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Distribution of $r_{12} \cdot p_{12}$ in quantum systems PDF

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Preview Distribution of $r_{12} \cdot p_{12}$ in quantum systems

Distribution of r ·p in quantum systems 12 12 Yves A. Bernard, Pierre-Fran¸cois Loos,∗ and Peter M. W. Gill† Research School of Chemistry, Australian National University, Canberra, ACT 0200, Australia (Dated: February 1, 2013) We introduce the two-particle probability density X(x) of x = r ·p = (r −r )·(p −p ). 12 12 1 2 1 2 We show how to derive X(x), which we call the Posmom intracule, from the many-particle wave- function. We contrast it with the Dot intracule [Y. A. Bernard, D. L. Crittenden, P. M. W. Gill, Phys. Chem. Chem. Phys., 10, 3447 (2008)] which can be derived from the Wigner distribution and show the relationships between the Posmom intracule and the one-particle Posmom density [Y. A. Bernard, D. L. Crittenden, P. M. W. Gill, J. Phys. Chem. A, 114, 11984 (2010)]. To illus- trate the usefulness of X(x), we construct and discuss it for a number of two-electron systems. 3 1 PACSnumbers: 31.15.X-,31.15.ve,31.15.vj,81.07.Ta 0 Keywords: Two-particledensitydistribution,Wignerdistribution,Intracule,Posmom 2 n a J 1 3 ] h p - m e h c . s c i s y h p [ 1 v 2 5 5 7 . 1 0 3 1 : v i X r a ∗ [email protected] † Correspondingauthor;[email protected] 2 I. INTRODUCTION Intracules are two-particle density distributions obtained from the spinless second-order reduced density matrix [1] (cid:18)r , r(cid:48)(cid:19) (cid:90) ρ 1 1 = Ψ∗(r ,r ,r ,...,r )Ψ(r(cid:48),r(cid:48),r ,...,r )dr ···dr , (1) 2 r , r(cid:48) 1 2 3 N 1 2 3 N 3 N 2 2 where Ψ(r ,r ,r ,...,r ) is the N-particle position wave function. Intracules are usually normalized to the number 1 2 3 N of particle pairs N(N −1)/2. The seminal intracule is the Position intracule (cid:90) (cid:18) (cid:19) r , r P(u)= ρ drdΩ , (2) 2 r+u , r+u u which was introduced long ago by Coulson and Neilson [2] to study correlation effects in the helium atom. In (2), u = r −r , u = |u| ≡ r and Ω is the angular part of u. P(u) gives the probability density for finding two 1 2 12 u particles separated by a distance u and has been widely studied [3–21]. The corresponding Momentum intracule [22, 23] is 1 (cid:90) (cid:18) r , r+q(cid:19) M(v)= ρ eiq·vdrdqdudΩ , (3) (2π)3 2 r+u+q , r+u v where v =p −p , v =|v|≡p and Ω is the angular part of v. M(v) gives the probability density for finding two 1 2 12 v particles moving with a relative momentum v. Starting with the Wigner distribution [24, 25], one can construct a family of intracules [15, 16], which provide two-electron position and/or momentum information. Within this family, the patriarch is the Omega intracule 1 (cid:90) (cid:18) r , r+q(cid:19) Ω(u,v,ω)= ρ eiq·vδ(ω−θ )drdqdΩ dΩ , (4) (2π)3 2 r+u+q , r+u uv u v where ω ≡ θ is the dynamical angle between the vector u and v. Ω(u,v,ω) can be interpreted as the joint quasi- uv probability density for u, v and ω. The quasi prefix emphasizes that Ω(u,v,ω) is not a rigorous probability density and, indeed, it may take negative values [24]. Based on the observation of Rassolov [26] that both relative position and relative momentum are important to describe the correlation between pairs of electrons, and because the Omega