346A CN201610810708.2A CN201610810708A CN106341346A CN 106341346 A CN106341346 A CN 106341346A CN 201610810708 A CN201610810708 A CN 201610810708A CN 106341346 A CN106341346 A CN 106341346A
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bandwidth
priority
delay
allocated
path
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CN106341346B (en
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王正强
朱兴浩
王冰
樊自甫
万晓榆
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Chongqing University of Post and Telecommunications
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Chongqing University of Post and Telecommunications
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    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04LTRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
    • H04L47/00Traffic control in data switching networks
    • H04L47/50Queue scheduling
    • H04L47/62Queue scheduling characterised by scheduling criteria
    • H04L47/6215Individual queue per QOS, rate or priority
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04LTRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
    • H04L45/00Routing or path finding of packets in data switching networks
    • H04L45/12Shortest path evaluation
    • H04L45/121Shortest path evaluation by minimising delays
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04LTRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
    • H04L45/00Routing or path finding of packets in data switching networks
    • H04L45/12Shortest path evaluation
    • H04L45/125Shortest path evaluation based on throughput or bandwidth
    • HELECTRICITY
    • H04ELECTRIC COMMUNICATION TECHNIQUE
    • H04LTRANSMISSION OF DIGITAL INFORMATION, e.g. TELEGRAPHIC COMMUNICATION
    • H04L45/00Routing or path finding of packets in data switching networks
    • H04L45/302Route determination based on requested QoS

Abstract

The invention discloses a routing algorithm of guaranteeing QoS (quality of service) in a data center network based on SDN. Aiming at problems that user terminal transmission time delay is high and a link congestion is generated in the data center network, the routing algorithm of guaranteeing QoS in the data center network is provided. In the algorithm, priority classification is performed on a data flow arriving at a switch so that a high priority data flow which is sensitive to the time delay adopts a time delay guarantee algorithm; a path with minimum data plane time delay is found to carry out flow table issuing; for a low priority data flow which has a high requirement to a bandwidth, a bandwidth guarantee algorithm is adopted; and according to a demand of the data flow for the bandwidth, dynamic bandwidth adjusting is performed. The QoS of a user is effectively guaranteed and a resource utilization rate in the data center network is increased.

Description

Based on the routing algorithm of guarantee qos a kind of in the data center network of sdn
Technical field
The present invention relates to technical field of communication network, it is related to based on the route in the data center network of sdn being guarantee qos Algorithm.
Background technology
With all kinds of business, the demand of the Internet is increased increasingly, the Internet is to guarantee user qos (quality of Service, service quality) ability there is obvious defect.In traditional data center network due to complicated integral structure and Equipment performance saturation, has been difficult to meet the currently different requirements to qos for the new business, and the network traffics ratio under emerging service Conventional data centers network traffics are increasingly complex, and inside data center, the frequent communication between multiple spot may make network send out simultaneously Raw congestion, the network bandwidth is not fully utilized, and the time delay between terminal use is elongated the problems such as wait, and leads under overall performance Fall.Therefore how to ensure that the qos demand of different data streams has become as data center network using current Internet resources One key difficult problem.
For improving the efficiency of data exchange, realize the calculating to data center network resource, storage and flexible allotment, simultaneously Strengthen data center network controllability, by openflow technology combine sdn (software defined networking, soft Part defines network) it is applied in data center network, because it has the ability of global view, can be from overall angle spirit That lives makes resource allocation, also can realize network traffics equilibrium by the rational deployment of the Optimized Operation of stream and server, then Sdn can lift the utilization rate of Internet resources while ensureing user qos.
