Open Access Article
Pablo del Mazo-Sevillano
*a,
Susana Gómez-Carrasco
a,
Alfredo Aguado
b and
Octavio Roncero
*c
aDepartamento de Química Física, Facultad de Ciencias Químicas, Universidad de Salamanca, 37008 Salamanca, Spain. E-mail: pablomazo@usal.es
bDepartamento de Química Física Aplicada (UAM), Unidad Asociada a IFF-CSIC, Facultad de Ciencias Módulo 14, Universidad Autónoma de Madrid, 28049 Madrid, Spain
cInstituto de Física Fundamental (IFF-CSIC), C.S.I.C., Serrano 123, 28006 Madrid, Spain. E-mail: octavio.roncero@csic.es
First published on 6th May 2026
Tracking the complex non-adiabatic transitions in far-ultraviolet photodissociation demands highly accurate diabatic potential energy matrices (PEMs) across numerous excited states. To address this, we introduce a fully automated diabatization method that leverages artificial neural networks to fit PEMs. Our approach divides the PEM into a physically grounded zeroth-order diagonal term, which is then corrected by a neural network matrix to capture electronic couplings. By enforcing symmetry constraints on off-diagonal elements and sharing degenerate diabatic states between the A′ and A″ irreducible representations, the diabatization process becomes completely automatic. We validate this method using time-dependent wavepacket calculations to simulate the photodissociation of CH2+, incorporating relevant states up to ≈13.6 eV. Finally, we compute partial cross-sections for all fragmentation channels—including total and partial fragmentation yielding CH+, CH, H2, and H2+ diatoms—revealing a notably high cross-section for the formation of the CH radical.
The fragmentation dynamics at high energy is governed by non-adiabatic transitions among many excited electronic states. When these states cross, leading to conical intersections (CI), the dynamical simulations become complicated, since the non adiabatic couplings (NACs) present singularities.5,6 This problem is frequently overcome by a unitary transformation to a diabatic electronic representation7,8 where the kinetic adiabatic couplings vanish. However, this is in general not possible for all degrees of freedom,9 and the term quasi-diabatization is commonly used. Several diabatization procedures exist and they are classified as derivate-, property- or energy-based methods, depending on the information they use.10 One common approach is the regularization,11 i.e. the elimination of the singularities appearing at conical intersections.
Block diagonalization12,13 and effective Hamiltonian14 methods use reference geometries to generate a local description of diabatic Hamiltonians and are successfully applied to study photodissociation spectra. H3+,15 C6H6+ (ref. 16) and C4N2H417 are representative examples of diabatization, using derivative-based methods, of large systems including four or five electronic states, using normal coordinates thus allowing the accurate description of photoabsorption spectra using quantum time dependent methods, but not fully follow the dissociation dynamics. However, in many cases there are multiple crossings, not only in the Frank–Condon region but also close to products in different rearrangement channels, that need to be considered to properly describe the branching ratios in photodissociation. The problem becomes more complex when dealing with large energy intervals, as in astrochemistry, because a large number of electronic states are needed to describe the photofragmentation rate in all the UV radiation field.
The application of machine learning techniques to produce diabatic potential energy matrices (PEM) is being found to be extremely useful as has been already proven in different systems.18–21 For two-state systems fully automatic diabatization methods (meaning no diabatic information is used) can provide reasonable PEM from pure adiabatic information,22–24 leveraging the symmetry restrictions in the couplings of the PEM. As the number of states grows larger semi-automatic diabatization methods, as the family of diabatization by deep neural networks (DDNN25), exists, where minimal diabatic information is required.26,27 Other approaches use machine learning methods with clustering and regression techniques to generate smooth and well ordered diabatic states with property-based diabatization.28 In this work we present a fully automatic diabatization method applicable to many electronic states over a large energy interval for triatomic systems. For that we first construct an initial PEM model for describing the products in different rearrangements, which are correlated by symmetry considerations allowing to impose an ordering of the diabatic states. A many-body term expressed as an artificial neural network is added to the zeroth order model to correct the short distance region and include the couplings among the diabatic states with symmetry restrictions.