intraculecontainsinformationonbothquantities,Ω(u,v,ω)hasbeenextensivelyusedinIntraculeFunctionalTheory (IFT) [16, 17, 27–33]. Appropriate integrations [16] reduce the Omega intracule to lower-order intracules such as P(u), M(v) and the Angle intracule [27, 28] (cid:90) ∞(cid:90) ∞ Υ(ω)= Ω(u,v,ω)dudv, (5) 0 0 which provides information on the angle ω between u and v. A similar reduction yields the Dot intracule [17, 30] (cid:90) ∞(cid:90) ∞ Ω(u,z/u,ω) D(x)= dzdu. (6) uzsinω 0 x The variable x=u·v =uvcosω combines information on the relative position and momentum of the particles, and it is easy to show that it gives the rate of change of u2, i.e. 1 d x= u2. (7) 2dt In this way, x sheds light on the motion of the electrons. For example, x = 0 implies that the electrons are moving in such a way that their separation is constant. This could arise, for example, if they were in a circular orbit around their centre of mass. AlthoughD(x)isusuallyanon-negativefunctionandhasprovenusefulforunderstandingelectronicbehaviour[27] andforestimatingelectroncorrelationenergiesinatomicandmolecularsystems[29,30],itsconnectiontotheOmega suggests that it is not a rigorous probability density. However, in the following Section, we show how to derive the exact probability distribution of x. 3 II. THE POSMOM INTRACULE We define the Posmom intracule X(x) to be the exact probability density for the variable x = u·v. It is the two-particle version of the Posmom density S(s) where s = r ·p [34–36] and, as we have argued that s describes particle trajectories, we now propose that x likewise characterizes pair trajectories. The quantum mechanical operator (cid:18) (cid:19) 3 s¯=−i(cid:126) +r·∇ (8) 2 r is known to be an unbounded self-adjoint operator [37, 38] and its two-particle equivalent is (cid:18) (cid:19) 3 x¯=−2i(cid:126) +u·∇ , (9) 2 u where ∇ is the gradient operator. Both s¯and x¯ correspond to quantum mechanical observables. Following the same approach used in [34] to obtain S(s) from s¯, one can show that the Posmom intracule can be expressed as the Fourier transform 1 (cid:90) ∞ X(x)= X(cid:98)(k)eikxdk (10) 2π −∞ of the two-particle hyperbolic autocorrelation function (cid:90) (cid:18) r , r+sinh(k(cid:126))u(cid:19) X(cid:98)(k)= ρ2 r+ek(cid:126)u , r+cosh(k(cid:126))u drdu. (11) This expression can be simplified after defining the intracule density matrix ρ (cid:0)u , u(cid:48)(cid:1)=(cid:90) ρ (cid:18)U −u/2 , U −u(cid:48)/2(cid:19)dU, (12) u 2 U +u/2 , U +u(cid:48)/2 where U =r +r is the extracule vector, and yields 1 2 (cid:90) X(cid:98)(k)= ρu(cid:0)e+k(cid:126)u , e−k(cid:126)u(cid:1)du. (13) In an entirely analogous way, the Dot intracule can be expressed as the Fourier transform 1 (cid:90) ∞ D(x)= D(cid:98)(k)eikxdk (14) 2π −∞ of the f-Dot function [30] (cid:90) (cid:18) r , r+k(cid:126)u(cid:19) D(cid:98)(k)= ρ2 r+u+k(cid:126)u , r+u drdu, (15) and the latter can be reduced to (cid:90) D(cid:98)(k)= ρu(cid:0)(1+k(cid:126))u , (1−k(cid:126))u(cid:1)du. (16) Comparing (13) with (16) and the Taylor expansion of the exponential function k2 e±k(cid:126) =1±k(cid:126)+ (cid:126)2+... (17) 2 reveals that the probability density D(x) derived from the Wigner distribution is a first-order approximation to the exact density X(x). Thus, the quasi-intracule is correct to O((cid:126)) and becomes exact in the classical limit (cid:126) → 0. Remarkably, one