Spatial modeling of long-term air temperatures for sustainability: evolutionary fuzzy approach and neuro-fuzzy methods.

Abstract:

:This paper investigates the capabilities of the evolutionary fuzzy genetic (FG) approach and compares it with three neuro-fuzzy methods-neuro-fuzzy with grid partitioning (ANFIS-GP), neuro-fuzzy with subtractive clustering (ANFIS-SC), and neuro-fuzzy with fuzzy c-means clustering (ANFIS-FCM)-in terms of modeling long-term air temperatures for sustainability based on geographical information. In this regard, to estimate long-term air temperatures for a 40-year (1970-2011) period, the models were developed using data for the month of the year, latitude, longitude, and altitude obtained from 71 stations in Turkey. The models were evaluated with respect to mean absolute error (MAE), root mean square error (RMSE), Nash-Sutcliffe efficiency (NSE), and the determination coefficient (R2). All data were divided into three parts and every model was tested on each. The FG approach outperformed the other models, enhancing the MAE, RMSE, NSE, and R2 of the ANFIS-GP model, which yielded the highest accuracy among the neuro-fuzzy models by 20%, 30%, and 4%, respectively. A geographical information system was used to obtain temperature maps using estimates of the optimal models, and the results of the model were assessed using it.

journal_name

PeerJ

journal_title

PeerJ

authors

Sadeghi-Niaraki A,Kisi O,Choi SM

doi

10.7717/peerj.8882

subject

Has Abstract

pub_date

2020-08-14 00:00:00

pages

e8882

issn

2167-8359

pii

8882

journal_volume

8

pub_type

杂志文章

相关文献

PeerJ文献大全
  • Genome survey sequencing of the Caribbean spiny lobster Panulirus argus: Genome size, nuclear rRNA operon, repetitive elements, and microsatellite discovery.

    abstract:Background:Panulirus argus is an ecologically relevant species in shallow water hard-bottom environments and coral reefs and target of the most lucrative fishery in the greater Caribbean region. Methods:This study reports, for the first time, the genome size and nuclear repetitive elements, including the 45S ribosomal...

    journal_title:PeerJ

    pub_type: 杂志文章

    doi:10.7717/peerj.10554

    authors: Baeza JA

    更新日期:2020-12-17 00:00:00

  • Is geography an accurate predictor of evolutionary history in the millipede family Xystodesmidae?

    abstract::For the past several centuries, millipede taxonomists have used the morphology of male copulatory structures (modified legs called gonopods), which are strongly variable and suggestive of species-level differences, as a source to understand taxon relationships. Millipedes in the family Xystodesmidae are blind, dispers...

    journal_title:PeerJ

    pub_type: 杂志文章

    doi:10.7717/peerj.3854

    authors: Means JC,Marek PE

    更新日期:2017-10-12 00:00:00

  • Data concordance between ESRD Medical Evidence Report and Medicare claims: is there any improvement?

    abstract:Background:Medicare is one of the world's largest health insurance programs. It provides health insurance to nearly 44 million beneficiaries whose entitlements are based on age, disability, or end-stage renal disease (ESRD). Data of these ESRD beneficiaries are collected in the US Renal Data System (USRDS), which inclu...

    journal_title:PeerJ

    pub_type: 杂志文章

    doi:10.7717/peerj.5284

    authors: Mu Y,Chin AI,Kshirsagar AV,Bang H

    更新日期:2018-07-27 00:00:00

  • Physiological responses of Oxyrrhis marina to a diet of virally infected Emiliania huxleyi.

    abstract::The coccolithophore Emiliania huxleyi forms some of the largest phytoplankton blooms in the ocean. The rapid demise of these blooms has been linked to viral infections. E. huxleyi abundance, distribution, and nutritional status make them an important food source for the heterotrophic protists which are classified as m...

    journal_title:PeerJ

    pub_type: 杂志文章

    doi:10.7717/peerj.6722

    authors: Goode AG,Fields DM,Archer SD,Martínez Martínez J

    更新日期:2019-04-19 00:00:00

  • Short-term starvation at low temperature prior to harvest does not impact the health and acute stress response of adult Atlantic salmon.

    abstract::A period of starvation is regarded as a sound practice in aquaculture prior to handling, transportation and harvest, to minimise impacts on welfare and ensure proper hygiene after harvest. However, documentation of welfare issues such as stress following starvation and handling in adult Atlantic salmon are lacking. Th...

    journal_title:PeerJ

    pub_type: 杂志文章

    doi:10.7717/peerj.3273

    authors: Waagbø R,Jørgensen SM,Timmerhaus G,Breck O,Olsvik PA

    更新日期:2017-04-27 00:00:00

  • TAS3 miR390-dependent loci in non-vascular land plants: towards a comprehensive reconstruction of the gene evolutionary history.