In recent years, ensure that the Research of Routing Algorithm of qos just receives more and more attention in sdn data center network. Existing document is retrieved and finds, pertinent literature is as follows:
Document [ishimori a, farias f, cerqueira e, et al.control of multiple packet schedulers for improving qos on openflow/sdn networking[c]//proc of the 2nd european workshop on software defined networks.berlin:ieee press,2013:81-86.] Qos scheduling strategy based on queue on middle proposition sdn framework, but the data flow not being directed to different priorities carries out qos Route;Document [bueno i, aznar j i, escalona e, et al.an opennaas based sdn framework for dynamic qos control[c]//proc of ieee sdn for future networks and Services. the qos strategy proposing on sdn framework in [s.l.]: ieee press, 2013:1-7.] automatically configures framework, But this framework only to the delay requirement of different data streams and adjust automatically forward-path, have ignored the need to bandwidth for the data flow Ask;Tomovic s et al. is in document [sdn control framework for qos provisioning [c] //proc of The 22nd telecommunications forum [s.l.]: ieee press, 2014:111-114.] the middle algorithm proposing Convection current lacks fine dividing it is impossible to realize the fine granularity guarantee of data flow;And document [egilmez h e, dane s t, gorkemli b,et al.openqos:an openflow controller design for multimedia delivery with end-to-end quality of service over software-defined networks [c]//proc of asia-pacific signal&information processing association annual Summit and conference. [s.l.]: ieee press, 2012:22-27.] in for specific stream devise guarantee qos Routing algorithm and other ensure gff (coupling preferential) algorithm of qos strategy, but the extensibility of this algorithm is too poor.Song Jianwei Document [the qos Queue Algorithm based on differentiated services network studies [d]. Chengdu: University of Electronic Science and Technology, 2014.] inner proposition base Algorithm in queue to ensure qos, but is simply verified on theoretical model, does not test its property in real network Energy.
From correlational study, in order to solve terminal use's time delay height and network in the data center network under sdn framework The problem that bandwidth cannot make full use of, the data flow entering switch is carried out priority classification by the present invention, is directed to different excellent The data flow of first level adopts different routing algorithms, improves the utilization of Internet resources while ensureing the qos of user terminal Rate.
Content of the invention
Present invention seek to address that above problem of the prior art.Propose a kind of based in the data center network of sdn one Plant the routing algorithm ensureing qos.Technical scheme is as follows:
Based on the routing algorithm of guarantee qos a kind of in the data center network of sdn, it comprises the following steps:
101st, each openflow switch receiving data stream, and flow table coupling is carried out to the data flow receiving, if energy Match with the flow table in openflow switch, then trigger forwarding behavior;If can not mate, enter step 102;
102nd, the data flow that height according to priority can not be matched with flow table to step 101 is classified, if belonging to In the high-priority traffic to delay sensitive, jump to step 103, if it is for controlled load, streamed multimedia etc. Step 104 is then jumped to the low-priority data stream of bandwidth sensitive;
103rd, it is directed to the high-priority traffic of delay sensitive, enable delay guarantee algorithm, when selecting on the whole Prolong minimal path, the flow table being about to generate of going forward side by side is written in switch;
104th, it is directed to the high low-priority data stream of bandwidth requirement, enable bandwidth safeguard algorithm, Mobile state is entered to bandwidth Adjustment, thus meeting the required amount of bandwidth of low-priority data stream, and then prevents network congestion.
Further, the high-priority traffic of described delay sensitive is low-volume traffic stream, higher low preferential of bandwidth demand Level DBMS stream is high amount of traffic.
Further, whether step 101 enters the vlan priority that switch then judges this data flow if there are data flow Less than 5, i.e. the value of the vlan priority of vlan < 5, wherein data flow is 0~7, and priority 7 is the relevant information of network management Including routing information rip agreement and open shortest path ospf agreement;Priority 6 and 5 is mainly delay-sensitive;Priority 4 to 1 is mainly used in controlled load, streamed multimedia, key service traffics, and priority 0 is default value, is being not provided with other Automatically enable in the case of priority value, setting vlan priority herein and being less than 5 is low-priority data stream, otherwise preferential for height DBMS stream.
