An Intelligent Modeling and Controller design for Clarifier process: A Metaheuristic Algorithm approach. Article Swipe

PDF

M. Rajalakshmi , C. S. Karthik , Veeranan Arunprasad , Gurusamy Saravanakumar , Sanjeevi Pandiyan ·

YOU? · · 2021 · Open Access · · DOI: https://doi.org/10.21203/rs.3.rs-371226/v1

This paper concentrates on the modeling and control of the sugar industry's nonlinear clarifier process. Since the sugar industry's clarification mechanism is complex and nonlinear, it is therefore important to obtain the exact model with identification methods. Using the normal modeling technique, the basic model of the complex process is obtained and further improved to make the model act like the actual system. The most accurate model from the algorithms is analysed using metaheuristic algorithms such as Genetic Algorithm (GA), Particle Swarm Optimization (PSO), and State Transition Algorithm (STA). The proposed STA design to the clarifier model provides the maximum fitness. The clarifier model derived from State Transition Algorithm (STA) behaves more similar to the actual clarifier process by capturing the principle dynamic qualities of the process. Simulations have demonstrated that STA is an optimum algorithm for the clarifier process than the other algorithms. From the results, it is inferred that the controllers introduced in this study, can be utilized to accomplish a better performance than the standard controller design, and during the control of any nonlinear procedure and STA is extremely helpful in modeling a nonlinear process.

Related Topics

Concepts

Clarifier Metaheuristic Computer science Process (computing) Control engineering Controller (irrigation) Algorithm Mathematical optimization Engineering Mathematics Programming language Waste management Agronomy Biology

Metadata

Type: preprint
Language: en
Landing Page: https://doi.org/10.21203/rs.3.rs-371226/v1
PDF: https://www.researchsquare.com/article/rs-371226/v1.pdf?c=1631895229000
OA Status: gold
Related Works: 10
OpenAlex ID: https://openalex.org/W3153462583

All OpenAlex metadata

Raw OpenAlex JSON

OpenAlex ID: https://openalex.org/W3153462583

Canonical identifier for this work in OpenAlex
DOI: https://doi.org/10.21203/rs.3.rs-371226/v1

Digital Object Identifier
Title: An Intelligent Modeling and Controller design for Clarifier process: A Metaheuristic Algorithm approach.

Work title
Type: preprint

OpenAlex work type
Language: en

Primary language
Publication year: 2021

Year of publication
Publication date: 2021-04-12

Full publication date if available
Authors: M. Rajalakshmi, C. S. Karthik, Veeranan Arunprasad, Gurusamy Saravanakumar, Sanjeevi Pandiyan

List of authors in order
Landing page: https://doi.org/10.21203/rs.3.rs-371226/v1

Publisher landing page
PDF URL: https://www.researchsquare.com/article/rs-371226/v1.pdf?c=1631895229000

Direct link to full text PDF
Open access: Yes

Whether a free full text is available
OA status: gold

Open access status per OpenAlex
OA URL: https://www.researchsquare.com/article/rs-371226/v1.pdf?c=1631895229000

Direct OA link when available
Concepts: Clarifier, Metaheuristic, Computer science, Process (computing), Control engineering, Controller (irrigation), Algorithm, Mathematical optimization, Engineering, Mathematics, Programming language, Waste management, Agronomy, Biology

