<?xml version="1.0" encoding="UTF-8"?><!DOCTYPE article  PUBLIC "-//NLM//DTD Journal Publishing DTD v3.0 20080202//EN" "http://dtd.nlm.nih.gov/publishing/3.0/journalpublishing3.dtd"><article xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" dtd-version="3.0" xml:lang="en" article-type="research article"><front><journal-meta><journal-id journal-id-type="publisher-id">OJDM</journal-id><journal-title-group><journal-title>Open Journal of Discrete Mathematics</journal-title></journal-title-group><issn pub-type="epub">2161-7635</issn><publisher><publisher-name>Scientific Research Publishing</publisher-name></publisher></journal-meta><article-meta><article-id pub-id-type="doi">10.4236/ojdm.2013.33029</article-id><article-id pub-id-type="publisher-id">OJDM-34517</article-id><article-categories><subj-group subj-group-type="heading"><subject>Articles</subject></subj-group><subj-group subj-group-type="Discipline-v2"><subject>Physics&amp;Mathematics</subject></subj-group></article-categories><title-group><article-title>
 
 
  Multiple Circular Colouring as a Model for Scheduling
 
</article-title></title-group><contrib-group><contrib contrib-type="author" xlink:type="simple"><name name-style="western"><surname>ing</surname><given-names>Zhou</given-names></name><xref ref-type="aff" rid="aff1"><sub>1</sub></xref><xref ref-type="corresp" rid="cor1"><sup>*</sup></xref></contrib></contrib-group><aff id="aff1"><label>1</label><addr-line>Department of Mathematics, Trent University, Peterborough, Canada</addr-line></aff><author-notes><corresp id="cor1">* E-mail:<email>bzhou@trentu.ca</email></corresp></author-notes><pub-date pub-type="epub"><day>02</day><month>07</month><year>2013</year></pub-date><volume>03</volume><issue>03</issue><fpage>162</fpage><lpage>166</lpage><history><date date-type="received"><day>April</day>	<month>30,</month>	<year>2013</year></date><date date-type="rev-recd"><day>May</day>	<month>31,</month>	<year>2013</year>	</date><date date-type="accepted"><day>June</day>	<month>15,</month>	<year>2013</year></date></history><permissions><copyright-statement>&#169; Copyright  2014 by authors and Scientific Research Publishing Inc. </copyright-statement><copyright-year>2014</copyright-year><license><license-p>This work is licensed under the Creative Commons Attribution International License (CC BY). http://creativecommons.org/licenses/by/4.0/</license-p></license></permissions><abstract><p>
 
 
   In this article we propose a new model for scheduling periodic tasks. The model is based on a variation of the circular chromatic number, called the multiple circular colouring of the conflict graph. We show that for a large class of graphs, this new model will provide better solutions than the original circular chromatic number. At the same time, it allows us to avoid the difficulty of implementation when the fractional chromatic number is used. 