The diabatization method is applied to the study of the photodissociation of CH2+ cation, whose ground state presents important Renner–Teller effects due to its 2Π character29 and it has multiple ionic crossings in the CH+/CH and H2/H2+ products rearrangement channels, shown in Fig. 1, thus providing a good benchmark. This system is a missing stone in the hydrogenation chain CHn+ + H2 → CHn+1+ + H, giving rise to CH3+ which is considered the origin of hydrocarbons in the interstellar medium (ISM).30,31 CH+ is one of the first molecules observed in the ISM,32 and since then has been observed in a great variety of interstellar and circumstellar environments. On the other hand, CH3+ was observed very recently in a protoplanetary disk with the James Webb Space Telescope.33 Thus the missing detection of CH2+ is fundamental to corroborate the above mentioned hydrogenation chain as the formation mechanism of CH3+. Formation and destruction rates are needed to properly model the abundance of these ions. The photodissociation cross sections have been calculated for CH+ (ref. 34 and 35) and CH3+ (ref. 36) using quantum dynamical methods, while for CH2+ only a vertical excitation model from the ground equilibrium geometry is available.37
The final goal of this work is to study the non-adiabatic photofragmentation dynamics of CH2+ in a new diabatic model composed of 16 coupled electronic states, and it is organized as follows. First, the new diabatization method is presented and applied to CH2+. Next, the results on the photodissociation dynamics obtained with a quantum wave packet treatment are discussed. Finally, some conclusions are extracted.
![]() | ||
| Fig. 2 Representation of the diabatic diatomic curves included in the U0 model and correlation with the total dissociation asymptotes. | ||
Considering that the Λ quantum number and charge of each diatomic fragment are conserved across the diabatic states, a correlation between reactants and products can be done. On top of that, it is necessary to use three-body information to complete the correlation of states with the same Λ that tend to the same asymptote. The correlation diagram of the diatomic states is presented in Fig. 2.
The diabatic states are ordered as follows. The first two states are Σ and are different in the A′ and A″ diabatic manifolds. The next four states are of Π character and are degenerate in the A′ and A″ manifolds, correlating to the same products. The same occurs for the last two states, which are of Δ character. In the following we will use A′ and A″ to refer to adiabatic states and D′ and D″ for diabatic states. The states included in the model are enumerated in Table 1, together with the energies in the different minima and total dissociation.
| State | [CH + H]+ | ΔE/eV | [C + H2]+ | ΔE/eV | [H + H + C]+ | ΔE/eV |
|---|---|---|---|---|---|---|
| 1D′ | CH+(1Σ+) + H(2S) | 4.71 | H2(3Σu+) + C+(2P) | — | H + H + C+(2P) | 8.87 |
| 2D′ | CH+(3Σ+) + H(2S) | — | H2(1Σg+) + C+(2P) | 4.25 | H + H + C+(2P) | 8.87 |
| 1D″ | CH(2Σ−) + H+ | 11.17 | H2+(2Σu+) + C(3P) | — | H+ + H + C(3P) | 11.33 |
| 2D″ | CH+(3Σ−) + H(2S) | 9.49 | H2+(2Σg+) + C(3P) | 8.57 | H+ + H + C(3P) | 11.33 |
| 3D′, 3D″ | CH+(3Π) + H(2S) | 5.90 | H2(3Σu+) + C+(2P) | — | H + H + C+(2P) | 8.87 |
| 4D′, 4D″ | CH+(1Π) + H(2S) | 7.74 | H2(1Σg+) + C+(2P) | 4.25 | H + H + C+(2P) | 8.87 |
| 5D′, 5D″ | CH(2Π) + H+ | 7.88 | H2+(2Σu+) + C(3P) | — | H+ + H + C(3P) | 11.33 |
| 6D′, 6D″ | CH+(3Π) + H(2S) | — | H2+(2Σg+) + C(3P) | 8.57 | H+ + H + C(3P) | 11.33 |
| 7D′, 7D″ | CH(2Δ) + H+ | 10.86 | H2+(2Σu+) + C(1D) | — | H+ + H + C(1D) | 12.68 |
| 8D′, 8D″ | CH+(1Δ) + H(2S) | 11.33 | H2+(2Σg+) + C(1D) | 9.94 | H+ + H + C(1D) | 12.68 |
In our model we describe 16 electronic states, 8 in each A′ and A″ representations. The PEM is factored into a zeroth order diagonal matrix (U0), which accurately includes all the possible diatomic and total dissociation states, plus a three-body neural network matrix to incorporate corrections to the diabatic states and their couplings in the 3-body region (UNN),
| U = U0 + UNN | (1) |
The elements of U0 are expressed as:
| U0ii = V1B + V2B + Vlr | (2) |
The UNN matrix elements are computed from a permutationally invariant polynomial neural network (PIP–NN).38 Those associated to Π and Δ states are shared between the two PEM in order to maintain the degeneracy in linear configurations. The output of the neural network is multiplied by a damping function of the CH distances to make them zero as the system tends to a 2-body or total dissociation region. Additional constraints to the non-diagonal elements arise from the fact that for highly symmetric configurations (C∞v, D∞h) the PEM should resemble the adequate block structure. To impose these constraints, couplings between Σ–Π, Σ–Δ and Π–Δ are multiplied by a sine function of the H–C–H angle. The full diabatic matrices and further details on the neural network implementation are presented in the SI.