can construct the exact density from the approximate density using the mapping D(cid:98)(tanh(k(cid:126))) X(cid:98)(k)= . (18) cosh3(k(cid:126)) 4 TABLE I. One- and two-particle hyperbolic autocorrelation functions. Density Intracule (cid:90) (cid:16) (cid:17) (cid:90) (cid:16) (cid:17) Dot S(cid:98)W(k)= ρ1 (1+k(cid:126)/2)r , (1−k(cid:126)/2)r dr D(cid:98)(k)= ρu (1+k(cid:126))u , (1−k(cid:126))u du (cid:90) (cid:16) (cid:17) (cid:90) (cid:16) (cid:17) Posmom S(cid:98)(k)= ρ1 e+k(cid:126)/2r , e−k(cid:126)/2r dr X(cid:98)(k)= ρu e+k(cid:126)u , e−k(cid:126)u du S(cid:98)(k)= S(cid:98)W(2tanh(k(cid:126)/2)) X(cid:98)(k)= D(cid:98)(tanh(k(cid:126))) Relation cosh3(k(cid:126)/2) cosh3(k(cid:126)) =S(cid:98)W(k)+O((cid:126)2) =D(cid:98)(k)+O((cid:126)2) TableIgivestheone-andtwo-particlehyperbolicautocorrelationfunctions, thecorrespondingfirst-order(Wigner) approximations, and the relations between them. In Table I, the one-particle density matrix is given by (cid:32) (cid:33) (cid:16) (cid:17) 2 (cid:90) r , r(cid:48) ρ r , r(cid:48) = ρ 1 1 dr . (19) 1 1 1 N −1 2 r , r 2 2 2 Ifthewavefunctionisexpandedinone-electronfunctions, φ (r), thereducedtwo-particledensitymatrixbecomes a (cid:32) (cid:33) r , r(cid:48) (cid:88) ρ 1 1 = P φ (r )φ (r(cid:48))φ (r )φ (r(cid:48)), (20) 2 r , r(cid:48) abcd a 1 b 1 c 2 d 2 2 2 abcd where P is a two-particle density matrix element. In this case, (11) is given by abcd (cid:88) X(cid:98)(k)= Pabcd[abcd]X(cid:98), (21) abcd where we have introduced the two-particle hyperbolic autocorrelation integral [abcd] . For example, if the basis X(cid:98) functions are s-type Gaussians, we obtain (in atomic units) (cid:90) [ssss] = e−α|r−A|2e−β|r+sinh(k)u−B|2e−γ|r+exp(k)u−C|2e−δ|r+cosh(k)u−D|2drdu X(cid:98) π3 (cid:20)1(cid:16)|H|2 (cid:17)(cid:21) = exp −F , (22) J3/2 ξ J where ξ =α+β+γ+δ, (23a) J =ξ[βsinh2(k)+γexp2(k)+δcosh2(k)]−[βsinh(k)+γexp(k)+δcosh(k)]2, (23b) F =αβ|A−B|2+αγ|A−C|2+αδ|A−D|2+βγ|B−C|2+βδ|B−D|2+γδ|C−D|2, (23c) and H =sinh(k)G +exp(k)G +cosh(k)G , (24a) B C D G =αβ(B−A)+βγ(B−C)+βδ(B−D), (24b) B G =αγ(C−A)+βγ(C−B)+γδ(C−D), (24c) C G =αδ(D−A)+βδ(D−B)+γδ(D−C). (24d) D The scalars and vectors above are independent of the choice of origin and X(cid:98)(k) and X(x) are therefore likewise independent. This contrasts with the annoying origin-dependence [35] of the one-electron posmom density S(s). Integrals of higher angular momentum can be generated by differentiating [ssss] with respect to the Cartesian X(cid:98) coordinatesofthebasisfunctioncenters,asfirstsuggestedbyBoys[39],or,moreefficiently,usingrecurrencerelations [31]. We have written a program to compute X(x) within an spd Gaussian basis set and implemented this in a development version of the Q-Chem 3.2 quantum chemistry package [40]. 5 Eqs (21) – (24) are easily modified to generate P(u), M(v), Υ(ω) and D(cid:98)(k). In particular, if the functions sinh(k), exp(k) and cosh(k) are replaced by their first-order approximations (k, 1+k and 1, respectively) in the expressions for J and H, one obtains the f-Dot integrals [ssss] [30]. D(cid:98) In the special case of concentric s-type Gaussians, the intracule integrals become 4π5/2 (cid:18) µ (cid:19) [ssss] = u2exp − u2 , (25a) P ξ3/2 ξ 4π5/2 (cid:18) ν (cid:19) [ssss] = v2exp − v2 , (25b) M χ3/2 χ π3(cid:0)λ−2ηcos2ω(cid:1) [ssss] = sinω, (25c) Υ 2ζ3/2(λ+ηcos2ω)5/2 