Further, when switch receive when being high-priority traffic, using delay guarantee algorithm, sdn controller Select and meet the latency path of high priority and carry out flow table issuance, specifically include: to constructing network topology cost function, set up Meet the mathematical model of delay constraint and Least-cost, the link cost function of structure is:
cij=(1- β) gij+βpij, 0 < β < 1, in formula, gijRepresent node i, the delay variation between j, pijRepresent node i, Packet loss between j, β represents proportionality coefficient;
Meet delay constraint and the mathematical model of Least-cost is expressed as: r*=argrmin{fc(r)|r∈rst,fd(r)≤ dmax, in formula, rstRepresent all of route set between node s and t, r ∈ rstIn one route, fcR () represents that path r's is total Cost, dijRepresent the chain-circuit time delay between node i and j, fdR () represents the overall delay of path r, dmaxRepresent the maximum of data flow Time delay.
Further, the solution procedure of the described mathematical model meeting delay constraint and Least-cost is: c firstijAs Link metric, by the path of d Algorithm for Solving Least-cost;Judge whether the time delay in path meets demand, meet and then issue phase Answer flow table, otherwise, with dijAs the weights of link, solve the minimum path of time delay, judge whether the path delay of time meets demand, such as Fruit satisfaction then issues corresponding flow table, and otherwise controller will be recalculated.
Further, in step 104 when switch receive when being low-priority data stream, sdn controller enters to bandwidth Mobile state adjusts, and selects and meets the optimum bandwidth path of data flow requirements and carry out flow table issuance, specifically includes step: to all kinds of Being expressed as of parameter: (1) bandwidth availability ratio qu, represent the ratio with total bandwidth using bandwidth, its expression formula is qu=ballocated/ btotal, b in formulaallocatedRepresent and use bandwidth, btotalRepresent link total bandwidth;(2) total bandwidth is represented by remaining bandwidth bresidualWith using bandwidth ballocatedSum: btotal=bresidual+ballocated;(3) initial bandwidth: binit=btotali, Wherein φiRepresent weighted value;Additionally, the overload of link bandwidth is represented by: brequest>binit;Wherein brequestRepresent data flow Demand bandwidth;First consider that data flow distribution uses bandwidth b accordinglyallocatedIf, in brequest≤binitUnder the conditions of, then count The band that should distribute according to stream is a width of: ballocated=brequest;Otherwise bandwidth is set to ballocated=binit;Secondly, heavy duty road The bandwidth demand in footpath is black=brequest-ballocated-binit;To the remaining bandwidth b in linkresidual=binit+ ballocated-brequestThe method of salary distribution be: first as the remaining bandwidth b in systemresidualMore than blackWhen, then ballocated= brequest;Secondly work as the remaining bandwidth b in systemresidualLess than blackWhen be allocated by a certain percentage, in being so thatB in formulaaddAttach most importance to newly assigned bandwidth, bi lackBandwidth for demand on i-th link;And ballocated=ballocated+badd, when receiving new data stream, satisfactory path is calculated according to current demand, simultaneously Controller detects to Link State, if meeting current qos demand, path bandwidth distribution is not done and changed, and link requirement is not When can meet qos demand, redistributed by bandwidth safeguard algorithm, to ensure low-priority data stream bandwidth, at next When data flow arrives, to ensure that previous data flow is all sent.
Advantages of the present invention and having the beneficial effect that:
The present invention provides the routing algorithm ensureing qos in a kind of data center network in sdn, and this algorithm is incited somebody to action: enters Data flow in openflow switch is according to priority classified;Secondly the high-priority traffic to delay sensitive, adopts Delay guarantee algorithm is selecting the minimum route of time delay;And the low-priority data stream to bandwidth sensitive, using dynamically distributes band Wide mode ensures the bandwidth demand of low-priority data stream;Thus reducing the propagation delay time of data flow and improving network money The utilization rate in source.