While in theory this method can be generalized to more than 3 particles, the main difficulty resides in the definition of U0. As the number of atoms increases, the number of relevant asymptotic states can be very large, which would lead to an intractable diabatic matrix. On the other hand, UNN can be easily generalized to other systems with a PIP representation.39–41
UNN is trained by minimizing the following loss function (
) which, in contrast to other methods, only requires adiabatic information and hence makes the diabatization method automatic:
![]() | (3) |
Two key aspects make this method different from similar PEM factorizations such as the PM-DDNN26 and turn the diabatization method into fully automatic: (1) sharing the degenerate diabatic states and couplings among the A′ and A″ irreducible representations and (2) constraining the non-diagonal couplings at highly symmetric configurations to resemble the adequate Σ, Π and Δ subblock structure in linear configurations.
U0 is responsible of reproducing the full PEM up to a rather small distance between the three atoms as depicted in Fig. 3, where a comparison between U0 and the ab initio data is presented. For R = 6 Å we find a good agreement with the exception of the states that are not included in the zeroth order model: some that correlate with C(1D) or the curve corresponding to H2 + C+(4P) which is visible in the right panels. As the third atom approaches to distances ≈3 Å, U0 is still rather accurate and only for very short distances the zeroth order model is clearly in disagreement. It is in this short range region where UNN acts, correcting the U0 diabatic energies and including the missing couplings.
Fig. 4 displays a path connecting the CH2+ in its linear configuration with the [CH + H]+ asymptote on the left and the [C + H2]+ asymptote in the right. In the top panel the adiabatic energies are compared with the calculated ab initio, represented with dots. For the 5 lowest adiabatic states we find a very good agreement along the path. In the bottom panel, the evolution of the diabatic states towards the photofragments is depicted. For instance, the minimum in the CH2+ configuration comes from the 5D′, 5D″ diabatic states which connect CH(2Π) + H+ and H2+(2Σu+) + C(3P) asymptotes, in accordance with our previous correlation diagram for this system.27 However, this is not evident from Fig. 3. In U0 the lowest diabatic Π state close to the CH2+ minimum are the 3D′, 3D″ states, which correlate with CH+(3Π) + H(2S) and H2(3Σu+) + C+(2P), so one could assume that UNN will try to preserve this order. Instead, UNN pushes the 3D′, 3D″ states up in energy while bringing down the 5D′, 5D″ to reproduce the minimum of the CH2+. Further comparisons of the adiabatic and ab initio results can be found in the SI.
The root mean squared errors (RMSE) of the different states are presented in Table 2. The largest error in the fifth state is due to the missing Σ and Π components of the C(1D) + H(2S) + H+ asymptote, which limits the capability of the model to describe the H2+(2Σg+) + C(1D) asymptote. Excluding [C + H2]+ geometries, the errors of the fifth adiabatic state up to 14 eV are 86.0 meV and 76.4 meV for the A′ and A″ irreducible representations, respectively.
| Irrep. | 1 | 2 | 3 | 4 | 5 |
|---|---|---|---|---|---|
| A′ | 35.0 (20 542) |
41.3 (20 209) |
46.1 (19 557) |
76.4 (18 763) |
523.8 (18 331) |
| A″ | 45.4 (20 421) |
43.7 (19 963) |
41.2 (19 239) |
57.0 (18 500) |
519.2 (17 682) |
More relevant to the quantum dynamics are the non-adiabatic coupling matrix elements (NACMEs) which can be analytically computed from the PEM and compared with ab initio calculations in regions close to a CI.46 Fig. 5 presents a comparison between those computed from the PEM and ab initio at a CASSCF level close to the CI between the first two adiabatic states in the CH+ + H exit.
Here we consider the absorption from the ground vibrational states in the adiabatic
2A′ and Ã2A″ states, described in the SI, corresponding to initial total angular momentum Ji = 0. The initial wave packet is built by multiplying the bound state by the transition electric dipole moment as described previously.48–51 The transition dipole moments have been calculated from the ground adiabatic states to the 5 (4) adiabatic excited electronic A′ (A″), as described in the SI. These adiabatic transition dipole moments are then transformed to the diabatic representation using the eigen-vectors obtained after diagonalization of the 8 × 8 diabatic matrix at each nuclear configuration. Thus, the simultaneous excitation of the first 5 (4) A′ (A″) adiabatic states is considered here.
