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				}				if (linearFunctionDerivativeInAlphaj * (alphaHigh-alphaLow) >= 0) {							alphaHigh = alphaLow;					linearFunctionInAlphaHigh = linearFunctionInAlphaLow;					//linearFunctionDerivativeInAlphaHigh = linearFunctionDerivativeInAlphaLow;				}				alphaLow = alphaj;				linearFunctionInAlphaLow = linearFunctionInAlphaj;				linearFunctionDerivativeInAlphaLow = linearFunctionDerivativeInAlphaj;				dfInAlphaLow = dfInAlphaj;			}						//logger.debug("AlphaLow = " + alphaLow + ", AlphaHigh = " + alphaHigh);			//logger.debug("linearFunctionInAlphaLow = " + linearFunctionInAlphaLow + ", linearFunctionInAlphaHigh = " + linearFunctionInAlphaHigh);			functionEvaluationNumber = functionEvaluationNumber + 1;			//logger.debug("functionEvaluationNumber = " + functionEvaluationNumber);			if ((functionEvaluationNumber == 10) | (Math.abs(linearFunctionInAlphaHigh - linearFunctionInAlphaLow) <= 0.000001) | (Math.abs(alphaLow - alphaHigh) <= 0.000000000001)) {				//logger.debug("ZOOM WAS TERMINATE EARLIER");				/*System.out.println("functionEvaluationNumber = " + functionEvaluationNumber + 						", Math.abs(linearFunctionInAlphaHigh - linearFunctionInAlphaLow) = " + Math.abs(linearFunctionInAlphaHigh - linearFunctionInAlphaLow) + 						", Math.abs(alphaLow - alphaHigh) = " + Math.abs(alphaLow - alphaHigh));*/				this.alphaOptimum = alphaLow;				this.linearFunctionInAlphaOptimum = linearFunctionInAlphaLow;				this.dfOptimum = dfInAlphaLow;								//logger.debug("(functionEvaluationNumber == 10) | (Math.abs(linearFunctionInAlphaHigh - linearFunctionInAlphaLow) <= 0.000001) | (Math.abs(alphaLow - alphaHigh) <= 0.0000001)");				//logger.debug("zoom end -> this.alphaOptimum = " + this.alphaOptimum); 				//logger.debug("zoom end -> this.linearFunctionInAlphaOptimum = " + this.linearFunctionInAlphaOptimum); 				break;			}				} while ((Math.abs(linearFunctionInAlphaHigh - linearFunctionInAlphaLow) > 0.000001) 					& (functionEvaluationNumber < 10) 					& (Math.abs(alphaLow - alphaHigh) > 0.000000000001));				//logger.debug("zoom end");		return;	}		 /*	 * Cubic interpolation in the interval [a,b] known to contain desirable step length 	 * and given two previous step length estimates in this interval.	 *	 *@param 	alphai										Previous step length.										 *@param 	linearFunctionInAlphai						Function value at the previous step length alphai.	 *@param 	linearFunctionDerivativeInAlphai			Derivative at the previous step length alphai.	 *@param 	alphaiMinus1								Previous step length.	 *@param 	linearFunctionInAlphaiMinus1	 			Function value at the previous step length alphaiMinus1.	 *@param 	linearFunctionDerivativeInAlphaiMinus1	 	Derivative value at the previous step length alphaiMinus1.	 *@param 	a											Inferior value of the interval [a,b].	 *@param 	b											Superior value of the interval [a,b].	 	 *	  	 * @return												Cubic interpolation in the interval [a,b]	 */	public double cubicInterpolation(double alphai, double linearFunctionInAlphai, double linearFunctionDerivativeInAlphai, 									double alphaiMinus1, double linearFunctionInAlphaiMinus1, double linearFunctionDerivativeInAlphaiMinus1, 									double a, double b) {				//logger.debug("The interval [" + a + ", " + b + "] contains acceptable step lengths.");				if (alphai < alphaiMinus1) {			this.alphaTemporal = alphai;			this.linearFunctionInAlphaTemporal = linearFunctionInAlphai;			this.linearFunctionDerivativeInAlphaTemporal = linearFunctionDerivativeInAlphai;			alphai = alphaiMinus1;			linearFunctionInAlphai = linearFunctionInAlphaiMinus1;			linearFunctionDerivativeInAlphai = linearFunctionDerivativeInAlphaiMinus1;			alphaiMinus1 = this.alphaTemporal;			linearFunctionInAlphaiMinus1 = this.linearFunctionInAlphaTemporal;			linearFunctionDerivativeInAlphaiMinus1 = this.linearFunctionDerivativeInAlphaTemporal;		}				this.d1 = linearFunctionDerivativeInAlphaiMinus1 + linearFunctionDerivativeInAlphai - 3 * ((linearFunctionInAlphaiMinus1 - linearFunctionInAlphai)/(alphaiMinus1 - alphai));		//logger.debug("d1 = " + d1);				//logger.debug("linearFunctionDerivativeInAlphaiMinus1 = " + linearFunctionDerivativeInAlphaiMinus1);		//logger.debug("linearFunctionDerivativeInAlphai = " + linearFunctionDerivativeInAlphai);				this.d2 = Math.sqrt(Math.abs(Math.pow(d1,2) - linearFunctionDerivativeInAlphaiMinus1 * linearFunctionDerivativeInAlphai));		//logger.debug("d2 = " + d2);				this.alphaiplus1 = alphai-(alphai-alphaiMinus1) * ((linearFunctionDerivativeInAlphai + d2 - d1) / (linearFunctionDerivativeInAlphai - linearFunctionDerivativeInAlphaiMinus1 + 2 * d2));				//logger.debug("alphaiplus1 = " + alphaiplus1);				if (alphaiplus1 < a) {alphaiplus1 = a;}		if (alphaiplus1 > b) {alphaiplus1 = b;}				//logger.debug("alphaiplus1 = " + alphaiplus1);				if (Math.abs(alphaiplus1 - alphai) < 0.000000001) {			/*System.out.println("We reset alphaiplus1 = (alphaiMinus1 + alphai) / 2, because alphaiplus1 = " + alphaiplus1 + " is too close to its predecessor " +					"alphaiMinus1 = " + alphaiMinus1); */			alphaiplus1 = (alphaiMinus1 + alphai) / 2;		} else {if (alphaiplus1 < (alphai - 9 * (alphai-alphaiMinus1) / 10)) {			//logger.debug("We reset alphaiplus1 = (alphaiMinus1 + alphai) / 2, because alphaiplus1 = " + alphaiplus1 + " is 	too much smaller than alphai = " + alphai); 			alphaiplus1 = (alphaiMinus1 + alphai) / 2;;			}		}			return alphaiplus1;	}		 /*	 *	The aim is to find a value of alpha that satisfies the sufficient decrease condition, without being too small.	 *	The procedures generate a value alphai such that is not too much smaller than its predecesor alphai-1. 	 *  The interpolation in the first is quadratic but if the sufficient decrease condition is not satisfied 	 *  then the interpolation is cubic. 	 *	 * @param alphaLow								Among all step lengths generated so far and satisfying the sufficient decrease condition, the one giving the smallest function value.	 * @param linearFunctionInAlphaLow				Energy function value at alphaLow.	 * @param linearFunctionDerivativeInAlphaLow	Derivative value at alphaLow.	 * @param alphaHigh								AlphaHigh is chosen so that linearFunctionDerivativeInAlphaj * (alphaHigh-alphaLow) < 0	 * @param linearFunctionInAlphaHigh				Energy function value at alphaHigh.	 * @return										Value of alpha that satisfies the sufficient decrease condition, without being too small.	 */	private double interpolation(double alphaLow, double linearFunctionInAlphaLow, double linearFunctionDerivativeInAlphaLow, 								double alphaHigh, double linearFunctionInAlphaHigh) {				double minAlpha = Math.min(alphaLow, alphaHigh);		double alphaDiff = Math.abs(alphaHigh - alphaLow);		double alphaInterpolation;		//logger.debug("We form a quadratic approximation to the linear function");		double alpha1 = -1 * ((linearFunctionDerivativeInAlphaLow * Math.pow(alphaDiff,2)) / (2 * (linearFunctionInAlphaHigh - linearFunctionInAlphaLow - linearFunctionDerivativeInAlphaLow * alphaDiff)));				//logger.debug("The value alpha1 = " + alpha1 + ", is the minimizer of this quadratic function");				if ((alpha1 > alphaDiff) | (Math.abs(alpha1 - alphaDiff) < 0.000000001)) {			if (alpha1 < 1E-7) {}			else {				/*System.out.println("We reset alpha1 = alphaDiff / 2, because alphaInterpolation = " + alpha1 + " is too close to its predecessor " +						"alphaiMinus1 = " + alphaDiff); */				alpha1 = alphaDiff / 2;			}		} else {			if ((alpha1 < 0) & (alpha1 < (alphaDiff - 9 * alphaDiff / 10))) {				if (alpha1 < 1E-7) {}				else {					//logger.debug("We reset alphai = alphaiMinus1 / 2, because alphaInterpolation = " + alpha1 + " is 	too much smaller than alphaiMinus1 = " + alphaDiff); 					alpha1 = alphaDiff / 2;				}			}		}		//logger.debug("alpha1 = " + alpha1);		alphaInterpolation = minAlpha + alpha1;		this.linearFunctionAlphaInterpolation = this.evaluateEnergyFunction(alphaInterpolation);		//logger.debug("alphaInterpolation = " + alphaInterpolation);		//logger.debug("linearFunctionAlphaInterpolation = " + this.linearFunctionAlphaInterpolation);		if (this.linearFunctionAlphaInterpolation <= this.linearFunctionInAlpha0 + this.c1 * (alphaInterpolation) * this.linearFunctionDerivativeInAlpha0) {			//logger.debug("The sufficient decrease condition is satisfied at alpha1 and we termine the interpolation");		}		else {			//double alphaiMinus2;			//double alphaiMinus1 = alphaDiff;			//double linearFunctionInAlphaiMinus2;			//double linearFunctionInAlphaiMinus1 = linearFunctionInAlphaHigh;			double alphai; // = alpha1;			//double linearFunctionInAlphai = this.linearFunctionAlphaInterpolation;							//do {				//alphaiMinus2 = alphaiMinus1;				//alphaiMinus1 = alphai;				//linearFunctionInAlphaiMinus2 = linearFunctionInAlphaiMinus1;				//linearFunctionInAlphaiMinus1 = linearFunctionInAlphai;									//logger.debug("We construct a cubic function that interpolates the fours pieces of information");					a = 1/(Math.pow(alphaDiff,2) * Math.pow(alpha1, 2) * (alpha1-alphaDiff));				b = a;				a = a * (Math.pow(alphaDiff,2) * (this.linearFunctionAlphaInterpolation - linearFunctionInAlphaLow - linearFunctionDerivativeInAlphaLow * alpha1) 						+ (-Math.pow(alpha1,2)) * (linearFunctionInAlphaHigh - linearFunctionInAlphaLow - linearFunctionDerivativeInAlphaLow * alphaDiff));				b = b * (- Math.pow(alphaDiff,3) * (this.linearFunctionAlphaInterpolation - linearFunctionInAlphaLow - linearFunctionDerivativeInAlphaLow * alpha1) 						+ Math.pow(alpha1,3) * (linearFunctionInAlphaHigh - linearFunctionInAlphaLow - linearFunctionDerivativeInAlphaLow * alphaDiff));								//logger.debug("a = " + a);				//logger.debug("b = " + b);								alphai = (-b + Math.sqrt(Math.pow(b,2) - 3 * a * linearFunctionDerivativeInAlphaLow)) / (3 * a);				//logger.debug("alphai = " + alphai);								if (Math.abs(alphai - alpha1) < 0.000000001) {					/*System.out.println("We reset alphai = alpha1 / 2, because alphaInterpolation = " + alphai + " is too close to its predecessor " +							"alpha1 = " + alpha1); */					alphai = alpha1 / 2;				} else {if (alphai < (alpha1 - 9 * alpha1 / 10)) {					//logger.debug("We reset alphai = alpha1 / 2, because alphaInterpolation = " + alphai + " is 	too much smaller than alpha1 = " + alpha1); 					alphai = alpha1 / 2;					}				}							alphaInterpolation = minAlpha + alphai;				this.linearFunctionAlphaInterpolation = this.evaluateEnergyFunction(alphaInterpolation);				//logger.debug("alphaInterpolation = " + alphaInterpolation);				