The computational power of discrete chemical reaction networks with bounded executions

David Doty, Ben Heckmann
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Abstract

Chemical reaction networks (CRNs) model systems where molecules interact according to a finite set of reactions such as (A + B \to C), representing that if a molecule of (A) and (B) collide, they disappear and a molecule of (C) is produced. CRNs can compute Boolean-valued predicates (\phi:\mathbb{N}^d \to \{0,1\}) and integer-valued functions (f:\mathbb{N}^d \to \mathbb{N}); for instance (X_1 + X_2 \to Y) computes the function (\min(x_1,x_2)). We study the computational power of execution bounded CRNs, in which only a finite number of reactions can occur from the initial configuration (e.g., ruling out reversible reactions such as (A \rightleftharpoons B)). The power and composability of such CRNs depend crucially on some other modeling choices that do not affect the computational power of CRNs with unbounded executions, namely whether an initial leader is present, and whether (for predicates) all species are required to "vote" for the Boolean output. If the CRN starts with an initial leader, and can allow only the leader to vote, then all semilinear predicates and functions can be stably computed in (O(n \log n)) parallel time by execution bounded CRNs. However, if no initial leader is allowed, all species vote, and the CRN is "noncollapsing" (does not shrink from initially large to final (O(1)) size configurations), then execution bounded CRNs are severely limited, able to compute only eventually constant predicates. A key tool is to characterize execution bounded CRNs as precisely those with a nonnegative linear potential function that is strictly decreased by every reaction, a result that may be of independent interest.
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有界执行的离散化学反应网络的计算能力
化学反应网络(Chemical reaction networks,CRNs)是分子根据有限的反应集合(如(A + B \to C))相互作用的系统模型,表示如果(A)和(B)的分子发生碰撞,它们就会消失,并产生(C)的分子。CRN 可以计算布尔值谓词(\phi:\mathbb{N}^d \to\{0,1\})和整数值函数(f:\mathbb{N}^d \to \mathbb{N});例如 (X_1 + X_2 \to Y) 计算函数 (\min(x_1,x_2))。我们研究的是执行有界 CRN 的计算能力,在这种 CRN 中,从初始配置开始只能发生无限多的反应(例如,排除可逆反应,如(A 与右边的汤匙 B))。这种 CRN 的计算能力和可组合性在很大程度上取决于其他一些建模选择,而这些选择并不影响无限制执行的 CRN 的计算能力,即是否存在初始领导者,以及(对于谓词)是否要求所有物种都为布尔输出 "投票"。如果 CRN 以初始领导者开始,并且只允许领导者投票,那么所有半线性谓词和函数都可以通过执行受限的 CRN 在(O(n \log n))并行时间内稳定计算。然而,如果不允许有初始领导者,所有物种都要投票,而且 CRN 是 "非塌缩 "的(不会从最初的大尺寸配置收缩到最终的 (O(1)) 尺寸配置),那么执行受限的 CRN 就会受到严重限制,只能计算最终不变的谓词。一个关键的工具是将有执行约束的 CRN 定性为具有非负线性势函数的 CRN,该势函数在每次反应后都会严格减小,这一结果可能会引起人们的兴趣。
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