 
</p></abstract><kwd-group><kwd>Graph Coloring; Circular Chromatic Number; Fractional Chromatic Number; Multi-Circular Coloring; Scheduling Problem</kwd></kwd-group></article-meta></front><body><sec id="s1"><title>1. Introduction</title><p>We consider the scheduling problems involving tasks<img src="10-1200158\995218f8-4ca2-4660-8913-3f5f0f87243e.jpg" />. If two tasks both use a common resource, they cannot be scheduled at the same time. A valid scheduling is a mapping f from <img src="10-1200158\48080e0b-4cb4-499b-9c52-40084fe0264e.jpg" /> to the subsets of a time period [0,T] such that</p><p><img src="10-1200158\e1eaf646-fbd3-4d0f-8ec2-b7962753f58a.jpg" />if <img src="10-1200158\a9962e23-2595-46c3-b150-ffe7ad6756dd.jpg" /> and <img src="10-1200158\c5d23287-a0a1-49c3-946b-3eed09f711f5.jpg" /> use a common resource. Let the value of a scheduling f be</p><p><img src="10-1200158\380ec2fc-5a46-4594-b03a-b481f0d3f4b3.jpg" />, which is the minimum length of time a task has been assigned normalized by the length of the time period. The goal is to find a scheduling <img src="10-1200158\0085a679-89d8-47cd-bdd0-210a79364fbf.jpg" /> that maximizes<img src="10-1200158\d9d2bc33-e22f-43a6-9993-a7fb9b64f3db.jpg" />. One example of this type of scheduling problem is the heavily loaded resource sharing system in computer science [1-3]. The tasks are processes and some of them may share a common data file. Two processes that do share a common data file cannot operate at the same time. A scheduling of the processes that has the maximum value would allow the processes to operate most efficiently.</p><p>The constraints of the scheduling problem can be represented by a graph, called the conflict graph. The conflict graph G has vertex set <img src="10-1200158\61de81c8-7ddf-414f-a13a-d3fcdad85f7c.jpg" /> representing the tasks where two vertices v<sub>i</sub> and v<sub>j</sub> are adjacent if and only if they use at least one common resource. Vertex colouring and chromatic numbers of the conflict graph have been used as models for scheduling problems (see for example [<xref ref-type="bibr" rid="scirp.34517-ref4">4</xref>]). If G can be coloured with kcolours such that no two adjacent vertices have the same colour, we can then divide [0,T] into k equal length periods. All vertices that are coloured with the same colour do not have edges between them and therefore can be assigned to one period. For this scheduling f, we have<img src="10-1200158\06d24b7f-54d9-4920-af2a-660bcd2cabfa.jpg" />. Thus in general<img src="10-1200158\2059058c-c17b-43a9-ae36-fff6dde502f3.jpg" />.</p><p>When the tasks are periodic in nature, circular colouring of the conflict graph is a more appropriate method. Circular colouring and the circular chromatic number (also called the star chromatic number) were introduced by A. Vince in 1988 [<xref ref-type="bibr" rid="scirp.34517-ref5">5</xref>]. A (k,d)-circular-colouring of a graph G is a mapping <img src="10-1200158\cbcde9c4-7a69-4272-9bda-05a790940cd1.jpg" /> such that for each edge xy in G,<img src="10-1200158\07cbd4b9-e17e-40ce-bbab-84e00cc7ec20.jpg" />.</p><p>The circular chromatic number of G, <img src="10-1200158\f4c0a381-405c-4e31-83ec-fc70ecb3ae25.jpg" />, is the infimum of the ratio k/d for which G has a (k,d)-circularcolouring.