问题
I am collecting data and plotting that data in real time. The data are produced by a motion capture system. I have one class DynamicDataset that is just a wrapper around a 2-column matrix (although it's more nuanced than that) with an event notifier for new data added; another class DynamicPlotter that listens for the data-added event and updates the plot dynamically. Appropriate code snippets:
classdef DynamicDataset < handle
properties
newestData = [];
data = []
end
events
DataAdded
end
methods
function append(obj, val)
obj.data(end+1,:) = val;
obj.newestData = val;
notify(obj, 'DataAdded');
end
end
end
classdef DynamicPlotter < dynamicprops
properties
FH %# figure handle
AH %# axes handle
LH %# array of line handles - may have multiple lines on the plot
dynProps = {} %# cell array of dynamic property names -
%# use to access individual datasets
end
methods
function obj = DynamicPlotter(props) %# props is a cell array of dynamic
%# properties to store information
for i = 1:length(props)
addprop(obj, props{i});
obj.(props{i}) = DynamicDataset;
obj.dynProps = [obj.dynProps props{i}];
addlistener(obj.(props{i}), 'DataAdded', @obj.updatePlot(i));
end
obj.createBlankPlot();
end
function createBlankPlot(obj)
obj.FH = figure;
obj.AH = axes;
hold all;
for i = 1:length(obj.dynProps)
obj.LH(i) = plot(nan); %# only used to produce a line handle
set(obj.LH(i), 'XData', [], 'YData', []);
end
end
function updatePlot(obj, propNum)
X = get(obj.LH(propNum), 'XData');
Y = get(obj.LH(propNum), 'YData');
X(end+1) = obj.(dynProps{propNum}).newestData(1);
Y(end+1) = obj.(dynProps{propNum}).newestData(2);
set(obj.LH(propNum), 'XData', X, 'YData', Y);
end
end
end
Based on the MATLAB Code Profile, the set command in updatePlot() is rather expensive. I am wondering if there is a better way to plot individual points as they come? Ideally I would push the single point into XData and YData and draw that point only, but I don't know if this is possible.
Please note that there may be multiple lineseries objects (i.e., multiple graphs on the same plot); plot() takes an axes handle as an argument, so it wouldn't consider the properties of the previously drawn line handles (or is there a way to make it do so?); I thought of just doing plot(x,y);hold all; but that would give me separate line handles every time, each corresponding to a single point.
It might be that there's no way to make plotting incoming points any faster, but I figured I'd ask.
EDIT: Updated OP with actual code I'm working with, rather than using a generic example that's up for misinterpretation.
回答1:
The amount of data you're handling in each update, is large (although only a single point is actually changing), making your code O(N^2).
By using a second lineseries to build up a large group of data, you can alternate between adding every point to a short "active" line, and infrequently adding large blocks to the main lineseries. While this doesn't exactly avoid O(N^2), it lets you reduce the constant significantly.
If you do this, remember to overlap the "old" lineseries and "active" lineseries by one point, so that they connect.
Essentially:
function updatePlot(obj, propNum)
X = get(obj.LHactive(propNum), 'XData');
Y = get(obj.LHactive(propNum), 'YData');
X(end+1) = obj.(dynProps{propNum}).newestData(1);
Y(end+1) = obj.(dynProps{propNum}).newestData(2);
if numel(X) > 100
Xold = [get(obj.LH(propNum), 'XData'); X(2:end)];
Yold = [get(obj.LH(propNum), 'YData'); Y(2:end)];
set(obj.LH(propNum), 'XData', Xold, 'YData', Yold);
X = X(end);
Y = Y(end);
end
set(obj.LHactive(propNum), 'XData', X, 'YData', Y);
end
回答2:
Part of the reason why your code may be taking a long time to run is because you are using a for loop to assign your variables. Depending on what version of Matlab you are using, this will slow your process down significantly. I suggest using vectorization to assign values to your x and y like this:
x = 1:1000;
y = cosd(x);
You can then assign the first points in your data.
xi = x(1);
yi = y(1);
When you plot, assign the XDataSource and YDataSource.
h = plot(xi, yi, 'YDataSource', 'yi', 'XDataSource', 'xi');
Now when you loop through to change the values, use the refreshdata to update the Xdata and Ydata values. Use the drawnow function to update the figure window.
for k = 2:1000,
xi = x(1:k);
yi = y(1:k);
refreshdata(h, 'caller')
drawnow;
end
回答3:
Your code is slow, because you are replotting all values everytime that you call updatePlot. I would therefore only plot the latest point in updatePlot (This is also the problem that you've stated: Ideally I would push the single point into XData and YData and draw that point only, but I don't know if this is possible.)
add property LH_point_counter
classdef DynamicPlotter < dynamicprops properties FH %# figure handle AH %# axes handle LH %# cell array of line handles - may have multiple lines on the plot % counter that counts home many points we have for each dynProps LH_point_counter = []; dynProps = {} %# cell array of dynamic property names - %# use to access individual datasets endmodify updatePlot
function updatePlot(obj, propNum) % plot new point new_x = obj.(dynProps{propNum}).newestData(1); new_y = obj.(dynProps{propNum}).newestData(2); new_handle = plot(new_x, new_y); % add new handle to list of handles of this property counter_this_prop = obj.LH_point_counter(propNum); counter_this_prop = counter_this_prop + 1; obj.LH{propNum}(counter_this_prop) = new_handle; % save new counter value obj.LH_point_counter(propNum) = counter_this_prop; end
来源：https://stackoverflow.com/questions/7413320/matlab-best-way-to-dynamically-update-a-line-handles-xdata-and-ydata