E-viri
Recenzirano
-
Bo, Ying-Chun; Wang, Ping; Zhang, Xin; Liu, Bao
Chemometrics and intelligent laboratory systems, 11/2020, Letnik: 206Journal Article
Data-driven approach has been widely utilized in modeling soft sensor for predicting key quality variables in process engineering area. The soft sensor is generally a time dependent dynamical model between the input and the output. Echo state network (ESN) is a typical data-driven modeling tool, which has exhibited excellent performance in temporal data processing area. However, the memory mode in the traditional ESN lacks flexibility. It is sometimes hard to preserve sufficient input features in the states, especially for modeling long-term dependent soft sensors. To solve this problem, this paper proposes an asynchronously deep echo state network (ADESN), which is composed of a number of sub-reservoirs that are connected one by one in sequence. Additionally, time delay modules are inserted between every two adjacent layers. The ADESN scheme preserves more input history in the states. Moreover, it can realize a selective memory. The validity of the ADESN is demonstrated on modeling a number of numerical and real-life soft sensors. •The proposed ADESN is capable of preserving much more input features than a traditional ESN under the same reservoir size.•The ADESN can realize a selective memory.•The ADESN is prominent in modeling long-term dependent tasks.
![loading ... loading ...](themes/default/img/ajax-loading.gif)
Vnos na polico
Trajna povezava
- URL:
Faktor vpliva
Dostop do baze podatkov JCR je dovoljen samo uporabnikom iz Slovenije. Vaš trenutni IP-naslov ni na seznamu dovoljenih za dostop, zato je potrebna avtentikacija z ustreznim računom AAI.
Leto | Faktor vpliva | Izdaja | Kategorija | Razvrstitev | ||||
---|---|---|---|---|---|---|---|---|
JCR | SNIP | JCR | SNIP | JCR | SNIP | JCR | SNIP |
Baze podatkov, v katerih je revija indeksirana
Ime baze podatkov | Področje | Leto |
---|
Povezave do osebnih bibliografij avtorjev | Povezave do podatkov o raziskovalcih v sistemu SICRIS |
---|
Vir: Osebne bibliografije
in: SICRIS
To gradivo vam je dostopno v celotnem besedilu. Če kljub temu želite naročiti gradivo, kliknite gumb Nadaljuj.