</p><p>Equivalently, we can consider a (k,d)-circular-colouring of G as a mapping c from V(G) to the open arcs of length d in a circle of length k such that if xy is an edge in G,<img src="10-1200158\f5583936-9b00-4257-a2f7-0e77882a1d62.jpg" />. If we assign the tasks using a (k,d)- circular-colouring of the conflict graph G, we would have<img src="10-1200158\3df8eb50-ee0e-48d1-b3ae-b6d15ed660a1.jpg" />.</p><p>A (k,d)-set-colouring of a graph G is a mapping c such that for every vertex v in G, c(v) is a d-subset of</p><p><img src="10-1200158\6853db0c-88d8-45c7-80a0-54e32508471e.jpg" />and if xy is an edge in G,<img src="10-1200158\9276d415-073b-4518-b1a1-54eb65c109b7.jpg" />. The fractional chromatic number of a graph G, <img src="10-1200158\848d59af-92d6-4cc2-ae66-3c701691d1d0.jpg" />, is the infimum of the ratio (k/d) for which G has a (k,d)-set-colouring. If we can consider a (k,d)-set-colouring as a mapping c from V(G) to the sets of arcs in the circle of length k such that the length of the union of arcs in f(v) is at least d for every vertex v and if xy is an edge inG,<img src="10-1200158\5fbfaa3a-7957-4f7a-b3eb-adda9696eb31.jpg" />. An assignment using a (k,d)-set-colouring of the conflict graph G would yield</p><p><img src="10-1200158\d50be6e9-db97-428d-bf54-d03ed205b8c2.jpg" />.</p><p>Circular chromatic number and fractional chromatic number and their variations have been extensively studied in the last two decades [6-11]. More results on the circular chromatic number and fractional chromatic number can be found in the book [<xref ref-type="bibr" rid="scirp.34517-ref12">12</xref>] and the survey papers [13,14]. It is easy to see that by their definition, we have the relations</p><p><img src="10-1200158\e2461e80-fdd1-4f91-aca4-4e6ffbe3c2dd.jpg" /></p><p>Vince proved in [<xref ref-type="bibr" rid="scirp.34517-ref5">5</xref>] that</p><p><img src="10-1200158\35745cdc-6950-46ec-8e22-2e283803efac.jpg" /></p><p>Therefore, we have</p><p><img src="10-1200158\96b158c4-2060-4915-8502-ec142a51bb55.jpg" /></p><p>While the difference between <img src="10-1200158\317e66e9-f999-4793-add1-ceb312094e0f.jpg" /> and <img src="10-1200158\36914d05-92fc-4379-a461-71cb13bc0a3c.jpg" /> is always less than 1, it is known that the difference between <img src="10-1200158\093f2b70-3f37-4487-985b-7b3741bdcbab.jpg" /> and <img src="10-1200158\21440992-a008-46c2-b2e6-3426f23a9a1e.jpg" /> can be arbitrarily large for some graphs. An example is the family of graphs called Kneser graphs. A Kneser graph ([15,16]) <img src="10-1200158\76d9fb4f-f538-41e6-ab33-a43b449fdb4f.jpg" />has all q-subsets of <img src="10-1200158\26066c57-ef73-40d7-a149-a01d606c105a.jpg" /> (p &gt; 2q) as its vertices and two vertices are adjacent if the two subsets are disjoint. It is proved in [<xref ref-type="bibr" rid="scirp.34517-ref16">16</xref>] that</p><p><img src="10-1200158\902776b5-e31a-4913-9959-98c813a723d5.jpg" /></p><p><img src="10-1200158\40b68aa4-1670-4e4b-be39-1f4d6e667eba.jpg" /></p><p>Another example of a family of graphs where the difference between their chromatic number and fractional chromatic number is large is the graphs obtained by using Mycielski’s construction.