We study the Ji = 0 → J = 1− rotational excitation for 4 different electronic transitions: from either
2A′(0, 0, 0) or Ã2A″(0, 0, 0) initial states towards 8 electronically excited and coupled diabatic states, of either A′ or A″ symmetry.
The absorption spectra obtained from the autocorrelation function50,51 shows an excellent agreement with the total photodissociation flux over all fragments above the first dissociation limit, as displayed in Fig. 6. This serves not only to check to convergence of the calculation, but also to guarantee that all the flux over different fragmentation channels is properly collected.
The assignment of the bands is done by comparing these spectra to those obtained in the adiabatic representation, as described in the SI. The most intense peaks are those arriving to 5A′ and 4A″ electronic states, because these excited states have considerably larger transition dipole moments with
2A′ and Ã2A″ states than the other electronic states at lower energies.
The spectra to the A′ manifold of states obtained from the
or the à states show significant differences, attributed to the different initial wave packets, formed from different initial bound states (specially in the angular coordinate) and different transition dipole moments (see SI).
The transitions towards the A″ states show a drop around 10 eV, which is clearly attributed to the energy separation among the A″ states, less densely packed than the A′ states. The drop at 10 eV observed in the Ã2A″ → A′ transition is due to the reduction of the 1A″ → 3 and 4 A′ matrix elements of the dipole moments.
There is a great variety of fragmentation processes, as illustrated by the electronic states of the fragments shown in Fig. 2: total fragmentation
CH2+( 2A′, Ã2A″) + hν → C+ + H + H
| (4) |
| → C + H+ + H, |
CH2+( 2A′, Ã2A″) + hν → CH+ + H
| (5) |
| → CH + H+, |
CH2+( 2A′, Ã2A″) + hν → H2 + C+
| (6) |
| → H2+ + C. |
These different fragmentation routes are distinguished by the analysis of different fluxes on each electronic state and on individual rovibrational states of H2/H2+ and CH/CH+ diatomic products.52 The total flux, obtained for the CH internuclear distance r = 6 Å, collects the total fragmentation, eqn (4), the formation of H2 or H2+, eqn (6), depending on the electronic state, and one half of CH or CH+, eqn (5), expressed as
![]() | (7) |
The fluxes for H2/H2+ and one of the two CH/CH+ rearrangement channels are obtained by evaluating the sum over all possible rovibrational diatomic eigen states in each channel for each electronic states, giving the quantities FH2+C and FCH+H/2. For the [CH + H]+ there are two equivalent rearrangement channels giving the same flux, FCH+H/2 each. In Fig. 7 the cross sections for each channel and final electronic states obtained after photodissociation of the
2A′(0, 0, 0) ground state towards the 8 lower A′ and A″ final electronic states, respectively, are shown with a similar qualitative behavior to those obtained from Ã2A″(0, 0, 0) initial state shown in the SI.
The main fluxes in the higher energy interval, E > 11 eV, are either to total fragmentation or to CH/CH+ diatomic fragments, with small proportion of H2/H2+ products. For the 5, 6, 7 and 8 diabatic D′ or D″ states, the total fragmentation yield neutral carbon atoms, in either 3P or 1D states and the charge is in the hydrogen atom. On the contrary, for the 3, 4 D′ or D″ states the charge is in the carbon atoms in the C+(2P) state. The Σ states in the A′ and A″ symmetry show different behavior: in the A′ manifold the charge is in the C+(2P) ion, while in the A″ manifold the charge is in the hydrogen atoms, leading neutral C(3P) atoms.
The most astonishing result is the high cross section to form neutral CH products, in either the ground X2Π (states 5D′ and 5D″) or A2Δ (states 7D′ and 7D″). CH can be formed in the neutral–neutral reaction C(3P) + H2, but is endothermic by ≈1 eV. Thus the neutral reaction can only occur when H2 is initially vibrationally excited in v = 2 or 3. Abundant highly vibrationally excited H2 is only found in strongly UV illuminated regions such as the borders of molecular clouds (photodissociation or PDR regions) or protoplanetary discs (PPDs). In such environments, the high UV flux will also induce the formation of neutral CH fragments by the photodissociation of CH2+.
The formation of CHn+ is attributed to the hydrogenation chain of reactions CHn+ + H2 → CHn+1+ + H, which stops in CH3+, which in turn reacts with many other molecules, being the origin of several chemical networks for the formation of many larger hydrocarbons. CH+ is one of the first observed molecules in the ISM32 and since then widely observed. CH3+ was recently observed33 in a protoplanetary disk (d203–506) illuminated by the strong far ultraviolet (FUV) radiation field from nearby massive stars in Orion's trapezium cluster. However, CH2+ has not been observed so far.