Top concepts (fields/topics) attached by OpenAlex
Cited by: 0

Total citation count in OpenAlex
Related works (count): 10

Other works algorithmically related by OpenAlex

Full payload

id	https://openalex.org/W3153462583
doi	https://doi.org/10.21203/rs.3.rs-371226/v1
ids.doi	https://doi.org/10.21203/rs.3.rs-371226/v1
ids.mag	3153462583
ids.openalex	https://openalex.org/W3153462583
fwci	0.0
type	preprint
title	An Intelligent Modeling and Controller design for Clarifier process: A Metaheuristic Algorithm approach.
biblio.issue
biblio.volume
biblio.last_page
biblio.first_page
topics[0].id	https://openalex.org/T10551
topics[0].field.id	https://openalex.org/fields/22
topics[0].field.display_name	Engineering
topics[0].score	0.5476999878883362
topics[0].domain.id	https://openalex.org/domains/3
topics[0].domain.display_name	Physical Sciences
topics[0].subfield.id	https://openalex.org/subfields/2209
topics[0].subfield.display_name	Industrial and Manufacturing Engineering
topics[0].display_name	Scheduling and Optimization Algorithms
topics[1].id	https://openalex.org/T10791
topics[1].field.id	https://openalex.org/fields/22
topics[1].field.display_name	Engineering
topics[1].score	0.4878000020980835
topics[1].domain.id	https://openalex.org/domains/3
topics[1].domain.display_name	Physical Sciences
topics[1].subfield.id	https://openalex.org/subfields/2207
topics[1].subfield.display_name	Control and Systems Engineering
topics[1].display_name	Advanced Control Systems Optimization
is_xpac	False
apc_list
apc_paid
concepts[0].id	https://openalex.org/C2777428582
concepts[0].level	2
concepts[0].score	0.7354180812835693
concepts[0].wikidata	https://www.wikidata.org/wiki/Q17050939
concepts[0].display_name	Clarifier
concepts[1].id	https://openalex.org/C109718341
concepts[1].level	2
concepts[1].score	0.6370065212249756
concepts[1].wikidata	https://www.wikidata.org/wiki/Q1385229
concepts[1].display_name	Metaheuristic
concepts[2].id	https://openalex.org/C41008148
concepts[2].level	0
concepts[2].score	0.591580867767334
concepts[2].wikidata	https://www.wikidata.org/wiki/Q21198
concepts[2].display_name	Computer science
concepts[3].id	https://openalex.org/C98045186
concepts[3].level	2
concepts[3].score	0.5652235150337219
concepts[3].wikidata	https://www.wikidata.org/wiki/Q205663
concepts[3].display_name	Process (computing)
concepts[4].id	https://openalex.org/C133731056
concepts[4].level	1
concepts[4].score	0.48135119676589966
concepts[4].wikidata	https://www.wikidata.org/wiki/Q4917288
concepts[4].display_name	Control engineering
concepts[5].id	https://openalex.org/C203479927
concepts[5].level	2
concepts[5].score	0.4606243968009949
concepts[5].wikidata	https://www.wikidata.org/wiki/Q5165939
concepts[5].display_name	Controller (irrigation)
concepts[6].id	https://openalex.org/C11413529
concepts[6].level	1
concepts[6].score	0.4570607542991638
concepts[6].wikidata	https://www.wikidata.org/wiki/Q8366
concepts[6].display_name	Algorithm
concepts[7].id	https://openalex.org/C126255220
concepts[7].level	1
concepts[7].score	0.3702676296234131
concepts[7].wikidata	https://www.wikidata.org/wiki/Q141495
concepts[7].display_name	Mathematical optimization
concepts[8].id	https://openalex.org/C127413603
concepts[8].level	0
concepts[8].score	0.24364033341407776
concepts[8].wikidata	https://www.wikidata.org/wiki/Q11023
concepts[8].display_name	Engineering
concepts[9].id	https://openalex.org/C33923547
concepts[9].level	0
concepts[9].score	0.17563292384147644
concepts[9].wikidata	https://www.wikidata.org/wiki/Q395
concepts[9].display_name	Mathematics
concepts[10].id	https://openalex.org/C199360897
concepts[10].level	1
concepts[10].score	0.06321704387664795
concepts[10].wikidata	https://www.wikidata.org/wiki/Q9143
concepts[10].display_name	Programming language
concepts[11].id	https://openalex.org/C548081761
concepts[11].level	1
concepts[11].score	0.0
concepts[11].wikidata	https://www.wikidata.org/wiki/Q180388
concepts[11].display_name	Waste management
concepts[12].id	https://openalex.org/C6557445
concepts[12].level	1
concepts[12].score	0.0
concepts[12].wikidata	https://www.wikidata.org/wiki/Q173113