</p><p>For a graph G with vertex set <img src="10-1200158\c872efe7-1d76-41cf-bdab-97779d5f039f.jpg" /> and edge set<img src="10-1200158\2876c985-0469-4b09-8a46-9edc18866d38.jpg" />, the Mycielskian <img src="10-1200158\59cdd0fd-2a31-4ec9-8c01-47c1f5e17d43.jpg" /> of G is the graph with vertex set</p><p><img src="10-1200158\8449a34e-b1d8-484b-a6eb-c5ce99fe2da6.jpg" />and edge set</p><p><img src="10-1200158\309ee3ea-f6a1-416a-88ec-234e85e62665.jpg" />. <img src="10-1200158\adbeb783-8ec3-4c9d-be71-b96174292ed9.jpg" />in</p><p><xref ref-type="fig" rid="fig1">Figure 1</xref> is also called the Grotzsch graph.</p><p>It is well known that</p><p><img src="10-1200158\b6e49028-1971-4802-bdd9-57a451ca9d2e.jpg" /></p><p>For the fractional chromatic number of Mycielskians, the authors of [<xref ref-type="bibr" rid="scirp.34517-ref17">17</xref>] found the recurrence relation</p><p><img src="10-1200158\62073812-2c4f-480a-8859-cc39f32d6463.jpg" /></p><p>For the Grotzsch graph, since <img src="10-1200158\ad6d91f2-44c5-4a42-8e48-311d4ea6dbf1.jpg" /> we have</p><p><img src="10-1200158\69418b9e-952c-4d71-a735-1960ac7ec4f3.jpg" /></p><p>We use the notation <img src="10-1200158\e5803df4-a0d8-4297-af10-bafc8a500449.jpg" /> such that</p><p><img src="10-1200158\b2653539-0ab4-481a-9c49-39d24f1bc54e.jpg" /></p><p>We have</p><p><img src="10-1200158\a9768fac-4243-4479-be87-8425df7b101b.jpg" /></p><p>In comparison, we have</p><p><img src="10-1200158\15998fbd-b9f6-4fdc-8cfa-343de0b8b18a.jpg" /></p><p>For this class of graphs, the difference between <img src="10-1200158\d805b64b-e903-44ed-bb48-0a525aa6e393.jpg" /> and <img src="10-1200158\019c7e7c-ef00-41c1-abce-5d13589577d9.jpg" /> is unbounded.</p><p>For the circular chromatic number, we have</p><p><img src="10-1200158\3590e2d8-21b9-460a-ad84-9a0364c4951d.jpg" /></p><p>This shows that the difference between the circular chromatic number and the fractional chromatic number is also arbitrarily large for the Mycielskians. To achieve the optimal result for a scheduling problem in general, it appears that the fractional chromatic number of the conflict graph provides the best results.</p><p>However, there are difficulties if we use (k,d)-set colouring and the fractional chromatic number in the scheduling problem. To achieve <img src="10-1200158\11d98190-8342-4704-8e0d-c3f58d1bcfaa.jpg" /> the optimal (k,d)-set colouring may have a very large value of d. As pointed out in [<xref ref-type="bibr" rid="scirp.34517-ref12">12</xref>], <img src="10-1200158\03678e93-cb67-458a-8823-309b192aff27.jpg" />is an example of a graph G for which <img src="10-1200158\93cfe6ef-b640-4fce-819b-2e89fe96923b.jpg" /> for no small d. In fact, if we let <img src="10-1200158\3ab9a7c3-f465-4256-87bf-6470f05d2061.jpg" /> and<img src="10-1200158\8b51f2a5-e281-441f-a1b4-11cf69cef3e6.jpg" />, then</p><p><img src="10-1200158\aa99ed8c-47e1-4f9c-b301-d8de5306bc74.jpg" /></p><p>and <img src="10-1200158\5453bcaa-11b9-431d-b719-9a6fe8fc4f51.jpg" /> is a fraction whose denominator, when written in smallest terms, is greater than<img src="10-1200158\a1e48019-e7b3-4f38-9927-93fac3a35624.jpg" />. This example shows that there is no bound on the denominator of <img src="10-1200158\8d147b35-0dc8-4b64-86bb-18a3e47712c3.jpg" /> that is a polynomial function of the number of vertices of G. If this optimal set colouring is to be used for scheduling, each task would be divided into too many fragments making it impossible in practice. To combine optimality and practicality, in the next section we propose a new colouring of the conflict graph that will provide a better solution than the circular colouring and easier to implement than the set colouring.