Brief description
Fig. 1 is that the present invention provides the network topological diagram that preferred embodiment generates;
Fig. 2 is global design flow chart of the present invention;
Fig. 3 is the time delay simulation result figure that delay guarantee algorithm of the present invention contrasts matching precedence algorithm
Fig. 4 is bandwidth safeguard algorithm effect analogous diagram of the present invention.
Specific embodiment
Below in conjunction with the accompanying drawing in the embodiment of the present invention, the technical scheme in the embodiment of the present invention is carried out clear, detailed Carefully describe.Described embodiment is only a part of embodiment of the present invention.
Technical scheme is as follows:
In the present embodiment, the network topological diagram that Fig. 1 generates for the present invention;4 switch are had inside each pod.? The port switch of edge is connected with main frame, and the switch of remaining 2 port last layer connects.There are 4 switch in core layer, Single port is had to be connected with a pod in the every switch of core layer, one 4 yuan of fat-tree topology supports 16 main frames and 20 Individual switch (4 switches of core layer, 8 switches of convergence-level and Access Layer 8 switch) composition.The initial strip of each of the links Width is set to 11.3gbps, and setting peak transfer rate is 2000, tcp acquiescence sliding window size is 85.3kbyte, every chain The time delay of road setting is set to 10ms.
In the present embodiment, Fig. 2 is global design flow chart of the present invention;The data flow of high priority is quicker to time delay Sense, therefore this algorithm construct cost function, set up the mathematical model meeting delay constraint and Least-cost, and using improvement D algorithm carry out flow table issuance selecting time delay minimal path.
First, by link discovery module, switch is monitored, waits data flow to enter switch.If there are data flow Enter switch and then judge whether the vlan priority of this data flow is less than 5, i.e. the vlan priority of vlan < 5, wherein data flow Value be 0~7, priority 7 is relevant information such as rip (as the routing information) agreement of network management and ospf (opening Shortest path) agreement;Priority 6 and 5 is mainly delay-sensitive;Priority 4 to 1 be mainly used in controlled load, streamed multimedia, Key service traffics.Priority 0 is default value, automatically enables in the case of being not provided with other priority values.Set herein Determine vlan priority to be less than 5 is low-priority data stream, otherwise is high-priority traffic.
Then, for the data flow of low priority, the need of the data flow of low priority are ensured using bandwidth safeguard algorithm Seek bandwidth, detailed process is: (1) bandwidth availability ratio qu, represent the ratio with total bandwidth using bandwidth, its expression formula is qu= ballocated/btotal, b in formulaallocatedRepresent and use bandwidth, btotalRepresent link total bandwidth;(2) total bandwidth is represented by Remaining bandwidth bresidualWith using bandwidth ballocatedSum: btotal=bresidual+ballocated;(3) initial bandwidth: binit= btotali, wherein φiRepresent weighted value;Additionally, the overload of link bandwidth is represented by: brequest>binit.Consider number first According to stream distribution respective bandwidth ballocatedIf, in brequest≤binitUnder the conditions of, then the band that data flow should be distributed is a width of: ballocated=brequest;Otherwise bandwidth is set to ballocated=binit.Secondly, the bandwidth demand b in heavy duty pathlack= brequest-ballocated-binit.To the remaining bandwidth b in linkresidual=binit+ballocated-brequestThe method of salary distribution be: First as the remaining bandwidth b in systemresidualMore than blackWhen, then ballocated=brequest;Secondly work as the tape remaining in system Wide bresidualLess than blackWhen be allocated by a certain percentage, in being so thatB in formulaaddFor again The bandwidth of distribution.bi lackBandwidth for demand on i-th link;And ballocated=ballocated+badd.Receiving new data During stream, satisfactory path is calculated according to current demand, controller detects to Link State simultaneously, if meet worked as Front qos demand, path bandwidth distribution is not done and is changed, and when link requirement can not meet qos demand, is carried out by bandwidth safeguard algorithm Redistribute, to ensure low-priority data stream bandwidth, when next data flow arrives, will ensure that previous data flow is all sent out Send and finish.
