Three different routes from the directed Ising to the directed percolation class

Three different routes from the directed Ising to the directed percolation class

Su-Chan Park Institut für Theoretische Physik, Universität zu Köln, Zülpicher Strasse 77, 50937 Köln, Germany    Hyunggyu Park School of Physics, Korea Institute for Advanced Study, Seoul 130-722, Korea
July 16, 2019

Scaling nature of absorbing critical phenomena is well understood for the directed percolation (DP) and the directed Ising (DI) systems. However, a full analysis of the crossover behavior is still lacking, which is of our interest in this study. There are three different routes from the DI to the DP classes by introducing a symmetry breaking field (SB), breaking a modulo 2 conservation (CB), or making channels connecting two equivalent absorbing states (CC). Each route can be characterized by a crossover exponent, which is found numerically as (SB), (CB), and (CC), respectively. The difference between the SB and CB crossover can be understood easily in the domain wall language, while the CC crossover involves an additional critical singularity in the auxiliary field density with the memory effect to identify itself independent.


I Introduction

Critical behavior of absorbing phase transitions can be categorized by universality classes H00O04 (). The most well-known example is the directed percolation (DP) class which may be (loosely) defined by a classification scheme known as the “DP conjecture” J81 (); G82 (); GLB89 (). The conjecture states that models exhibiting a continuous transition into a single absorbing state should belong to the DP class unless symmetry or conservation is involved. The DP conjecture is not complete in two folds. First, some models with infinitely many absorbing states such as the pair contact process J93 () also belong to the DP class, at least in its stationary property, unless there is no clear-cut symmetry among absorbing states HP99 (); MM99 (); PP01 (). Second, the conjecture itself does not resolve the controversy related to the pair contact process with diffusion (PCPD) HH04 (); KC03 (); NP04 (); PP05 (); H06 (); PP06 ().

However, this conjecture is useful enough to trigger a search for a non-DP universality class. One can find several universality classes in Ref. H00O04 () which do not meet the constraint of the DP conjecture. Among them, this paper interests in the system with two equivalent absorbing states (or in general two equivalent groups of many absorbing states) GKvdT84 (); TT92 (); KP94 (); MO94 (); J94 (). The Ising-like symmetry between two absorbing states which is sometimes manifest as a modulo 2 conservation of domain walls in one dimension renders the system to exhibit a non-DP critical behavior. This universality class has several names such as the parity conserving GKvdT84 (); TT92 (), the directed Ising (DI) KP94 (); HKPP98 (); NPdN99 () which will be used to refer to this class in this paper, the generalized voter class HCDM05 () and so on. In higher dimensions, all these classes become distinct.

The Ising symmetry (or the modulo 2 conservation) per se is not enough to force the DI critical behavior. It requires an infinite dynamic barrier between two equivalent (group of) absorbing states HKPP98 (); HP99 (), which is analogous to the free energy barrier between two ordered states in the equilibrium Ising model. A state near one absorbing state cannot evolve into the other absorbing state within a finite number of successive local changes. In other words, a domain wall (frustration) in a configuration generated by pasting two absorbing states cannot disappear by itself, so the system never becomes absorbing with a single frustration HP99 (); KC03 ().

As an example without this additional feature, consider a one-dimensional system of diffusing particles with pair annihilation () and branching of two particles by a triplet (). We may map this particle model onto the ferromagnetic Ising spin model by interpreting a particle as a domain wall of the Ising system as follows:


where () stands for a particle (vacancy) and () represents a up (down) spin. Clearly the number of domain walls is conserved modulo 2 and there are two absorbing states in the spin system (all spins are up or down) which are equivalent. However, the states with only one (diffusing) particle are also absorbing in the particle model. In the spin language, these extra absorbing states can be obtained by connecting two equivalent absorbing states (for example, ), which violate the infinite dynamic barrier requirement for the DI universality class mentioned above HKPP98 (); HP99 (). It is numerically shown that this system shares the critical behavior with the DP not the DI KC03 (); PP08 (), while a similar system with and belongs to the PCPD class PHK01 (). It is claimed that a long-term memory plays a crucial role in differentiating these two universality classes NP04 ().

