Instruct: Identify the main and secondary category of Arxiv papers based on the titles and abstracts
Query: Parsimonious Network based on Fuzzy Inference System (PANFIS) for Time
  Series Feature Prediction of Low Speed Slew Bearing Prognosis   In recent years, the utilization of rotating parts, e.g. bearings and gears,
has been continuously supporting the manufacturing line to produce consistent
output quality. Due to their critical role, the breakdown of these components
might significantly impact the production rate. A proper condition based
monitoring (CBM) is among a few ways to maintain and monitor the rotating
systems. Prognosis, as one of the major tasks in CBM that predicts and
estimates the remaining useful life of the machine, has attracted significant
interest in decades. This paper presents a literature review on prognosis
approaches from published papers in the last decade. The prognostic approaches
are described comprehensively to provide a better idea on how to select an
appropriate prognosis method for specific needs. An advanced predictive
analytics, namely Parsimonious Network Based on Fuzzy Inference System
(PANFIS), was proposed and tested into the low speed slew bearing data. PANFIS
differs itself from conventional prognostic approaches in which it supports for
online lifelong prognostics without the requirement of retraining or
reconfiguration phase. The method is applied to normal-to-failure bearing
vibration data collected for 139 days and to predict the time-domain features
of vibration slew bearing signals. The performance of the proposed method is
compared to some established methods such as ANFIS, eTS, and Simp_eTS. From the
results, it is suggested that PANFIS offers outstanding performance compared to
those of other methods.

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The categories of this paper are: quant-ph
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The categories of this paper are: adap-org
35
The categories of this paper are: mtrl-th
37
The categories of this paper are: supr-con
34
The categories of this paper are: chem-ph
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The categories of this paper are: nucl-ex
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The categories of this paper are: atom-ph
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The categories of this paper are: gr-qc
3
The categories of this paper are: physics
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The categories of this paper are: hep-ex
30
The categories of this paper are: q-alg
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The categories of this paper are: nucl-th
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The categories of this paper are: plasm-ph
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The categories of this paper are: dg-ga
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The categories of this paper are: econ
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The categories of this paper are: solv-int