Finally, for the data flow of high priority, to ensure the time delay of high-priority traffic using delay guarantee algorithm Demand, detailed process is: to constructing network topology cost function, sets up the mathematical model meeting delay constraint and Least-cost. The link cost function building and the model of structure are:
cij=(1- β) gij+βpij, 0 < β < 1, in formula, gijRepresent i, the delay variation between j, pijRepresent i, between j Packet loss, β represents proportionality coefficient.Meet delay constraint and the mathematical model of Least-cost is expressed as: r*=argrmin{fc(r)| r∈rst,fd(r)≤dmax, in formula, rstRepresent all of route set between node s and t, r ∈ rstIn one route, fc(r) Represent total cost of path r, dijRepresent the chain-circuit time delay between node i and j, fdR () represents the overall delay of path r, dmaxRepresent The maximum delay of data flow.The solution procedure of this model is: c firstijAs link metric, by d Algorithm for Solving Least-cost Path.Judge whether the time delay in path meets demand, meet and then issue corresponding flow table, otherwise, with dijAs the weights of link, Solving the minimum path of time delay, judge whether the path delay of time meets demand, if met, issuing corresponding flow table, otherwise controller To be recalculated.
Fig. 3 is the time delay simulation result figure that delay guarantee algorithm of the present invention contrasts matching precedence algorithm: wherein qdba is herein Modified hydrothermal process, gff is the alignment algorithm chosen.H1 end from Fig. 1 sends data flow to h16 end, constant loading In the case of, time delay also can increase to certain value, next can fluctuate within the specific limits.As can be seen from Figure 3 in gff algorithm Increase to 300ms about after time delay just level off to stable, increase over time fluctuation range also in 300ms about enter traveling wave Dynamic.The maximum of qdba time delay is relatively small, in experiment the time delay of qdba in 150ms about fluctuation, this fluctuation is pre- with experiment Phase coincide, and due to due to gff itself when link load increases to certain numerical value, link starts congestion phenomenon, data Time delay increase leads to network performance to decline.Qdba can select optimal path for data flow on the whole, can be according to data flow Bandwidth demand carry out routing, therefore can be by timing_delay estimation in less scope.In the case of identical load, according in data Heart network characterization is that time delay is required in transmitting procedure to data stream claims, qdba algorithm presented herein, time delay one Directly it is maintained at 150ms, substantially conform to the demand of data center network flow, demonstrate this algorithm in data center network Effectiveness.
Fig. 4 is bandwidth safeguard algorithm effect analogous diagram of the present invention: initial bandwidth is set to 11.3gbps, by result When the data stream bandwidth demand being currently received is 2.71mbits, if using traditional matching precedence algorithm, this algorithm is not to Make a distinction with the data flow on path, understand that current h1 to h2 only has a queue, the bandwidth value of this queue in Fig. 4 (b) It is less than 2.71mbits always, if this data flow, to bandwidth sensitive, can not ensure the qos of stream;In Fig. 4 (a), start band Wide ensure algorithm after, have between h1 to h2 two queues according to the demand of data flow be respectively 2.59mbits and 0.12kbits, it can thus be appreciated that bandwidth safeguard algorithm can make a distinction to data flow end to end treat, to ensure different data streams Bandwidth.Occurring in that after bandwidth safeguard after startup that two queues differing come as can be seen from the results in end-to-end bandwidth can To meet the bandwidth safeguard of different demands.Because this experiment condition is limited, carry out only on bandwidth safeguard can be in chain end to end Bandwidth safeguard test is carried out to the data flow of different bandwidth demand on road, bandwidth safeguard strategy presented herein can be implemented in one On bar link, the demand according to data flow carries out bandwidth safeguard.