concepts[12].display_name	Agronomy
concepts[13].id	https://openalex.org/C86803240
concepts[13].level	0
concepts[13].score	0.0
concepts[13].wikidata	https://www.wikidata.org/wiki/Q420
concepts[13].display_name	Biology
keywords[0].id	https://openalex.org/keywords/clarifier
keywords[0].score	0.7354180812835693
keywords[0].display_name	Clarifier
keywords[1].id	https://openalex.org/keywords/metaheuristic
keywords[1].score	0.6370065212249756
keywords[1].display_name	Metaheuristic
keywords[2].id	https://openalex.org/keywords/computer-science
keywords[2].score	0.591580867767334
keywords[2].display_name	Computer science
keywords[3].id	https://openalex.org/keywords/process
keywords[3].score	0.5652235150337219
keywords[3].display_name	Process (computing)
keywords[4].id	https://openalex.org/keywords/control-engineering
keywords[4].score	0.48135119676589966
keywords[4].display_name	Control engineering
keywords[5].id	https://openalex.org/keywords/controller
keywords[5].score	0.4606243968009949
keywords[5].display_name	Controller (irrigation)
keywords[6].id	https://openalex.org/keywords/algorithm
keywords[6].score	0.4570607542991638
keywords[6].display_name	Algorithm
keywords[7].id	https://openalex.org/keywords/mathematical-optimization
keywords[7].score	0.3702676296234131
keywords[7].display_name	Mathematical optimization
keywords[8].id	https://openalex.org/keywords/engineering
keywords[8].score	0.24364033341407776
keywords[8].display_name	Engineering
keywords[9].id	https://openalex.org/keywords/mathematics
keywords[9].score	0.17563292384147644
keywords[9].display_name	Mathematics
keywords[10].id	https://openalex.org/keywords/programming-language
keywords[10].score	0.06321704387664795
keywords[10].display_name	Programming language
language	en
locations[0].id	doi:10.21203/rs.3.rs-371226/v1
locations[0].is_oa	True
locations[0].source
locations[0].license	cc-by
locations[0].pdf_url	https://www.researchsquare.com/article/rs-371226/v1.pdf?c=1631895229000
locations[0].version	acceptedVersion
locations[0].raw_type	posted-content
locations[0].license_id	https://openalex.org/licenses/cc-by
locations[0].is_accepted	True
locations[0].is_published	False
locations[0].raw_source_name
locations[0].landing_page_url	https://doi.org/10.21203/rs.3.rs-371226/v1
indexed_in	crossref
authorships[0].author.id	https://openalex.org/A5064631318
authorships[0].author.orcid	https://orcid.org/0000-0003-4768-1029
authorships[0].author.display_name	M. Rajalakshmi
authorships[0].affiliations[0].raw_affiliation_string	Jyothi Engineering College
authorships[0].author_position	first
authorships[0].raw_author_name	M Rajalakshmi
authorships[0].is_corresponding	False
authorships[0].raw_affiliation_strings	Jyothi Engineering College
authorships[1].author.id	https://openalex.org/A5066903534
authorships[1].author.orcid
authorships[1].author.display_name	C. S. Karthik
authorships[1].affiliations[0].raw_affiliation_string	Jyothi Engineering College
authorships[1].author_position	middle
authorships[1].raw_author_name	C Karthik
authorships[1].is_corresponding	False
authorships[1].raw_affiliation_strings	Jyothi Engineering College
authorships[2].author.id	https://openalex.org/A5030125000
authorships[2].author.orcid	https://orcid.org/0000-0003-0090-7406
authorships[2].author.display_name	Veeranan Arunprasad
authorships[2].affiliations[0].raw_affiliation_string	Theni Kammavar Sangam College of Technology
authorships[2].author_position	middle
authorships[2].raw_author_name	V Arunprasad
authorships[2].is_corresponding	False
authorships[2].raw_affiliation_strings	Theni Kammavar Sangam College of Technology
authorships[3].author.id	https://openalex.org/A5055484623
authorships[3].author.orcid
authorships[3].author.display_name	Gurusamy Saravanakumar
authorships[3].affiliations[0].raw_affiliation_string	Adisababa
authorships[3].author_position	middle
authorships[3].raw_author_name	G Saravanakumar
authorships[3].is_corresponding	False
authorships[3].raw_affiliation_strings	Adisababa
authorships[4].author.id	https://openalex.org/A5064856220
authorships[4].author.orcid	https://orcid.org/0000-0002-1377-0456