//logger.debug("linearFunctionAlphaInterpolation = " + this.linearFunctionAlphaInterpolation);				//functionEvaluationNumber = functionEvaluationNumber + 1;							/*} while (((linearFunctionInAlphai > linearFunctionInAlphaLow + this.c1 * (alphaLow + alphai) * linearFunctionDerivativeInAlphaLow) & (functionEvaluationNumber < 5)) 					| ((linearFunctionInAlphai - this.linearFunctionAlphaInterpolation) < 0.00000001) | ((alphai - alpha1) < 0.00000001));*/										}					return alphaInterpolation;	}		/**Evaluate the energy function from an alpha value, using the current coordinates and the current direction.	 * 	 * @param alpha		 * @return			Energy function value.	 */	private double evaluateEnergyFunction(double alpha) {		//logger.debug("alpha= " + alpha);		this.xAlpha.set(this.x);		//logger.debug("xAlpha = " + xAlpha);		GVector directionStep = direction;		//logger.debug("directionStep = " + directionStep);		xAlpha.scaleAdd(alpha, directionStep, xAlpha);		//logger.debug("xAlpha = " + xAlpha);		double fxAlpha = pf.energyFunction(xAlpha);		//logger.debug("fxAlpha = " + fxAlpha);		return fxAlpha;	}			/**Evaluate the gradient of the energy function from an alpha value, 	 * using the current coordinates and the current direction.	 * 	 * @param alpha		Alpha value for the one-dimensional problem generate from the current coordinates and the current direction.	 * @return				Gradient of the energy function at alpha. 	 */	private GVector evaluateEnergyFunctionDerivative(double alpha) {		//logger.debug("alpha= " + alpha);		this.xAlpha.set(this.x);		//logger.debug("xAlpha = " + xAlpha);		GVector directionStep = direction;		//logger.debug("directionStep = " + directionStep);		xAlpha.scaleAdd(alpha, directionStep, xAlpha);		//logger.debug("xAlpha = " + xAlpha);		pf.setEnergyGradient(xAlpha);		GVector dfxAlpha = pf.getEnergyGradient();		//logger.debug("dfxAlpha = " + dfxAlpha);		return dfxAlpha;	}		/**	 *	From the interval [a, b] that bracket the minimum, evaluates the energy function at an intermediate point x 	 *  and obtain a new, smaller bracketing interval, either (a,x) or (x,b).	 	 *	 * @param lambdaMin		a	 * @param flambdaMin		Energy function at a.	 * @param lambdaMax		b	 * @param flambdaMax		Energy function at b.	 * @return					An intermediate point x	 */	/*private double goldenSectionMethod(double lambdaMin, double flambdaMin, double lambdaMax, double flambdaMax) {		//logger.debug("Golden Section Search");		double goldenLambda;				double lambda1 = lambdaMin;		double lambda4 = lambdaMax;		double lambda2 = lambda1 + 0.3819660112 * (lambda4 - lambda1);		double lambda3 = lambda1 + 0.6180339887498948482 * (lambda4 - lambda1);				//double flambda1 = flambdaMin;		double flambda2 = evaluateEnergyFunction(lambda2);		double flambda3 = evaluateEnergyFunction(lambda3);		//double flambda4 = flambdaMax;				//logger.debug("lambda1 = " + lambda1 + ", flambda1 = " + flambda1);		//logger.debug("lambda2 = " + lambda2 + ", flambda2 = " + flambda2);		//logger.debug("lambda3 = " + lambda3 + ", flambda3 = " + flambda3);		//logger.debug("lambda4 = " + lambda4 + ", flambda4 = " + flambda4);		if (flambda2 < flambda3) {		//we can bracket the minimum by the interval [lambda1, lambda3]			goldenLambda = lambda2;			linearFunctionGoldenAlpha = flambda2;		}			else {			//we can bracket the minimum by the interval [lambda2, lambda4]			goldenLambda = lambda3;			linearFunctionGoldenAlpha = flambda3;		}		return goldenLambda;	}*/}

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