AI & ML
On the Structural Optimization of Industrial Control Systems Using Metaheuristic Algorithms
arXiv eess.SY0 views
arXiv:2610.15052v1 Announce Type: new Abstract: The paper addresses the synthesis of a cost-optimal hardware architecture of the automated process control system (APCS) for continuous processes. The problem is formalized as the search for a minimum-cost rooted tree of devices subject to constraints on the number of I/O channels, the types and number of communication interfaces, the information capacity of processors, the regulation time and the reliability. The signals are grouped by control rooms. The problem is NP-hard, and a hybrid method is proposed that combines a deterministic hierarchy construction with a modified ant colony optimization (ACO) for device-type selection, enhanced by an adaptive heuristic. On ten instances the method is compared with a genetic algorithm (GA), particle swarm optimization (PSO), simulated annealing (SA) and CP-SAT over 30 runs each. By the best found cost the hybrid ACO outperforms GA, PSO and SA on all instances with more than 100 IOs (by 14-38 %) and runs 9-14 times faster. By the median cost, however, the deterministic-greedy baselines are more reliable (GA attains the best Friedman rank) because the cost of the ACO runs is highly variable. All differences are confirmed by the Friedman and Wilcoxon tests. The method targets the early-design search for the cheapest feasible architecture and synthesizes one within minutes at industrial scale (A up to 1086).
Source:https://arxiv.org/abs/2610.15052PreviousRelining or Replacement: How Timing, Costs, and Infrastructure Shape U.S. Primary Steel DecarbonizationNextCo-Optimization of Scheduling, Control, and Incentivization of Electric Vehicles for Improving Power System Stability
Related posts
I Launched My Company Website, Made Task Monitor Free, and Opened Custom Project Requests
0dev.to AI
How I turn Hacker News, GitHub and npm into product ideas every 3 hours
0dev.to AI
Lenovo's 'Encrypted' Fingerprint USB Drive Is an SD Card. How to Check Yours
0dev.to Linux

Email: OpenAI plans to merge ChatGPT's Chat and Work tabs on desktop, rolling out to select users before a wider release; Codex remains a separate experience (Ivan Mehta/TechCrunch)
0Techmeme

Memo: Alphabet is issuing €6B in euro-denominated debt across seven tranches, attracting €17B+ of demand; the company sold €9B of bonds earlier in 2026 (Reuters)
0Techmeme

S-1: Anthropic reports Q3 revenue up 12x YoY to nearly $17B, a net loss of $23.3B, up from $12.1B in Q3 2025, and operating expenses up 292% to $17.5B (Bailey Lipschultz/Bloomberg)
0Techmeme