According to the above criterion for the DI class, one can conceive three possible routes along which the DI critical behavior crosses over to the DP in one dimension. Introducing a symmetry breaking field (SB) PP95 (); HKPP98 (); BB96 (); H97 (); KHP99 (), allowing dynamics which breaks the modulo 2 conservation (CB) KP95 (); CT96 (), or making channels connecting two equivalent absorbing states (CC) HP99 (); PP01 () drives the system into the DP class. But these three routes bring about different characteristics in the absorbing states. The SB route maintains the absorbing states but breaks the probabilistic balance between them. The CB route (for example, by adding or ) invalidates the mapping between the spin and the particle model, and ends up with only one absorbing state (vacuum). The CC route is accompanied by additional (infinitely many) absorbing states connecting two equivalent absorbing states with both the symmetry and the mapping sustained.

To quantify the difference of these routes, we measure the crossover exponents governing the crossover behavior. In Sec. II, one-dimensional models are introduced belonging to the DI class. In Sec. III, numerical results for the crossover exponents along three different routes are reported. We discuss and summarize our results in Sec. IV.

Ii DI Models

We choose two DI models for studying crossover from the DI class to the DP class: branching annihilating walks with two offspring (BAW2) TT92 (); J94 () and the interacting monomer model (IM) which is a simplified version of the interacting monomer-monomer model PP01 (). We study the macroscopic absorbing phase transitions PP08 () inherent in the model. The suitable order parameters will be defined when we explain each model in detail. For convenience, the order parameter for different models will be denoted by throughout the paper. We only study one dimensional lattice systems with periodic boundary conditions.

For the simulation of the BAW2, we take the dynamic branching rule of Ref. KP95 (). The simulation algorithm is detailed as follows: At first, we choose a particle residing at a lattice point randomly among, say, particles present at time . It may hop to a randomly chosen nearest neighbor site with probability . If the target site is already occupied, two particles are removed immediately. With probability , this selected particle branches two particles along

Figure 1: (Color online) Semilogarithmic plot of vs near criticality for the BAW2. The critical point is found to be with the figure in the parentheses as uncertainty of the last digit.

one of two directions. If an offspring is created on a site already occupied, both particles annihilate immediately. After the above steps, time increases by . Since the absorbing state is vacuum, the order parameter is the particle density. At criticality, the density is expected to decay as with the DI critical exponent J94 (). Figure 1 locates the critical point at which is more accurate than that obtained in Ref. KP95 ().

The IM is a lattice model with two possible states at each lattice point; either vacant or occupied by a particle. The dynamics begins with the adsorption attempt at a randomly selected vacant site. When both of nearest neighbor (nn) sites are vacant, a monomer is adsorbed with rate . In case only one of the nn sites is occupied, the monomer is adsorbed on the substrate with rate , then reacts and leaves the substrate with the neighboring particle () instantaneously. When both nn sites are already occupied, the adsorption attempt is rejected. The dynamics on the substrate can be summarized as


where () means the monomer occupied (vacant) site.

The absorbing states of the IM are characterized by the “antiferromagnetically ordered” state () and have the symmetry (poisoning even or odd sites by monomers). Starting with initial configurations without any pair, the proper order parameter is the density of pairs.

The mapping of the dynamics of the IM to that of the contact process with the modulo 2 conservation [CP(2)] IT98 () is possible, though there are some subtleties which make these two models a little bit different. If we assign a domain wall excitation, say , in the middle of the pair, the domain wall dynamics is exactly the same as the CP(2) rules. A pair annihilation in the CP(2) corresponds to an adsorption process of a monomer as in Eq. (2a) and a pair branching in the CP(2) to an annihilation process Eq. (2b). Note that the reaction (2b) always generates two domain walls (two pairs), because an pair is not allowed in the IM. However, there is no one-to-one correspondence between configurations of the CP(2) and the IM, in general. For example, a domain wall configuration is not possible in the IM by definition, but possible in the CP(2) in principle. Nevertheless, if we start with the fully occupied domain wall state, such a configuration cannot be generated by dynamics and thus the mapping becomes exact. In this case, the parameter in Ref. IT98 () for the CP(2) is related to of the IM with suitable time rescaling. This mapping guarantees that the IM should belong to the DI class which is confirmed by Fig. 2. We found the critical point of the IM to be and correspondingly the more accurate critical point of the CP(2) as than that in Ref. IT98 ().

Figure 2: (Color online) Semilogarithmic plot of vs near criticality for the IM. The critical point is found to be .

