Framework to embed machine learning algorithms in P-graph: Communication from the chemical process perspectives

نویسندگان

چکیده

P-graph is a popularly used framework for process network synthesis (PNS) and topological optimization. This short communication introduces Python interface to serve as linkage modern programming ecosystems. allows wider application of the fast efficient solver, provide structural enumeration in numerous fields. The proposed more integrative usage Artificial Intelligence (AI), machine learning, system engineering, chemical engineering chemometrics. Large repetitive topologies can also be automated using new interface, saving time effort modelling. serves demonstration newly developed open-sourced interface.

برای دانلود رایگان متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

Machine learning algorithms in air quality modeling

Modern studies in the field of environment science and engineering show that deterministic models struggle to capture the relationship between the concentration of atmospheric pollutants and their emission sources. The recent advances in statistical modeling based on machine learning approaches have emerged as solution to tackle these issues. It is a fact that, input variable type largely affec...

متن کامل

The Process of Applying Machine Learning Algorithms

In this paper we present a view of the overall process of application development for real-world classiication and regression problems. Speciically, we identify, categorize and discuss the various problem-speciic factors that innuence this process.

متن کامل

from linguistics to literature: a linguistic approach to the study of linguistic deviations in the turkish divan of shahriar

chapter i provides an overview of structural linguistics and touches upon the saussurean dichotomies with the final goal of exploring their relevance to the stylistic studies of literature. to provide evidence for the singificance of the study, chapter ii deals with the controversial issue of linguistics and literature, and presents opposing views which, at the same time, have been central to t...

15 صفحه اول

Machine Learning Algorithms in Heavy Process Manufacturing

In a global economy, manufacturers mainly compete with cost efficiency of production, as the price of raw materials are similar worldwide. Heavy industry has two big issues to deal with. On the one hand there is lots of data which needs to be analyzed in an effective manner, and on the other hand making big improvements via investments in cooperate structure or new machinery is neither economic...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

ژورنال

عنوان ژورنال: Chemical engineering research & design

سال: 2022

ISSN: ['1744-3563', '0263-8762']

DOI: https://doi.org/10.1016/j.cherd.2022.09.043