</p></sec><sec id="s2"><title>2. Multiple Circular Colouring of a Graph</title><p>Definition 1 An m-(k,d)-circular colouring of a graph G is a mapping c from V(G) to the sets of open arcs in the circle of length k such that c(v) is the union of m arcs with a total length at least d and if xy is an edge in G, <img src="10-1200158\953f7fdf-b24d-4aba-a3d0-15dd7fc18e4f.jpg" />The m-circular chromatic number, <img src="10-1200158\64cef0fd-508b-4886-b435-56b6603df6cb.jpg" />is the infimum of the ration <img src="10-1200158\b20a12b7-12f6-4106-ab64-c3346a3430be.jpg" /> for which Ghas a m-(k,d)-circular-colouring.</p><p>It is easy to see that for every positive integer m,</p><p><img src="10-1200158\7f3545f9-07bd-4f23-8215-5b179a993350.jpg" /></p><p>To demonstrate this colouring indeed improves the solution of the scheduling problem in some cases, we show that even for<img src="10-1200158\1b9c383a-5d51-4fa2-91a4-1631d42027d4.jpg" />, <img src="10-1200158\2fc99768-c499-4b01-8266-5b15dc2ed072.jpg" />can be strictly less than <img src="10-1200158\19ee5f79-b934-43f3-b2c6-99264d4ef399.jpg" /> for large classes of graphs.</p><p>Recall that for a graph G, M(G) is the Mycielskian of G. There are many graphs G such that <img src="10-1200158\c099b6bd-b994-4549-8963-72fda01a983c.jpg" /> Some sufficient conditions for this equality to hold are given in, for example, [<xref ref-type="bibr" rid="scirp.34517-ref18">18</xref>] and [<xref ref-type="bibr" rid="scirp.34517-ref19">19</xref>]. However, <img src="10-1200158\a8993c42-8534-4129-b742-a2bd4672cc2c.jpg" />will always be strictly less than<img src="10-1200158\09b841ad-f6de-4b7b-a6cc-0777267cad2b.jpg" />.</p><p>Theorem 2 For every graph G,</p><p><img src="10-1200158\45df3182-5a07-48ac-a8b4-4691e753c244.jpg" /></p><p>Proof: Let <img src="10-1200158\be899adc-c06f-4058-b880-faf7debd49c0.jpg" /> and</p><p><img src="10-1200158\d4e98499-56f4-428d-a7bc-9d1f1bc4a293.jpg" />as described in the previous section. Let <img src="10-1200158\4d7771f4-8ba8-4f3f-be21-a9191a9fb614.jpg" /> be a circle of length k. Since<img src="10-1200158\f87bc052-f710-4a7c-b012-317579c3aaef.jpg" />, there is a mapping of the form <img src="10-1200158\1584e2e7-693e-47d3-aede-e53cc900312f.jpg" /> for each i where</p><p><img src="10-1200158\61b32353-e04b-494d-8e08-167a4de320c9.jpg" />such that <img src="10-1200158\7009c2e3-e4e9-414e-95c5-1e6d29d06516.jpg" /> whenever <img src="10-1200158\8cd17491-f3bc-47b8-b90f-654875b11a72.jpg" /> and <img src="10-1200158\95c461ba-e100-4e9a-ab69-5104e89b8032.jpg" /> are adjacent.</p><p>Let <img src="10-1200158\71d6e3dc-e2c6-4670-82af-dfb3c010aba8.jpg" /> be a circle of length<img src="10-1200158\df9159b4-b2ef-49ef-9be8-26b7a6ca49f2.jpg" />. Let</p><p><img src="10-1200158\81ace453-704b-4705-9e4a-bb4f6a549368.jpg" />. Notice that <img src="10-1200158\e9cad2b3-1e82-4336-9ad9-acaa544dda93.jpg" /></p><p>for all i. <xref ref-type="fig" rid="fig2">Figure 2</xref> demonstrates this mapping when<img src="10-1200158\884b7b2e-c361-4ce8-8770-c13b0f87b34b.jpg" />.