authorships[4].author.display_name	Sanjeevi Pandiyan
authorships[4].countries	CN
authorships[4].affiliations[0].institution_ids	https://openalex.org/I111599522
authorships[4].affiliations[0].raw_affiliation_string	Jiangnan University
authorships[4].institutions[0].id	https://openalex.org/I111599522
authorships[4].institutions[0].ror	https://ror.org/04mkzax54
authorships[4].institutions[0].type	education
authorships[4].institutions[0].lineage	https://openalex.org/I111599522
authorships[4].institutions[0].country_code	CN
authorships[4].institutions[0].display_name	Jiangnan University
authorships[4].author_position	last
authorships[4].raw_author_name	Sanjeevi Pandiyan
authorships[4].is_corresponding	True
authorships[4].raw_affiliation_strings	Jiangnan University
has_content.pdf	True
has_content.grobid_xml	True
is_paratext	False
open_access.is_oa	True
open_access.oa_url	https://www.researchsquare.com/article/rs-371226/v1.pdf?c=1631895229000
open_access.oa_status	gold
open_access.any_repository_has_fulltext	False
created_date	2025-10-10T00:00:00
display_name	An Intelligent Modeling and Controller design for Clarifier process: A Metaheuristic Algorithm approach.
has_fulltext	True
is_retracted	False
updated_date	2025-11-06T03:46:38.306776
primary_topic.id	https://openalex.org/T10551
primary_topic.field.id	https://openalex.org/fields/22
primary_topic.field.display_name	Engineering
primary_topic.score	0.5476999878883362
primary_topic.domain.id	https://openalex.org/domains/3
primary_topic.domain.display_name	Physical Sciences
primary_topic.subfield.id	https://openalex.org/subfields/2209
primary_topic.subfield.display_name	Industrial and Manufacturing Engineering
primary_topic.display_name	Scheduling and Optimization Algorithms
related_works	https://openalex.org/W778324951, https://openalex.org/W2349827904, https://openalex.org/W1990074804, https://openalex.org/W2992339608, https://openalex.org/W3181761937, https://openalex.org/W206904797, https://openalex.org/W2118560197, https://openalex.org/W2274131129, https://openalex.org/W1967361473, https://openalex.org/W2000675896
cited_by_count	0
locations_count	1
best_oa_location.id	doi:10.21203/rs.3.rs-371226/v1
best_oa_location.is_oa	True
best_oa_location.source
best_oa_location.license	cc-by
best_oa_location.pdf_url	https://www.researchsquare.com/article/rs-371226/v1.pdf?c=1631895229000
best_oa_location.version	acceptedVersion
best_oa_location.raw_type	posted-content
best_oa_location.license_id	https://openalex.org/licenses/cc-by
best_oa_location.is_accepted	True
best_oa_location.is_published	False
best_oa_location.raw_source_name
best_oa_location.landing_page_url	https://doi.org/10.21203/rs.3.rs-371226/v1
primary_location.id	doi:10.21203/rs.3.rs-371226/v1
primary_location.is_oa	True
primary_location.source
primary_location.license	cc-by
primary_location.pdf_url	https://www.researchsquare.com/article/rs-371226/v1.pdf?c=1631895229000
primary_location.version	acceptedVersion
primary_location.raw_type	posted-content
primary_location.license_id	https://openalex.org/licenses/cc-by
primary_location.is_accepted	True
primary_location.is_published	False
primary_location.raw_source_name
primary_location.landing_page_url	https://doi.org/10.21203/rs.3.rs-371226/v1
publication_date	2021-04-12
publication_year	2021
referenced_works_count	0
abstract_inverted_index.a	163, 186
abstract_inverted_index.an	134
abstract_inverted_index.as	77
abstract_inverted_index.be	159
abstract_inverted_index.by	119
abstract_inverted_index.in	155, 184
abstract_inverted_index.is	22, 27, 50, 71, 133, 149, 181
abstract_inverted_index.it	26, 148
abstract_inverted_index.of	9, 46, 125, 175
abstract_inverted_index.on	4
abstract_inverted_index.to	30, 55, 94, 114, 161
abstract_inverted_index.STA	92, 132, 180
abstract_inverted_index.The	64, 90, 102
abstract_inverted_index.act	59
abstract_inverted_index.and	7, 24, 52, 85, 171, 179
abstract_inverted_index.any	176
abstract_inverted_index.can	158
abstract_inverted_index.for	137
abstract_inverted_index.the	5, 10, 17, 32, 39, 43, 47, 57, 61, 69, 95, 99, 115, 121, 126, 138, 142, 146, 152, 167, 173