Iii Three routes to the DP class

To study the crossover from the DI class to the DP class, we introduce dynamics with rate which breaks either the symmetry or the mod-2 conservation. The crossover scaling ansatz of the order parameter at criticality is DL9 (); PP06 ()


where is the deviation of a tuning parameter from the DI critical point. The meaning of and will be made clearer in the context of each crossover model. When , the scaling function in Eq. (3) should describe the DI critical behavior. Hence, and are the critical exponents of the DI classes; and , respectively J94 (). The crossover exponent is defined as which can be measured from observing how the phase boundary behaves near the DI critical point


where is the distance from the DI critical point at to the DP critical point at nonzero .

First, consider the conservation-breaking (CB) route by introducing the mod-2 conservation breaking dynamics to the BAW2. When a particle tries to branch offspring, the number of offspring is 2 (1) with the probability (). This crossover model with finite will be referred to as the BAWCB.

Second, the symmetry-breaking (SB) route is constructed by introducing the symmetry breaking dynamics to the IM in such a way that the adsorption rate Eq. (2a) at even-indexed sites is different from that of odd-indexed sites. To be specific, we modify adsorption dynamics without affecting the desorption events as


where the subscripts o and e refer to an odd- and even-indexed sites, respectively. When , this system prefers the absorbing state of poisoning monomers at even-indexed sites, which breaks the symmetry of the IM. We will refer to the model with dynamics Eqs. (2a) and (2b) as the IMSB.

0 0.8930(1) 0.8930(1) 0.510 35(5)
0.9119(1) 0.4931(1)
0.490 30(5)
0.92545(5) 0.4858(1)
0.9340(1) 0.481 65(5)
0.944 95(5) 0.4767(1)
0.473 45(5)
0.9125(2) 0.965 35(5) 0.468 90(5)
0.9199(1) 0.9842(1) 0.461 75(5)
0.944 75(5)
Table 1: Critical point values of the IMSB and IMCC and of the BAWCB for various ’s. The numbers in the parentheses indicate the uncertainty of the last digits.

Finally, the channel-connecting (CC) route can be constructed by connecting two equivalent symmetric absorbing states through infinitely many absorbing configurations HP99 (). In the context of the IM model, this route can be studied by allowing an adsorption without a pair reaction probabilistically:


The model with dynamics of Eqs. (2a), (2b), and (2c) will be called as the IMCC. As an adsorption attempt at a vacant site between two monomers () is still rejected, any configuration without a pair is absorbing and the order parameter is still the pair density. In contrast to the IM, the IMCC has infinitely many absorbing states characterized by the pair density (auxiliary field density). By pasting the two antiferromagnetically ordered absorbing states, we find either which is already absorbing, or which can evolve back to an absorbing state by adsorbing a monomer at either site of the pair. Hence there is no infinite dynamic barrier between absorbing states and the system leaves the DI class into the DP class.

Now we are equipped with three different models which can show the crossover behavior from the DI class to the DP class. As explained above, the crossover exponent can be deduced from the DP phase boundary near the DI critical point; see Eq. (4). For each model, the critical points at finite are located numerically using the DP values of the critical exponents (see Table 1). The critical points for the IMSB and IMCC are denoted by and for the BAWCB by , respectively. To measure the crossover exponent, we define for the IMSB and the IMCC, and similarly for the BAWCB.

In Fig. 3, the crossover exponents are estimated for all three different routes. Along the SB route, we estimate which is consistent with previous estimates: BB96 (), KHP99 (), and recently OM08 (). Along the CB route, our estimate is which is close to the recent result OM08 (). Along the CC route, we find , which is clearly different from those for the SB and CB routes.

Figure 3: (Color online) Log-log plot of vs for three different crossover models. For graphical clarity, we shifted axis with arbitrary scale. Each line whose slope is shows the fitting result for the corresponding phase boundary.

Iv Discussion and Summary

The crossover behavior from one fixed point to another does not reflect the properties of both fixed points, in general. Rather, strictly speaking, it is related to one fixed point and its crossover operator which forces the system to crossover to the other fixed point DL9 (); PP06 (); PP07 (). In many cases, the crossover route is unique between two fixed points, so is the crossover operator, which leads to one unique crossover exponent between two universality classes.