Thus the confirmation of this hydrogenation chain requires the detection of CH2+, and its abundance determination requires incorporating all the destruction pathways, such as photodissociation, dissociative recombination with electrons and hydrogenation.
The total photodissociation cross section of CH2+(
) (summing the contributions towards A′ and A″ manifolds) is shown in Fig. 8 and compared to those of CH3+ from ref. 36 and CH+, which is recalculated in this work as described in the SI and is in agreement with that reported by Kirby et al.35 The photodissociation cross section of CH2+ is larger than that of CH3+ but smaller than that of CH+.
![]() | ||
Fig. 8 Total photodissociation cross section for the ground vibrational state of CH2+ ( 2A′) (summed over all A′ and A″ states), compared to those of CH3+ from ref. 36, and CH+, recalculated here (see text) and very similar to that of Kirby et al.35 | ||
The photodestruction is determined by the photodissociation rate obtained as the integral of the photodissociation cross section with the energy dependent radiation field. Using Draine's mean interstellar radiation field,53 the photodissociation rate of CH2+ is 6.45 × 10−11 s−1, while that of CH3+ is36 6.83 × 10−12 s−1 and for CH+ is 2.89 × 10−10 s−1. The rates obtained here for CH2+ and CH+ are slightly lower than the values reported for the ISRF field in ref. 3 of 1.4 and 3.3 × 10−10 s−1, respectively. One reason is that the ISRF flux is a modification of the Draine's field. The difference for CH2+ is more important because a simple vertical transition was assumed to calculate the photodissociation cross section.
The total photodissociation cross section to form neutral CH products is shown in Fig. 9, which are rather high specially for CH(X2Π) at higher photon energies, where the UV radiation field is not shielded. The photodissociation rates to form CH in the 2Π and 2Δ electronic states are 9.96 × 10−12 s−1 and 3.37 × 10−12 s−1, respectively, using Draine's mean interstellar radiation field.53 These values are small, but considering that the H2 + C neutral reaction is endothermic by 1 eV, it can be an alternative source of CH.
![]() | ||
Fig. 9 Total photodissociation cross section to form neutral CH products from the ground vibrational state of CH2+ ( 2A′ (summed over all A′ and A″ states). | ||
The diabatization method consists in building a basis of electronic states to represent the possible products, with different charges and electronic excitation. A correlation among the rearrangement channels is done, imposing symmetry restrictions, such as the conservation of the projection of angular momentum, Λ, on the diatomics fragments. The full diabatic matrices are then factorized in two terms, a diagonal zero-order term and a full matrix built using a neural network method, VNN. The zero-order term allows to describe the diagonal interaction among the fragments up to intermediate distances, ≈3–4 Å, keeping the nature of the asymptotic states. The VNN matrix is build with an artificial neural network, imposing symmetry restrictions on the couplings at symmetric configurations and introducing a penalty function to force non-diagonal terms to be as small as possible. This process allowed an accurate description of the lowest 10 adiabatic eigenvalues in the short distance range and 16 in the asymptotes, separated in two symmetry blocks, covering energies up to 14 eV.
The diabatic model allows the quantum dynamics of the total photodissociation cross sections rate constants for CH2+ up to 13.6 eV, interval needed to astrochemical models. More important, it allows to describe the partial cross section for a great variety of fragmentation processes, with the products in different arrangement channels, charge and electronic states: total fragmentation, C+ + H + H and C + H + H+, CH+(X1Σ,) + H, CH(X2Π, 2Δ), H2(X1Σ,) + C+ and H2+(2Σg).
Here we focus in the formation of the CH radical, whose formation in the C + H2 reaction is endothermic. In strongly illuminated astronomical objects, the CH2+ photodissociation leads to significant of CH radical, and it is important to determine its contribution in PDRs and PPDs under different conditions to determine its contribution.
CH2+ is a prototype and this kind of studies are needed to search for alternative formation routes of many molecules and radicals in astronomical objects illuminated by UV radiation. For this purpose diabatization is a key important requirement, specially in cases where the fragments present crossings. At these crossings at long distance the non-adiabatic couplings vanish and surface hopping methods would adiabatically continue in one adiabatic state, corresponding to a mixture of two states each one assigned to one chemical product, as illustrated in Fig. 2 for the present case.
The total photodissociation cross sections calculated here for CH2+ and CH+ are available at ZENODO https://zenodo.org/records/19847742https://zenodo.org/records/19847742. The codes used for the calculations have been properly cited, and the details of the calculations are provided in the supplementary information (SI). Any other data that support the findings of this study are available from the authors, upon reasonable request.
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