Example #1
0
    def getEnergy(self, coords):
        E = GMINPotential.getEnergy(self, coords)
        ca = CoordsAdapter(nrigid=coords.size / 6, coords=coords)
        RMX = [rmdrvt(p, True) for p in ca.rotRigid]

        xback = np.array([x - 0.4 * np.dot(r[0], np.array([1.0, 0.0, 0.0])) for x, r in zip(ca.posRigid, RMX)])
        xbase = np.array([x + 0.4 * np.dot(r[0], np.array([1.0, 0.0, 0.0])) for x, r in zip(ca.posRigid, RMX)])

        Eangle = 0
        v2 = xback[1] - xback[0]
        v2 /= np.linalg.norm(v2)
        for i in xrange(1, ca.nrigid - 1):
            v1 = -v2.copy()
            v2 = xback[i + 1] - xback[i]
            v2 /= np.linalg.norm(v2)

            theta = np.arccos(np.dot(v1, v2))
            Eangle += 0.5 * self.k * (theta - self.theta0) ** 2

        # add the torsion angle
        Etorsion = 0
        if self.use_torsion:
            for i in xrange(ca.nrigid - 3):
                theta = dihedral_angle(xback[i : i + 4])
                Etorsion += U_torsion_back(theta)
        return E + Eangle + Etorsion
Example #2
0
    def getEnergyGradient(self, coords):
        # return self.getEnergy(coords), self.NumericalDerivative(coords)
        E, grad = GMINPotential.getEnergyGradient(self, coords)

        ca = CoordsAdapter(nrigid=coords.size / 6, coords=coords)
        RMX = [rmdrvt(p, True) for p in ca.rotRigid]

        xback = [x - 0.4 * np.dot(r[0], np.array([1.0, 0.0, 0.0])) for x, r in zip(ca.posRigid, RMX)]
        xbase = [x - 0.4 * np.dot(r[0], np.array([1.0, 0.0, 0.0])) for x, r in zip(ca.posRigid, RMX)]

        gback = np.zeros_like(xback)
        Eangle = 0.0
        v2 = xback[1] - xback[0]
        absv2 = np.linalg.norm(v2)
        v2 /= absv2
        for i in xrange(1, ca.nrigid - 1):
            v1 = -v2
            absv1 = absv2
            v2 = xback[i + 1] - xback[i]
            absv2 = np.linalg.norm(v2)
            v2 /= absv2

            v1v2 = np.dot(v1, v2)
            theta = np.arccos(v1v2)
            Eangle += 0.5 * self.k * (theta - self.theta0) ** 2

            acos_prime = 1.0 / np.sqrt(1.0 - v1v2 ** 2)
            s = self.k * (theta - self.theta0) * acos_prime
            gback[i - 1] += s * (-v2 / absv1 + v1v2 * v1 / absv1)
            gback[i] += s * (v1 / absv2 + v2 / absv1 - v1v2 * v1 / absv1 - v1v2 * v2 / absv2)
            gback[i + 1] += s * (-v1 / absv2 + v1v2 * v2 / absv2)

        Etorsion = 0
        if self.use_torsion:
            for i in xrange(ca.nrigid - 3):
                r = xback[i : i + 4]
                theta = dihedral_angle(r)
                e_theta, g_theta = U_torsion_back_grad(theta)
                Etorsion += e_theta
                gback[i : i + 4] += g_theta * dihedral_gradient(r)

        cg = CoordsAdapter(nrigid=ca.nrigid, coords=grad)
        cg.posRigid += gback
        for i in xrange(ca.nrigid):
            x = -0.4 * np.array([1.0, 0.0, 0.0])
            R = RMX[i]
            cg.rotRigid[i][0] += np.dot(gback[i], np.dot(R[1], x))
            cg.rotRigid[i][1] += np.dot(gback[i], np.dot(R[2], x))
            cg.rotRigid[i][2] += np.dot(gback[i], np.dot(R[3], x))
        return E + Eangle + Etorsion, grad