Loose Entries

import numpy as np
import matplotlib.pyplot as plt


def apply_rule(rule, state, pos):
    left = state[pos - 1]
    center = state[pos]
    right = state[(pos + 1) % len(state)]
    out = rule[left * 4 + center * 2 + right]
    return out

def evolve(rule, initial_state, steps):
    state = initial_state.copy()
    history = [state.copy()]
    
    for _ in range(steps):
        new_state = np.zeros_like(state)
        for i in range(len(state)):
            new_state[i] = apply_rule(rule, state, i)
        state = new_state
        history.append(state.copy())   
    return history

def plot_evolution(history):
    plt.figure(figsize=(10, 5))
    plt.imshow(history, cmap="magma", interpolation="nearest")
    plt.xlabel("Time Step")
    plt.ylabel("Cell")
    plt.title("Rule 30 Cellular Automaton Evolution")
    plt.show()

# Define Rule 30
rule30 = np.array([0, 1, 1, 1, 1, 0, 0, 0], dtype=int)

# Set initial state
initial_state = np.zeros(101, dtype=int)
initial_state[50] = 1

# Evolve and plot
steps = 50
evolution_history = evolve(rule30, initial_state, steps)
plot_evolution(np.array(evolution_history))

flowchart TD
A[bioelectricity]
B[chemical conversion]
C[boundery]
D[environment]
E[inner-communication]
F[medium]
G[exa-communication]
H[inter-system communication]
I[Separation]

A-->C
A-->B

E-->B
G-->A

H-->E-->A
I-->C-->C-->F-->D