function flucTag=getFluctuationTagPade(coeffA,coeffB,maxTime,rateThreshold) % Determine steady state from the fluctuation bounds using Pade approximation % % FUNCTION getFluctuationTagPade % % Author: Rui Yao % % Copyright (C) 2021, UChicago Argonne, LLC. All rights reserved. % % OPEN SOURCE LICENSE % % Redistribution and use in source and binary forms, with or without modification, are permitted provided that the following conditions are met: % % 1. Redistributions of source code must retain the above copyright notice, this list of conditions and the following disclaimer. % 2. Redistributions in binary form must reproduce the above copyright notice, this list of conditions and the following disclaimer in the documentation and/or other materials provided with the distribution. % 3. Neither the name of the copyright holder nor the names of its contributors may be used to endorse or promote products derived from this software without specific prior written permission. % % % ****************************************************************************************************** % DISCLAIMER % % THIS SOFTWARE IS PROVIDED BY THE COPYRIGHT HOLDERS AND CONTRIBUTORS "AS IS" AND ANY EXPRESS OR IMPLIED % WARRANTIES, INCLUDING, BUT NOT LIMITED TO, THE IMPLIED WARRANTIES OF MERCHANTABILITY AND FITNESS FOR A % PARTICULAR PURPOSE ARE DISCLAIMED. IN NO EVENT SHALL THE COPYRIGHT HOLDER OR CONTRIBUTORS BE LIABLE FOR ANY % DIRECT, INDIRECT, INCIDENTAL, SPECIAL, EXEMPLARY, OR CONSEQUENTIAL DAMAGES (INCLUDING, BUT NOT LIMITED TO, % PROCUREMENT OF SUBSTITUTE GOODS OR SERVICES; LOSS OF USE, DATA, OR PROFITS; OR BUSINESS INTERRUPTION) HOWEVER % CAUSED AND ON ANY THEORY OF LIABILITY, WHETHER IN CONTRACT, STRICT LIABILITY, OR TORT (INCLUDING NEGLIGENCE OR % OTHERWISE) ARISING IN ANY WAY OUT OF THE USE OF THIS SOFTWARE, EVEN IF ADVISED OF THE POSSIBILITY OF SUCH DAMAGE. % *************************************************************************************************** % % INPUT % coeffA - Pade coefficients on the numerator % coeffB - Pade coefficients on the denomenator % maxTime - maximum time considered % rateThreshold - the threshold of fluctuation rate % % OUTPUT % flucTag % 1 - lower than threshold, entered steady state % 0 - Not entered steady state yet % if nargin<4 rateThreshold=0.0005; end NA=size(coeffA,2); timePwrA=maxTime.^(1:(NA-1)); coeffAx=coeffA(:,2:NA); constA=coeffA(:,1); fluctuationPosA=sum(coeffAx.*(coeffAx>0).*repmat(timePwrA,size(coeffA,1),1),2); fluctuationNegA=sum(-coeffAx.*(coeffAx<0).*repmat(timePwrA,size(coeffA,1),1),2); NB=size(coeffB,2); timePwrB=maxTime.^(1:(NB-1)); coeffBx=coeffB(:,2:NB); constB=coeffB(:,1); constTotal=constA./constB; fluctuationPosB=sum(coeffBx.*(coeffBx>0).*repmat(timePwrB,size(coeffB,1),1),2); fluctuationNegB=sum(-coeffBx.*(coeffBx<0).*repmat(timePwrB,size(coeffB,1),1),2); denSgn=(constB+fluctuationPosB).*(constB-fluctuationNegB); % if the denomenator will change sign, then fluctuation is too big. totalFluctuation=max(abs([(constA+fluctuationPosA)./(constB+fluctuationPosB)-constTotal,... (constA+fluctuationPosA)./(constB-fluctuationNegB)-constTotal,... (constA-fluctuationNegA)./(constB+fluctuationPosB)-constTotal,... (constA-fluctuationNegA)./(constB-fluctuationNegB)-constTotal]),[],2); % Special: check if the coefficients on Num/Den can be directly eliminated totalFlucRes=zeros(size(coeffA,1),1); if NA>NB regA=coeffA(:,1:NB); res=coeffA(:,(NB+1):end); regB=coeffB; flucResPos=sum(res.*(res>0).*repmat(timePwrA(NB:end),size(res,1),1),2); flucResNeg=sum(-res.*(res<0).*repmat(timePwrA(NB:end),size(res,1),1),2); flucResNum=max([flucResPos,flucResNeg],[],2); flucRes=abs([flucResNum./(constB-fluctuationNegB),flucResNum./(constB+fluctuationPosB)]); flucRes(all(regB(:,2:end)>=0,2),1)=0; flucRes(all(regB(:,2:end)<=0,2),2)=0; totalFlucRes=max(flucRes,[],2); elseif NB>NA regA=coeffA; regB=coeffB(:,1:NA); res=coeffB(:,(NA+1):end); flucResPos=sum(res.*(res>0).*repmat(timePwrB(NA:end),size(res,1),1),2); flucResNeg=sum(-res.*(res<0).*repmat(timePwrB(NA:end),size(res,1),1),2); flucResNum=max([flucResPos,flucResNeg],[],2); flucRes=abs([flucResNum./(constB-fluctuationNegB),flucResNum./(constB+fluctuationPosB)]); flucRes(all(regB(:,2:end)>=0,2),1)=0; flucRes(all(regB(:,2:end)<=0,2),2)=0; totalFlucRes=max(flucRes,[],2); else regA=coeffA; regB=coeffB; end ratioAB=regA./regB; ratioAB(isnan(ratioAB))=0; ratioAB=ratioAB./repmat(mean(ratioAB,2),1,size(ratioAB,2)); flucRatioAB=max(ratioAB,[],2)-min(ratioAB,[],2); eachFlucTag1=(totalFluctuation/maxTime)