π3 [ssss] = , (25d) D(cid:98) K3/2 π3 [ssss] = , (25e) X(cid:98) J3/2 where µ=(α+β)(γ+δ), (26a) ν =(α+γ)(β+δ), (26b) ζ =(α+δ)(β+γ), (26c) χ=4(αβγ+αβδ+αγδ+βγδ), (26d) (cid:18) (cid:19)(cid:18) (cid:19) 1 1 αδ βγ λ= + + , (26e) α+δ β+γ α+δ β+γ (cid:18) α β (cid:19)2 η = − , (26f) α+δ β+γ K =ξ(cid:2)βk2+γ(1+k)2+δ(cid:3)−[βk+γ(1+k)+δ]2. (26g) Inthecalculationsdescribedbelow,wehavecomputedX(x)andD(x)numericallyusingEqs. (10)and(14). D(cid:98)(k), X(cid:98)(k), D(x) and X(x) are all even functions and we will therefore focus only on x≥0 and k ≥0. Physical interpretations of the variables u, v, ω and x are summarized in Fig. 1. The three limiting configurations ω =0,π/2andπ (whichcorrespondtox=uv,0and−uv)aredepictedfortheweak(uandv large),medium(where one of u and v is large and the other is small) and strong correlation (u and v small) regimes. A faithful description of electron correlation requires information about the relative position u and momentum v, but also on the mutual orientation ω of these two vectors, which gives insight into the nature of the electrons’ mutual orbit. The Dot and Posmom intracules provide information about the distribution of values of x = uvcosω, and thus about the type of correlation regime (weak, medium or strong). However, as noted above, being a first-order approximation of X(x), the information gathered in D(x) is slightly biased. The effects of this approximation will be investigated below. In Section III, the Posmom intracule is investigated alongside D(x), Υ(ω), P(u) and M(v) for the two electrons in a parabolic quantum dot. In Section IV, we turn our attention to the electrons in a helium atom or helium-like ion. We also compare the Posmom intracules for ground and excited states and study the effect of the dimensionality of the space D. Atomic units are used throughout. III. PARABOLIC QUANTUM DOTS In our study of the Posmom intracule in parabolic quantum dots [41], we consider three different treatments of the Coulomb interaction between the two electrons. First, the non-interacting case, in which it is simply ignored; second, the Hartree-Fock (HF) case [42] in which it is approximated in a mean-field sense; third, the exact treatment which is possible for certain values of the harmonic confinement force constant [43, 44]. 6 !=0 !=0 x =u v (medium) x =u v (large) !=!/2 !=!/2 large u x =0 x =0 !=! !=! x =-u v (medium) x =-u v (large) medium correlation weak correlation !=0 !=0 x =u v (small) x =u v (medium) !=!/2 !=!/2 small u x =0 x =0 !=! !=! x =-u v (small) x =-u v (medium) strong correlation medium correlation small v large v FIG. 1. Physical interpretation of the variables u, v, ω and x in the weak, medium and strong correlation regimes. A. Hamiltonian and wave functions The Hamiltonian is 1 1 H=− (∇2+∇2)+V(r )+V(r )+ , (27) 2 1 2 1 2 r 12 where r2 V(r)= (28) 2κ2 is the external harmonic potential and 1/κ2 is the force constant. The 1S ground state of the non-interacting system has the wave function Ψ (r ,r )=ψ (r )ψ (r ), (29) 0 1 2 0 1 0 2 (cid:18) r2(cid:19) ψ (r)=(πκ)−3/4exp − , (30) 0 2κ and the energy 3 E = . (31) 0 κ The more accurate HF wave function Ψ (r ,r )=ψ (r )ψ (r ) (32) HF 1 2 HF 1 HF 2 7 TABLE II. Energies of parabolic quantum dots for different treatments of the interelectronic interaction. N κ=2 κ=10 G E — 1.5 0.3 0 1 2.04 0.53 2 2.038439 0.52904 3 2.0384389 0.5290415 E HF 4 2.0384388718 0.5290415256 5 2.038438871755 0.52904152556 O’Neill and Gilla 2.03843887 — Ragotb 2.03843887176 — E — 2. 