    abstract::Trans-acting small interfering RNAs (ta-siRNAs) are transcribed from protein non-coding genomic TAS loci and belong to a plant-specific class of endogenous small RNAs. These siRNAs have been found to regulate gene expression in most taxa including seed plants, gymnosperms, ferns and mosses. In this study, bioinformati...

    journal_title:PeerJ

    pub_type: 杂志文章

    doi:10.7717/peerj.4636

    authors: Morozov SY,Milyutina IA,Erokhina TN,Ozerova LV,Troitsky AV,Solovyev AG

    更新日期:2018-04-16 00:00:00

  • Changes in sprint performance and sagittal plane kinematics after heavy resisted sprint training in professional soccer players.

    abstract:Background:Sprint performance is an essential skill to target within soccer, which can be likely achieved with a variety of methods, including different on-field training options. One such method could be heavy resisted sprint training. However, the effects of such overload on sprint performance and the related kinetic...

    journal_title:PeerJ

    pub_type: 杂志文章

    doi:10.7717/peerj.10507

    authors: Lahti J,Huuhka T,Romero V,Bezodis I,Morin JB,Häkkinen K

    更新日期:2020-12-15 00:00:00

  • A framework for smartphone-enabled, patient-generated health data analysis.

    abstract:BACKGROUND:Digital medicine and smartphone-enabled health technologies provide a novel source of human health and human biology data. However, in part due to its intricacies, few methods have been established to analyze and interpret data in this domain. We previously conducted a six-month interventional trial examinin...

    journal_title:PeerJ

    pub_type: 杂志文章

    doi:10.7717/peerj.2284

    authors: Gollamudi SS,Topol EJ,Wineinger NE

    更新日期:2016-08-02 00:00:00

  • Trends and topics in eye disease research in PubMed from 2010 to 2014.

    abstract:BACKGROUND:The purpose of this study is to provide a report on scientific production during the period 2010-2014 in order to identify the major topics as well as the predominant actors (journals, countries, continents) involved in the field of eye disease. METHODS:A PubMed search was carried out to extract articles re...

    journal_title:PeerJ

    pub_type: 杂志文章

    doi:10.7717/peerj.1557

    authors: Boudry C,Denion E,Mortemousque B,Mouriaux F

    更新日期:2016-01-07 00:00:00

  • Re-emergence of the leaf clip gesture during an alpha takeover affects variation in male chimpanzee loud calls.

    abstract::Loud calls are used by many species as long-distance signals for group defense, mate attraction, and inter- and intragroup spacing. Chimpanzee loud calls, or pant hoots, are used in a variety of contexts including group coordination and during male contests. Here, we observed an alpha male takeover in wild chimpanzees...

    journal_title:PeerJ

    pub_type: 杂志文章

    doi:10.7717/peerj.5079

    authors: Kalan AK,Boesch C

    更新日期:2018-06-28 00:00:00

  • Parameter estimation in tree graph metabolic networks.

    abstract::We study the glycosylation processes that convert initially toxic substrates to nutritionally valuable metabolites in the flavonoid biosynthesis pathway of tomato (Solanum lycopersicum) seedlings. To estimate the reaction rates we use ordinary differential equations (ODEs) to model the enzyme kinetics. A popular choic...

    journal_title:PeerJ

    pub_type: 杂志文章

    doi:10.7717/peerj.2417

    authors: Astola L,Stigter H,Gomez Roldan MV,van Eeuwijk F,Hall RD,Groenenboom M,Molenaar JJ

    更新日期:2016-09-20 00:00:00

  • Utility of a time frame in assessing psychological pain and suicide ideation.

    abstract:BACKGROUND:Assessing psychological pain has been recommended as an integral part of a comprehensive suicide risk assessment. The Psychache Scale, an established measure of psychological pain, does not specify a time frame for when pain is experienced, which may inadvertently increase the likelihood of identifying indiv...

    journal_title:PeerJ

    pub_type: 杂志文章

    doi:10.7717/peerj.3491

    authors: Meerwijk EL,Weiss SJ

    更新日期:2017-06-22 00:00:00

  • Long-term administration of vitamin B12 and adenosine triphosphate for idiopathic sudden sensorineural hearing loss: a retrospective study.

    abstract:Background:In idiopathic sudden sensorineural hearing loss (ISSNHL), the relationship between the administration duration of vitamin B12 (vit B12) with adenosine triphosphate (ATP) and their therapeutic effect is not fully understood. Objective:To investigate the therapeutic effect of long-term 16 (≥weeks) administrat...

    journal_title:PeerJ

    pub_type: 杂志文章

    doi:10.7717/peerj.10406

    authors: Kurioka T,Sano H,Furuki S,Yamashita T

    更新日期:2020-12-16 00:00:00

  • Asymmetrical dispersal and putative isolation-by-distance of an intertidal blenniid across the Atlantic-Mediterranean divide.

    abstract::Transition zones are of high evolutionary interest because unique patterns of spatial variation are often retained. Here, we investigated the phylogeography of the peacock blenny, Salaria pavo, a small marine intertidal fish that inhabits rocky habitats of the Mediterranean and the adjacent Atlantic Ocean. We screened...