</p><p>For each i, if<img src="10-1200158\05f42fff-6c06-41a9-b0f4-73b73cf27c41.jpg" />, let<img src="10-1200158\e87585da-3ccb-4133-bd45-2854f1a5e2f5.jpg" />;</p><p>otherwise, let <img src="10-1200158\888503bb-41a2-4d14-b00d-0337b6522993.jpg" /> We show that the arcs representing these vertices in the case of <img src="10-1200158\2b56abf8-2ff1-46a7-803c-4d8f4ca2a602.jpg" /> in <xref ref-type="fig" rid="fig3">Figure 3</xref>.</p><p>It is easy to check that this is a valid 2-<img src="10-1200158\dbc3b653-6ffd-4ded-a8df-904090a01767.jpg" />-circular colouring of M(G) in general. This proves that</p><p><img src="10-1200158\6bad55ac-4ab3-442a-abf3-4cfd3b4ba721.jpg" /></p><p>Corollary 3 If <img src="10-1200158\f5569fbe-956a-4370-80d5-3f654337f2fa.jpg" /> then</p><p><img src="10-1200158\b6b200b1-d2af-4dcf-bc6d-cfb8914f8cfc.jpg" /></p><p>Next we show that unlike the set-chromatic number, the denominator of the m-circular chromatic number is bounded by the product of m and the number of vertices in the graph.</p><p>Theorem 4 Let G be a graph of n vertices, and</p><p><img src="10-1200158\cd12f1e8-22d9-4d8a-955e-20960f4fafbb.jpg" />Then k and d can be integers such that d &lt;</p><p>mn.</p><p>Proof: Suppose that <img src="10-1200158\878b3a90-5545-4777-949e-8dd03edd5636.jpg" /> By scaling if necessary, there is a m-circular colouring c that maps the vertices of G to sets of m arcs in a circle of length r such that each arc has length at least <img src="10-1200158\84d92401-8b90-4c16-a840-41daf43b2aa7.jpg" /> and if xy is an edge then</p><p><img src="10-1200158\46d6c817-234e-4d19-a5e2-b1b8535b1972.jpg" />We assume that c is a colouring such that the set</p><p><img src="10-1200158\3be1f9af-6e67-4c24-869b-21ee02bcc696.jpg" /></p><p>is the smallest. We fix a direction of the circle, say counter clockwise.</p><p>There is at least one arc l such that<img src="10-1200158\e457dbbf-d370-45c4-908b-1af8283a9192.jpg" />; otherwise r could be made smaller. Let that arc be l<sub>1</sub>. There must be an arc <img src="10-1200158\749865b9-c783-49c3-9747-9233c7412625.jpg" /> such that i) <img src="10-1200158\ea3c1b2e-20ac-407b-9550-b85962f0621b.jpg" />is adjacent to <img src="10-1200158\df8f114c-a9e3-4145-ba49-bdc80c0b2058.jpg" /> in G, ii) the left end of l<sub>1</sub> is the right end of <img src="10-1200158\26cdac9d-312a-4f60-810f-5a105d8aa3b1.jpg" /> and iii)</p><p><img src="10-1200158\213d3b53-b6e3-4442-9199-eedad7144915.jpg" />, otherwise <img src="10-1200158\db0b6213-d5ab-44f9-bfe7-6814657adbfa.jpg" /> could be made larger.</p><p>Continuing this process, some arc will have to be used more than once. Say the first time this happens is at<img src="10-1200158\3f1803b7-73c1-42dc-8a4d-cd87e4ac5feb.jpg" />. Then the arcs <img src="10-1200158\ba68fda3-5e00-4348-a9aa-914f0de8eb94.jpg" /> must cover the circle an integer number of times. Suppose that they cover the circle s times. Since there are <img src="10-1200158\f9f80061-c3a5-4333-be09-d2c24b5b0a5e.jpg" /> arcs and they all have length<img src="10-1200158\760069f4-08c4-4543-ba99-5ae64850b85c.jpg" />, we have</p><p><img src="10-1200158\12104439-9086-4c68-8fd5-5c952674dea0.jpg" /></p><p>and</p><p><img src="10-1200158\96bf583f-6946-4e58-afbb-33c9b61d612c.jpg" /></p><p>Since<img src="10-1200158\3adeab9e-04eb-432f-959e-e9974d12ffdc.jpg" />, the denominator is less than mn.