0.5 exact a Reference[14]: 7basisfunctions. b Reference[46]: 11basisfunctions. is not known in closed form, but can be efficiently treated numerically by expanding ψ (r) in a Gaussian basis HF (cid:88)NG ψ (r)= c exp(−α r2). (33) HF j j j=1 TheHFenergycanbedirectlyminimizedwithrespecttothecoefficientsc andexponentsα usinganumericalsolver j j [45], thus avoiding the self-consistent field procedure usually needed for this kind of calculation [46, 47]. Theexactwavefunctionandenergycanbefoundinclosedform[44]forcertainvaluesofκ. Forexample, forκ=2 (cid:16) r (cid:17) Ψ (r ,r )= 1+ 12 ψ (r )ψ (r ), (34a) 2 1 2 2 0 1 0 2 E =2, (34b) 2 and, for κ=10, (cid:18) r r2 (cid:19) Ψ (r ,r )= 1+ 12 + 12 ψ (r )ψ (r ), (35a) 10 1 2 2 20 0 1 0 2 E =1/2. (35b) 10 Table II shows the convergence of E with N for κ=2 and κ=10. The correlation energy HF G E =E −E (36) c exact HF for κ=2 (E =38.438871755 mE ) agrees with earlier work [14, 46]. For κ=10, we find E =29.04152556 mE . c h c h B. Position Intracule The non-interacting Position intracule is (cid:114) 2 (cid:18) u2(cid:19) P (u)= u2exp − . (37) 0 πκ3 2κ and the HF intracule P (u) is found from (25a) and (33). For κ=2 and κ=10, the exact intracules are given by HF,κ (1+u/2)2 (cid:18) u2(cid:19) P (u)= √ u2exp − , (38) 2 8+5 π 4 (1+u/2+u2/20)2 (cid:18) u2(cid:19) P (u)= √ u2exp − . (39) 10 5/2(240+61 5π) 20 Equation (38) has been reported previously [14]. 8 C. Momentum Intracule Using the same notation as above, the non-interacting Momentum intracule is 2 (cid:18) κv2(cid:19) M (v)= κ3/2v2exp − , (40) 0 π 2 M (v) and M (v) are obtained from (25b) and (33), and the exact Momentum intracules are HF,2 HF,10 M2(v)= 8+8v52√π (cid:34)(cid:114)π2 +e−v22 +(cid:18)i1v +iv(cid:19)erf(cid:18)√iv2(cid:19)e−v22(cid:35)2, (41) M10(v)= 48√850√+56v12√π (cid:34)(cid:114)1π0 +(cid:0)4−5v2(cid:1)e−5v22 +(cid:18)i1v +5iv(cid:19)erf(cid:32)(cid:114)52iv(cid:33)e−52v2(cid:35)2, (42) where erf(z) is the error function [48]. Equation (41) has been reported previously [14]. D. Angle Intracule The Angle intracule of two non-interacting particles is entirely determined by the Jacobian factor and is [28] 1 Υ (ω)= sinω. (43) 0 2 Υ (ω) and Υ (ω) are obtained from (25c) and (33). Υ (ω) and Υ (ω) have been obtained by numerical HF,2 HF,10 2 10 integration of (4) and (5). Eq. (4) can be reduced to a two-dimensional integral, and the resulting four-dimensional numerical integration in Eq. (5) was performed carefully to ensure accuracy of O(10−3) for each value of ω. E. Dot and Posmom intracules D(cid:98)HF,2(k) and D(cid:98)HF,10(k) [Eqs. (33) and (25d)], as well as X(cid:98)HF,2(k) and X(cid:98)HF,10(k) [Eqs. (33) and (25e)] have been obtained numerically. Table III gathers the non-interacting and exact (κ= 2 and 10) Dot and Posmom intracules in Fourier and real space. The similarity between the Dot and Posmom expressions is striking. F. Holes The correlation hole was originally defined [2] as the difference between the exact and HF Position intracule ∆P(u)=P(u)−P (u), (44) HF but this can be extended to any intracule I ∆I =I−I . (45) HF One can also define the HF hole as the difference between the HF and non-interacting intracules ∆I =I −I . (46) HF HF 0 Fig. 