However, in the case studied here, we found that there are three different routes for the crossover from the DI to the DP class, which yield all three different crossover exponents. It indicates that the crossover operator associated with each route should be different from each other. The difference between the SB and CB routes has been noticed earlier HKPP98 (). Summarizing it in the domain-wall (particle) representation, the crossover operator in the CB route is a single particle annihilation or creation operator in the action, while that in the SB route is a nonlocal string operator (global product of particle number operators) HKPP98 (). Hence it is not surprising to find that the two crossover exponents are different.

Figure 4: (Color online) Long-time behavior of the auxiliary field density for small ’s. The exponent is the temporal decay exponent of the order parameter in the DP class. Simple extrapolation lines are given by dotted lines.

The crossover behavior along the CC route is tricky. First, note that the symmetry between the odd-indexed and even-indexed sites is not broken in this route, which implies that the CC route is different from the SB one. Second, in terms of domain walls, the CC process, Eq. (2c), clearly breaks the mod-2 conservation in the number of pairs (primary field, say, ), because of which one may naively guess the CB-type crossover along the CC route. However, unlike the ordinary CB models, the CC process generates an infinite number of absorbing configurations with pairs (auxiliary field, say, ) which give the feedback effect to the domain wall dynamics. Consider the dynamics of the IMCC in terms of two fields and . The reactions, Eqs. (2a) and (2b), can be rewritten as and , while Eq. (2c) is equivalent to . The presence of pairs makes it possible to allow another reaction of () in combination with Eq. (2b). The last two reactions involving the auxiliary field represent the feedback which generates memory effects on the primary field.

The emergence of the auxiliary field density and the feedback mechanism may be responsible for the new crossover behavior along the CC route. To see how the auxiliary field may affect the crossover, we measure the auxiliary field density (natural density) along the DP critical line. We expect its long-time temporal behavior as starting from the particle vacuum OMSM98 (); PP01 (), where is the temporal decay exponent of the order parameter in the DP class. Figure 4 confirms our expectation and the asymptotic values of is plotted against in Fig. 5. It is clear that at the DI critical point. Near , the power-law singularity is found as with . We test the universality of the CC crossover scaling as well as the singularity of the auxiliary field density by investigating various different models like a CC variant of the interacting monomer-dimer model PP08b () and a two-species particle model defined as below. It turns out that these models form one crossover universality class with the same CC-type crossover exponent and the auxiliary field density exponent  PP08b ().

Figure 5: (Color online) Log-log plot of in the steady state versus . The slope of the dotted line is 0.645.

To examine the exclusive role of the feedback (memory) effect, we introduce a two-species (, ) particle model where the feedback process can be directly controlled. The primary particles can diffuse, while the secondary particles are immobile. Each species particles are hard core particles, but a simultaneous occupation by different species at a site is allowed. Therefore each site can be in one of four possible states such as , , , and .

The reactions dynamics is symbolically summarized as , , , and , , or . To be more specific, the evolution rule is given as follows: First, choose one of particles randomly. With probability , the chosen spontaneously mutates or annihilates as or . With probability , the hops to one of its neighboring sites. Whenever two particles attempt to occupy the same site, they annihilate immediately like in the BAW2. With probability , the can branch particles in the neighborhood as with the dynamic branching rule KP95 (). To control the feedback effect, we introduce a parameter in the branching process when a resides along with the at the same site, such that with the relative rate and with .

At , there is no spontaneous annihilation (or mutation) process and the model becomes exactly the same as the BAW2 after some transient period needed for removing all particles via branching processes. At finite , we expect the DP scaling with a finite density of particles; because particles generate particles via mutation processes, which cannot be fully eliminated via branching processes. So the CC-type crossover is expected in general.

However the point is special. There, the presence of particles never affects the dynamics of particles, so there is no feedback mechanism to alter the primary particle density through the secondary particles. The primary field dynamics is basically identical to the BAWCB model introduced in Sec. III and the CB-type crossover scaling should appear at along with nonzero . At finite , the particle dynamics is affected by the presence of particles, which generates the memory effects on the particle density. Hence can be regarded as the feedback controlling parameter and as the crossover parameter.

Figure 6: (Color online) vs along the phase boundary for the two-species model with ( and ) or without () feedback processes as well as the variant of the contact process (see text) in double logarithmic scales. The slopes of the straight lines are 0.70, 0.71, 0.80, and 1 from above.

