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如何防止链接强制有向图重叠?

[英]how to prevent overlapping of link in force directed graph?

I am following Force directed Graph . 我正在关注Force指示图 How to prevent overlapping of link (line) in force directed graph. 如何防止力导向图中链接(线)的重叠。 Expected output should be like this . 预期输出应该像这样 Current JSON data does not contain any parent child relation ship. 当前JSON数据不包含任何父子关系。

Here is my Code: 这是我的代码:

 var width = 960, height = 500; var color = d3.scale.category20(); var force = d3.layout.force() .charge(-120) .linkDistance(30) .size([width, height]); var svg = d3.select("body").append("svg") .attr("width", width) .attr("height", height); var graph = { "nodes":[ {"name":"Myriel","group":1}, {"name":"Napoleon","group":1}, {"name":"Mlle.Baptistine","group":1}, {"name":"Mme.Magloire","group":1}, {"name":"CountessdeLo","group":1}, {"name":"Geborand","group":1}, {"name":"Champtercier","group":1}, {"name":"Cravatte","group":1}, {"name":"Count","group":1}, {"name":"OldMan","group":1}, {"name":"Labarre","group":2}, {"name":"Valjean","group":2}, {"name":"Marguerite","group":3}, {"name":"Mme.deR","group":2}, {"name":"Isabeau","group":2}, {"name":"Gervais","group":2}, {"name":"Tholomyes","group":3}, {"name":"Listolier","group":3}, {"name":"Fameuil","group":3}, {"name":"Blacheville","group":3}, {"name":"Favourite","group":3}, {"name":"Dahlia","group":3}, {"name":"Zephine","group":3}, {"name":"Fantine","group":3}, {"name":"Mme.Thenardier","group":4}, {"name":"Thenardier","group":4}, {"name":"Cosette","group":5}, {"name":"Javert","group":4}, {"name":"Fauchelevent","group":0}, {"name":"Bamatabois","group":2}, {"name":"Perpetue","group":3}, {"name":"Simplice","group":2}, {"name":"Scaufflaire","group":2}, {"name":"Woman1","group":2}, {"name":"Judge","group":2}, {"name":"Champmathieu","group":2}, {"name":"Brevet","group":2}, {"name":"Chenildieu","group":2}, {"name":"Cochepaille","group":2}, {"name":"Pontmercy","group":4}, {"name":"Boulatruelle","group":6}, {"name":"Eponine","group":4}, {"name":"Anzelma","group":4}, {"name":"Woman2","group":5}, {"name":"MotherInnocent","group":0}, {"name":"Gribier","group":0}, {"name":"Jondrette","group":7}, {"name":"Mme.Burgon","group":7}, {"name":"Gavroche","group":8}, {"name":"Gillenormand","group":5}, {"name":"Magnon","group":5}, {"name":"Mlle.Gillenormand","group":5}, {"name":"Mme.Pontmercy","group":5}, 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If by overlapping you mean multiple links between two nodes then they can be resolved by drawing them as arcs with increasing curvature to separate them visually. 如果通过重叠意味着两个节点之间存在多个链接,则可以通过将它们绘制为具有增加曲率的弧来解析它们,从而可视地分离它们。

If by overlapping you mean edges crossing then it's only possible if your graph is planar - https://en.wikipedia.org/wiki/Planarity_testing - and looking at your graph it isn't - there's at least 2 sub-graphs with almost complete connectivity. 如果通过重叠你的意思是边缘交叉,那么只有你的图形是平面的 - https://en.wikipedia.org/wiki/Planarity_testing - 并且看你的图形不是 - 它至少有2个子图形完全连接。 You'd need a graph layout algorithm that specifically tries to reduce edge crossings, and the bad news on that is that it's an NP-complete problem 你需要一个专门尝试减少边缘交叉的图形布局算法,坏消息是它是NP完全问题

Crossing Number is NP-Complete: DOI:10.1137/0604033 https://en.wikipedia.org/wiki/Crossing_number_(graph_theory) 交叉号码是NP-Complete:DOI:10.1137 / 0604033 https://en.wikipedia.org/wiki/Crossing_number_(graph_theory)

Some techniques can be employed on complete sub-graphs by replacing their edge sets with confluent edges or motifs but this is stepping into graph drawing research: there's no easy answer 通过用汇合的边缘或图案替换它们的边缘集,可以在完整的子图上使用一些技术,但这是步入图绘图研究:没有简单的答案

Confluent Drawings: Visualizing Non-planar Diagrams in a Planar Way DOI: 10.1007/978-3-540-24595-7_1 汇合图:以平面方式可视化非平面图DOI:10.1007 / 978-3-540-24595-7_1

Motif Simplification: Improving Network Visualization Readability with Fan, Connector, and Clique Glyphs DOI: 10.1145/2470654.2466444 Motif简化:使用Fan,Connector和Clique Glyphs提高网络可视化可读性DOI:10.1145 / 2470654.2466444

In short, the only guaranteed way to not get edge crossings is not to draw edges. 简而言之,唯一保证不进行边缘交叉的方法不是绘制边缘。 Maybe try looking at matrix-type visualisations for graphs? 也许尝试查看图形的矩阵式可视化? - https://bost.ocks.org/mike/miserables/ - https://bost.ocks.org/mike/miserables/

I wanted to leave a comment, but I don't have enough reputation, so I'm "answering" instead - sorry it's not much of an answer... 我想发表评论,但我没有足够的声誉,所以我正在“回答” - 抱歉这不是一个答案......

Your example of your expected output is a tree/acyclical, which more or less magically solves the issue of overlapping links. 您的预期输出示例是树/非循环,它或多或少地神奇地解决了重叠链接的问题。 You can see in this example from Mike Bostock ( http://bl.ocks.org/mbostock/1062288 ) there isn't much link overlap just by way of the data being a tree. 你可以在这个例子中看到Mike Bostock( http://bl.ocks.org/mbostock/1062288 ),通过数据作为树,没有太多的链接重叠。

So... 所以...

if your data is a tree , you might be lucky and the link overlapping might be a non-issue. 如果您的数据是树 ,您可能很幸运,链接重叠可能不是问题。 You'll notice that the overlapping in the Bostock example happen when sibling nodes have different link distances (causing niece/nephew -- aunt/uncle link overlap). 您会注意到Bostock示例中的重叠发生在兄弟节点具有不同的链接距离(导致侄女/侄子 - 阿姨/叔叔链接重叠)时。 Controlling the link distances (perhaps making them a function of tree depth with longer links near the root), I think will prevent any overlap in your tree. 控制链接距离(可能使它们成为树深度的函数,在根部附近有更长的链接),我认为可以防止树中的任何重叠。

If your data has cycles (like in the Miserables data) , preventing overlap is much more complicated and won't just sort itself out. 如果你的数据有周期(比如Miserables数据) ,防止重叠要复杂得多,而且不会自行排序。 Like others are saying, I don't think it's possible with any D3 layout. 就像其他人说的那样,我认为任何D3布局都不可能。

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