</p><p>Intuitively, when the value of m increases, the m-circular chromatic number will be closer to the fractional chromatic number and thus the difference between the chromatic number and m-circular chromatic number would increase. Nevertheless, our next theorem shows that the m-circular chromatic number cannot be less than one m-th of the .chromatic number.</p><p>Theorem 5 For every graph G, <img src="10-1200158\3efc0851-9476-41ce-990f-f286ff1a2e0c.jpg" /></p><p>Proof: Suppose that <img src="10-1200158\a177c434-f222-4f89-a473-87f2913873a9.jpg" /> There is an m-circular colouringc such that <img src="10-1200158\e13732c6-7d36-4767-abba-338b1f626b4f.jpg" /> for every vertex v.</p><p>Since c(v) is a union of m arcs, at least one of the arcs has length at least<img src="10-1200158\94a5f6d3-e55c-42d4-9122-2c4bfa7d3c1c.jpg" />. We insert mr points <img src="10-1200158\cb2f287f-59ca-47bf-81a6-e80fa53a6bff.jpg" /></p><p>spaced at equal distance in the unit length circle. For every vertex v, c(v) contains at least one of these points. Let <img src="10-1200158\a7026d54-c395-48a3-ac30-e84c119deed9.jpg" /> Each <img src="10-1200158\737e4242-436e-430d-b14e-ffbcca4a8ed6.jpg" /> is an independent set and<img src="10-1200158\0382aa8d-4280-4002-b9a9-b85aae26dcee.jpg" />. G can be coloured with mrcolours. So we have</p><p><img src="10-1200158\507f6726-5a53-4cb8-8db6-987d4eddbe7a.jpg" /></p><p>i.e., <img src="10-1200158\19b6dca1-a906-40a6-a62f-83f8812905b0.jpg" /></p><p>The Kneser graphs provide examples showing this lower bound is asymptotically the best possible.</p><p>Let <img src="10-1200158\bb0aef20-836a-4bf6-bff4-b28288bf295b.jpg" /> be the independence number of G. <img src="10-1200158\c4fcfc45-5a01-424a-a9c1-5f3bd99b1772.jpg" />is also bounded by a function of<img src="10-1200158\d1d877d5-78c6-4bc0-98aa-d8293e295b7b.jpg" />. The proof above yields a lower bound for<img src="10-1200158\75c078e1-399a-49d0-9e9e-909d6f11af0f.jpg" />.</p><p>Theorem 6 For every graph G with n vertices,</p><p><img src="10-1200158\cdfb67d5-63f5-4d04-a9ab-f747b4f2a2be.jpg" /></p><p>Proof: The set <img src="10-1200158\bb45e180-3934-4d40-ad98-f9529877338b.jpg" /> in the proof of Theorem 5 is an independent set. We have <img src="10-1200158\a08dd4dc-be04-4d16-acf7-2612d63063b1.jpg" /> such independent sets. The average size of one set is <img src="10-1200158\53eac8dc-85f2-4449-b3bd-a40b313b1101.jpg" /> Therefore</p><p><img src="10-1200158\64dc7782-4341-446e-8e78-c729ba1399b2.jpg" /></p><p>and</p><p><img src="10-1200158\6f7b7300-4385-423e-a39e-ce1d77301884.jpg" /></p></sec><sec id="s3"><title>3. Conclusion</title><p>We proved that for a large class of graphs, this multiple circular colouring and m-circular chromatic number of the conflict graph will provide better solutions for the scheduling problem than the original circular chromatic number. It is also easier to implement than the model using the fractional chromatic number. We plan to investigate more classes of graph G where <img src="10-1200158\f6481576-524e-4416-a83a-fe188748e488.jpg" /> for small values of m. It would also be interesting to find out the probability for random graphs to have m-circular chromatic number strictly less than their circular chromatic number.</p></sec><sec id="s4"><title>REFERENCES</title></sec></body><back><ref-list><title>References</title><ref id="scirp.34517-ref1"><label>1</label><mixed-citation publication-type="other" xlink:type="simple">V. C. Barbosa and E. 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