We performed numerical simulations for various values of . For nonzero , we found that the secondary particle density behaves as with and the crossover exponent , both of which are consistent with the CC crossover results for the IMCC model within numerical errors. In contrast, at the CB crossover is found as expected along with different from the CC crossover case; see Fig. 6. This leads to the conclusion that the feedback process (memory) is crucial in establishing the CC-type crossover universality class and affects the singularity characteristic of the auxiliary field density.

It is interesting to note that the numerical values of suggest a simple conjecture that for the DI to the DP crossover with an emerging auxiliary field. The mean field analysis leads to and (see Appendix A) which is also consistent with this conjecture. The nontrivial singularity in is related to the nontrivial crossover from the DI to the DP. Then, it is natural to ask what will happen if there is no nontrivial crossover. To answer this question, we study a two-species version of the contact process (CP) with the secondary particles; , , , and , , or with the crossover parameter controlling the process and the feedback parameter controlling the . This model belongs to the DP class for any value of and , including . Therefore there is no “true” crossover in this model. We found the trivial linear phase boundary () as expected and also the trivial behavior of with regardless of the presence of the feedback processes (see Fig. 6). These results are consistent with the mean field results described in the Appendix A.

Up to now, we have been only interested in the emergence of the auxiliary field for a finite crossover parameter which breaks the mod(2) conservation for the primary particles. One may consider more general cases where the auxiliary field density is finite even at the DI critical point (). First, we studied the crossover behavior to the DP models with a continuous variation of as increases. We found that and the crossover scaling belongs to the CB class PP08b (). This implies that the vanishing (not just singularity near ) is another important ingredient in the CC crossover. Note that seems to behave in the same way as the phase boundary with for the CB crossover.

Second, there may be a discontinuous drop in in the crossover to the DP with a single absorbing state (). This case may be compared to the crossover from the DP with finite (infinitely many absorbing states) to the DP with and similarly from the DI with finite to the DI with  PP07 (). As understood in Ref. PP07 (), this crossover may be characterized by a discontinuous jump in the phase boundary at the DI critical point for the excitatory route or a continuous phase boundary for the inhibitory route. Along the inhibitory route, the CB crossover is observed again (not shown here) and we conclude that the discontinuity in the auxiliary field density does not provide any new crossover scaling PP08b ().

To summarize, we studied three routes of the crossover from the DI to the DP class; symmetry breaking (SB), mod-2 conservation breaking (CB), and channel connecting (CC) routes. These three routes are characterized by three different crossover exponents. The difference between the SB route and the CB route is clear because the symmetry breaking field can be interpreted as the spatial non-local operator affecting the domain wall dynamics, while the conservation breaking corresponds to the local operator. The CB route and the CC route share some common features, but the feedback memory effect (or temporal non-locality) makes the CC crossover distinct from the CB crossover. We also found the universal exponent which describes the singularity of the vanishing auxiliary field in the CC route. From the numerical study of the feedback controlling model and its mean field theory, we conjectured that .

SCP would like to thank for the support of the Korea Institute for Advanced Study (KIAS) where this work was initiated and the support by DFG within SFB 680 Molecular Basis of Evolutionary Innovations. Most of computation was carried out using KIAS supercomputers.

Appendix A mean field theory

This appendix provides the mean field theory for the feedback controlling model introduced in Sec. IV. Here and are the densities of and particles, respectively and is the density of sites where both and particles reside. Then one may easily write down the mean field equations as


where . Since in the mean field theory, is the same as in the text.

In the active phase, the steady state density can be calculated by setting and so on. The superscript in the following indicates the steady state density. From Eq. (6), we get in the active phase


Hence Eq. (7) gives the steady state density of such that


In the active phase, the (stable) steady state density is determined uniquely, so we define the natural density at criticality by taking the limiting process from the active side as . From Eqs. (5) and (8), the critical point is determined by the equation which reads


For any value of , which gives . Since at criticality, we get from Eq. (9), yielding . In low dimensions, is expected to renormalize such that , which leads the conjecture .

For comparison, we study the two-species version of the contact process with the secondary particles introduced in Sec. IV. The mean field equations are


where . Then one may easily show that the critical line and the critical steady-state density of particles are given as for small


where . As expected, we find the trivial phase boundary and also the trivial value of , which is consistent with the simulation results shown in Fig. 6. Moreover, the renormalization cannot generate a singular behavior in the denominator of Eq. (14), so is always expected to be 1 in all dimensions.


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