The above embodiment is interpreted as being merely to illustrate the present invention rather than limits the scope of the invention.? After the content of the record having read the present invention, technical staff can make various changes or modifications to the present invention, these equivalent changes Change and modify and equally fall into the scope of the claims in the present invention.

Claims (6)

1. based on the routing algorithm of guarantee qos a kind of in the data center network of sdn it is characterised in that comprising the following steps:
101st, the data flow that each openflow switch receives carries out flow table coupling, if can with openflow switch in Flow table match, then trigger forwarding behavior;If can not mate, enter step 102;
102nd, the data flow that height according to priority can not be matched with flow table to step 101 is classified, if be belonging to right The high-priority traffic of delay sensitive, jumps to step 103, if it is for controlled load, streamed multimedia etc. is to band Wide sensitive low-priority data stream then jumps to step 104;
103rd, it is directed to the high-priority traffic of delay sensitive, enables delay guarantee algorithm, select time delay on the whole Small path, the flow table being about to generate of going forward side by side is written in switch;
104th, it is directed to for controlled load, the low-priority data stream to bandwidth sensitive for the streamed multimedia etc., enable bandwidth and protect Barrier algorithm, entering Mobile state adjustment, thus meeting the required amount of bandwidth of low-priority data stream, and then preventing network from gathering around to bandwidth Plug.
2. according to claim 1 based on the routing algorithm of guarantee qos a kind of in the data center network of sdn, its feature It is, the high-priority traffic of described delay sensitive is the flow of information related to network management, higher low excellent of bandwidth demand First level DBMS stream is for controlled load, the service traffics such as streamed multimedia.
3. according to claim 1 based on the routing algorithm of guarantee qos a kind of in the data center network of sdn, its feature Be, step 101 enters switch if there are data flow and then judges that whether the vlan priority of this data flow be less than 5, that is, vlan < 5, the wherein value of the vlan priority of data flow is 0~7, and priority 7 is that the relevant information of network management includes Route Selection Information rip agreement and open shortest path ospf agreement;Priority 6 and 5 is mainly delay-sensitive;Priority 4 to 1 is mainly used in Controlled load, streamed multimedia, key service traffics, priority 0 is default value, in the feelings being not provided with other priority values Automatically enable under condition, setting vlan priority herein and being less than 5 is low-priority data stream, otherwise is high-priority traffic.
4. according to claim 1 based on the routing algorithm of guarantee qos a kind of in the data center network of sdn, its feature Be, when switch receive when being high-priority traffic, using delay guarantee algorithm, it is high that satisfaction selected by sdn controller The latency path of priority carries out flow table issuance, specifically includes: to constructing network topology cost function, sets up and meets delay constraint And the mathematical model of Least-cost, the link cost function of structure is:
cij=(1- β) gij+βpij, 0 < β < 1, in formula, gijRepresent node i, the delay variation between j, pijRepresent node i, between j Packet loss, β represents proportionality coefficient;
Meet delay constraint and the mathematical model of Least-cost is expressed as: r*=argrmin{fc(r)|r∈rst,fd(r)≤ dmax, in formula, rstRepresent all of route set between node s and t, r ∈ rstIn one route, fcR () represents that path r's is total Cost, dijRepresent the chain-circuit time delay between node i and j, fdR () represents the overall delay of path r, dmaxRepresent the maximum of data flow Time delay.
5. according to claim 1 based on the routing algorithm of guarantee qos a kind of in the data center network of sdn, its feature It is, the solution procedure of the described mathematical model meeting delay constraint and Least-cost is: c firstijAs link metric, pass through The path of d Algorithm for Solving Least-cost;Judge whether the time delay in path meets demand, meet and then issue corresponding flow table, otherwise, with dijAs the weights of link, solving the minimum path of time delay, judge whether the path delay of time meets demand, if met, issuing phase Answer flow table, otherwise controller will be recalculated.