abstract_inverted_index.From	145
abstract_inverted_index.This	1
abstract_inverted_index.from	68, 106
abstract_inverted_index.have	129
abstract_inverted_index.like	60
abstract_inverted_index.make	56
abstract_inverted_index.more	112
abstract_inverted_index.most	65
abstract_inverted_index.such	76
abstract_inverted_index.than	141, 166
abstract_inverted_index.that	131, 151
abstract_inverted_index.this	156
abstract_inverted_index.with	35
abstract_inverted_index.(GA),	80
abstract_inverted_index.(STA)	110
abstract_inverted_index.Since	16
abstract_inverted_index.State	86, 107
abstract_inverted_index.Swarm	82
abstract_inverted_index.Using	38
abstract_inverted_index.basic	44
abstract_inverted_index.exact	33
abstract_inverted_index.model	34, 45, 58, 67, 97, 104
abstract_inverted_index.other	143
abstract_inverted_index.paper	2
abstract_inverted_index.sugar	11, 18
abstract_inverted_index.using	73
abstract_inverted_index.(PSO),	84
abstract_inverted_index.(STA).	89
abstract_inverted_index.actual	62, 116
abstract_inverted_index.better	164
abstract_inverted_index.design	93
abstract_inverted_index.during	172
abstract_inverted_index.normal	40
abstract_inverted_index.obtain	31
abstract_inverted_index.study,	157
abstract_inverted_index.Genetic	78
abstract_inverted_index.behaves	111
abstract_inverted_index.complex	23, 48
abstract_inverted_index.control	8, 174
abstract_inverted_index.derived	105
abstract_inverted_index.design,	170
abstract_inverted_index.dynamic	123
abstract_inverted_index.further	53
abstract_inverted_index.helpful	183
abstract_inverted_index.maximum	100
abstract_inverted_index.optimum	135
abstract_inverted_index.process	49, 118, 140
abstract_inverted_index.similar	113
abstract_inverted_index.system.	63
abstract_inverted_index.Particle	81
abstract_inverted_index.accurate	66
abstract_inverted_index.analysed	72
abstract_inverted_index.fitness.	101
abstract_inverted_index.improved	54
abstract_inverted_index.inferred	150
abstract_inverted_index.methods.	37
abstract_inverted_index.modeling	6, 41, 185
abstract_inverted_index.obtained	51
abstract_inverted_index.process.	15, 127, 188
abstract_inverted_index.proposed	91
abstract_inverted_index.provides	98
abstract_inverted_index.results,	147
abstract_inverted_index.standard	168
abstract_inverted_index.utilized	160
abstract_inverted_index.Algorithm	79, 88, 109
abstract_inverted_index.algorithm	136
abstract_inverted_index.capturing	120
abstract_inverted_index.clarifier	14, 96, 103, 117, 139
abstract_inverted_index.extremely	182
abstract_inverted_index.important	29
abstract_inverted_index.mechanism	21
abstract_inverted_index.nonlinear	13, 177, 187
abstract_inverted_index.principle	122
abstract_inverted_index.procedure	178
abstract_inverted_index.qualities	124
abstract_inverted_index.therefore	28
abstract_inverted_index.Transition	87, 108
abstract_inverted_index.accomplish	162
abstract_inverted_index.algorithms	70, 75
abstract_inverted_index.controller	169
abstract_inverted_index.industry's	12, 19
abstract_inverted_index.introduced	154
abstract_inverted_index.nonlinear,	25
abstract_inverted_index.technique,	42
abstract_inverted_index.Simulations	128
abstract_inverted_index.algorithms.	144
abstract_inverted_index.controllers	153
abstract_inverted_index.performance	165
abstract_inverted_index.Optimization	83
abstract_inverted_index.concentrates	3
abstract_inverted_index.demonstrated	130
abstract_inverted_index.clarification	20
abstract_inverted_index.metaheuristic	74
abstract_inverted_index.identification	36
abstract_inverted_index.<title>Abstract</title>	0
cited_by_percentile_year
corresponding_author_ids	https://openalex.org/A5064856220
countries_distinct_count	1
institutions_distinct_count	5
corresponding_institution_ids	https://openalex.org/I111599522
sustainable_development_goals[0].id	https://metadata.un.org/sdg/9
sustainable_development_goals[0].score	0.6100000143051147
sustainable_development_goals[0].display_name	Industry, innovation and infrastructure
citation_normalized_percentile.value	0.04656415
citation_normalized_percentile.is_in_top_1_percent	False
citation_normalized_percentile.is_in_top_10_percent	False