2showsalloftheintraculesforκ=2andFig.3showstheholescreatedastheCoulombinteractionisintroduced. One can see from P(u) and M(v) in Figs. 2(a) or 2(b) that the electrons are found at larger separations and move withlowerrelativemomentaintheHFapproximationthaninthenon-interactingcase. However, thenon-interacting and HF intracules, Υ(ω), D(x) and X(x), are almost identical. The fact that Υ(ω), D(x) and X(x) are all invariant under a uniform scaling leads us to conclude that the introduction of the Coulomb operator at the mean-field level leads to an almost exact dilation of the system. Fig. 3 reveals that the HF holes and correlation holes of P(u) and M(v) are surprisingly similar in size and shape. It also shows that the introduction of correlation decreases the probabilities of ω ≈ π/2 and x ≈ 0, indicating that 9 (cid:21) ) is (πxh4 Γ n rierandrealspacesfortwoparabolicquantumdots.Notethatofthesecondkind[48]. Posmom 13/2cosh(2k) (cid:104)(cid:105)√√8cosh(k)2π3π1++√23/25/28+5πcosh(2k)cosh(2k)cosh(2k) (cid:104)(cid:105)√√√80cosh(k)160cosh(k)165π305π155π++++233/25/27/2cosh(2k)cosh(2k)5πcosh(2k)cosh(2k)cosh(2k) (cid:12)(cid:12)(cid:1)(cid:0)213+ixΓ√(cid:12)(cid:12)432π(cid:20)(cid:21)√()()πxπx(cid:12)(cid:12)(cid:12)(cid:12)(cid:0)(cid:1)(cid:0)(cid:1)xsinh+cosh223+ix25+ix44Γ+2Γ+π(cid:12)(cid:12)(cid:12)(cid:12)√)()πx44+5ππcosh2(cid:20)2()()πx(cid:12)(cid:12)(cid:12)(cid:12)(cid:0)(cid:1)(cid:0)(cid:1)(cid:0)(cid:1)x+5cosh+4xsi2223+ix5+ix10π4x+25Γ+40Γ+√(cid:12)(cid:12)(cid:12)(cid:12)()πx445cosh2 ntsinFoufunction 1√240+61 (8 √5√)40+615π eatmeBessel √(2π2 trd (cid:111) exactmodifie (cid:21) (cid:105)˜K(x)3 Posmomintraculesforthenon-interactingandthe˜n8]andK=xK,whereKrepresentsthenthnnn Dot 13/22(1+k)(cid:20)(cid:21)√√ππ681−++√23/25/28+5π()()()2221+k1+k1+k(cid:20)√√803206015π5π−++√233/27/2()()+615π()()22221+k1+k1+k1+k 1xK(x)1π √(cid:104)(cid:105)˜˜˜1−K(x)+22K(x)+2K(x)√123/28π+5π √√(cid:110)(cid:104)(cid:105)(cid:104)˜˜˜202−K(x)+K(x)+5K(x)+413/25/25π 4 0 √ d[ 4 1 tantion 2 1√π+6 Donc 40 u 2 f EIII.mma n-int. =2 =10 n-int. =2 =10 BLga No κ κ No κ κ TAhe ecaps reiruoF ecaps laeR t 10 P(cid:72)u(cid:76) M(cid:72)v(cid:76) 0.4 0.8 0.3 0.6 0.2 0.4 0.1 0.2 u v 1 2 3 4 5 6 0.5 1.0 1.5 2.0 2.5 3.0 (a)Position (b)Momentum (cid:85)(cid:72)Ω(cid:76) 0.5 0.4 0.3 0.2 0.1 Ω 0.5 1.0 1.5 2.0 2.5 3.0 (c)Angle D(cid:72)x(cid:76) X(cid:72)x(cid:76) 0.30 0.25 0.15 0.20 0.10 0.15 0.10 0.05 0.05 x x 1 2 3 4 5 6 7 1 2 3 4 5 6 7 (d)Dot (e)Posmom FIG. 2. Intracules for a parabolic quantum dot with κ=2: non-interacting(—), HF (- - -) and exact (···). the correlated electrons spend less time circularly orbiting their centre of mass. This conclusion is supported by both the non-rigorous Υ(ω) and D(x) intracules and the rigorous X(x) intracule. However, the differences between D(x) and X(x) are significant. D(x) comes from the Wigner distribution and, as Eqs (13) and (16) show, it is the O((cid:126)) approximation to X(x). Its Fourier transform D(cid:98)(k) decays as k−3 for large k and this creates a discontinuity in the second derivative D(cid:48)(cid:48)(x) at x = 0 [30, 49]. In contrast, X(x) is smooth at x=0. One of the consequences of this misbehaviour at x=0 is that, for the κ=2 quantum dot, the Dot intracule’s prediction D(0)=0.219 overestimates the exact value X(0)=0.168 by 30%.

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