6. according to claim 1 based on the routing algorithm of guarantee qos a kind of in the data center network of sdn, its feature Be, in step 104 when switch receive when being low-priority data stream, sdn controller bandwidth is entered Mobile state adjustment, choosing Select out and meet the optimum bandwidth path of data flow requirements and carry out flow table issuance, specifically include step: all kinds of parameters are expressed as: (1) bandwidth availability ratio qu, represent the ratio with total bandwidth using bandwidth, its expression formula is qu=ballocated/btotal, in formula ballocatedRepresent and use bandwidth, btotalRepresent link total bandwidth;(2) total bandwidth is represented by remaining bandwidth bresidualWith make Use bandwidth ballocatedSum: btotal=bresidual+ballocated;(3) initial bandwidth: binit=btotali, wherein φiRepresent Weighted value;Additionally, the overload of link bandwidth is represented by: brequest>binit;Wherein brequestRepresent the demand bandwidth of data flow; First consider that data flow distribution uses bandwidth b accordinglyallocatedIf, in brequest≤binitUnder the conditions of, then data flow should be distributed Band a width of: ballocated=brequest;Otherwise bandwidth is set to ballocated=binit;Secondly, the bandwidth in heavy duty path needs Ask as black=brequest-ballocated-binit;To the remaining bandwidth b in linkresidual=binit+ballocated-brequest's The method of salary distribution is: first as the remaining bandwidth b in systemresidualMore than blackWhen, then ballocated=brequest;Secondly work as and be Remaining bandwidth b in systemresidualLess than blackWhen be allocated by a certain percentage, in being so thatFormula Middle baddAttach most importance to newly assigned bandwidth, bi lackBandwidth for demand on i-th link;And ballocated=ballocated+badd, connecing When receiving new data stream, satisfactory path is calculated according to current demand, controller detects to Link State simultaneously, If meeting current qos demand, path bandwidth distribution is not done and is changed, and when link requirement can not meet qos demand, is protected by bandwidth Barrier algorithm is redistributed, and to ensure low-priority data stream bandwidth, when next data flow arrives, will ensure previous number All it is sent according to stream.
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Citations (3)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN104994033A (en) * 2015-05-13 2015-10-21 南京航空航天大学 Method for guaranteeing QoS (quality of service) of SDN (software defined network) by means of dynamic resource management
CN105357068A (en) * 2015-11-03 2016-02-24 华中科技大学 OpenFlow network flow control method for QoS assurance of application
CN105847151A (en) * 2016-05-25 2016-08-10 安徽大学 Multi-constrained QoS (Quality of Service) routing strategy designing method for software defined network

Patent Citations (3)

* Cited by examiner, † Cited by third party
Publication number Priority date Publication date Assignee Title
CN104994033A (en) * 2015-05-13 2015-10-21 南京航空航天大学 Method for guaranteeing QoS (quality of service) of SDN (software defined network) by means of dynamic resource management
CN105357068A (en) * 2015-11-03 2016-02-24 华中科技大学 OpenFlow network flow control method for QoS assurance of application
CN105847151A (en) * 2016-05-25 2016-08-10 安徽大学 Multi-constrained QoS (Quality of Service) routing strategy designing method for software defined network

Non-Patent Citations (2)

* Cited by examiner, † Cited by third party
Title
HILMI E. EGILMEZ 等: "OpenQoS: An OpenFlow Controller Design for Multimedia Delivery with End-to-End Quality of Service over Software-Defined Networks", 《PROCEEDINGS OF THE 2012 ASIA PACIFIC SIGNAL AND INFORMATION PROCESSING ASSOCIATION ANNUAL SUMMIT AND CONFERENCE》 *
曹绍华,张鑫: "面向业务的SDN网络带宽保障研究", 《计算机工程与应用》 *

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* Cited by examiner, † Cited by third party
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