    journal_title:PeerJ

    pub_type: 杂志文章

    doi:10.7717/peerj.3195

    authors: Castilho R,Cunha RL,Faria C,Velasco EM,Robalo JI

    更新日期:2017-04-27 00:00:00

  • Homeoprotein OTX1 and OTX2 involvement in rat myenteric neuron adaptation after DNBS-induced colitis.

    abstract:Background:Inflammatory bowel diseases are associated with remodeling of neuronal circuitries within the enteric nervous system, occurring also at sites distant from the acute site of inflammation and underlying disturbed intestinal functions. Homeoproteins orthodenticle OTX1 and OTX2 are neuronal transcription factors...

    journal_title:PeerJ

    pub_type: 杂志文章

    doi:10.7717/peerj.8442

    authors: Bistoletti M,Micheloni G,Baranzini N,Bosi A,Conti A,Filpa V,Pirrone C,Millefanti G,Moro E,Grimaldi A,Valli R,Baj A,Crema F,Giaroni C,Porta G

    更新日期:2020-02-13 00:00:00

  • Phylogenomic analyses confirm a novel invasive North American Corbicula (Bivalvia: Cyrenidae) lineage.

    abstract::The genus Corbicula consists of estuarine or freshwater clams native to temperate/tropical regions of Asia, Africa, and Australia that collectively encompass both sexual species and clonal (androgenetic) lineages. The latter have become globally invasive in freshwater systems and they represent some of the most succes...

    journal_title:PeerJ

    pub_type: 杂志文章

    doi:10.7717/peerj.7484

    authors: Haponski AE,Ó Foighil D

    更新日期:2019-08-22 00:00:00

  • Investigation of the protein profile of silkworm (Bombyx mori) pupae reared on a well-calibrated artificial diet compared to mulberry leaf diet.

    abstract:Background:Silkworm pupae is the main by-product of the sericulture industry with an interesting nutritional profile, especially in terms of proteins. In consideration of its possible use as a food or food ingredient in Western countries, a comparative proteomic experiment has been performed to investigate the differen...

    journal_title:PeerJ

    pub_type: 杂志文章

    doi:10.7717/peerj.6723

    authors: Lamberti C,Gai F,Cirrincione S,Giribaldi M,Purrotti M,Manfredi M,Marengo E,Sicuro B,Saviane A,Cappellozza S,Giuffrida MG,Cavallarin L

    更新日期:2019-06-12 00:00:00

  • CD36 identified by weighted gene co-expression network analysis as a hub candidate gene in lupus nephritis.

    abstract::Lupus nephritis (LN) is a severe manifestation of systemic lupus erythematosus (SLE), which often progresses to end-stage renal disease (ESRD) and ultimately leads to death. At present, there are no definitive therapies towards LN, so that illuminating the molecular mechanism behind the disease has become an urgent ta...

    journal_title:PeerJ

    pub_type: 杂志文章

    doi:10.7717/peerj.7722

    authors: Yang H,Li H

    更新日期:2019-10-01 00:00:00

  • Analysis of factors contributing to postoperative body weight change in patients with gastric cancer: based on generalized estimation equation.

    abstract:Aims:The study aimed to explore factors contributing to body weight change over time in gastric cancer patients after gastrectomy, in order to find risk factors to implement nutritional intervention beforehand. Methods:A cohort of gastric cancer patients who were treated with gastrectomy from January to March 2019 at ...

    journal_title:PeerJ

    pub_type: 杂志文章

    doi:10.7717/peerj.9390

    authors: Tian Q,Qin L,Zhu W,Xiong S,Wu B

    更新日期:2020-07-10 00:00:00

  • Honey bee viruses in Serbian colonies of different strength.

    abstract::Protection of honey bees is of great economic importance because of their role in pollination. Crucial steps towards this goal are epidemiological surveys of pathogens connected with honey bee losses. In this study deformed wing virus (DWV), chronic bee paralysis virus (CBPV), acute bee paralysis virus (ABPV) and sacb...

    journal_title:PeerJ

    pub_type: 杂志文章

    doi:10.7717/peerj.5887

    authors: Cirkovic D,Stevanovic J,Glavinic U,Aleksic N,Djuric S,Aleksic J,Stanimirovic Z

    更新日期:2018-11-14 00:00:00

  • Enzymatically crosslinked gelatin hydrogel promotes the proliferation of adipose tissue-derived stromal cells.

    abstract::Gelatin hydrogel crosslinked by microbial transglutaminase (mTG) exhibits excellent performance in cell adhesion, proliferation, and differentiation. We examined the gelation time and gel strength of gelatin/mTG hydrogels in various proportions to investigate their physical properties and tested their degradation perf...

    journal_title:PeerJ

    pub_type: 杂志文章

    doi:10.7717/peerj.2497

    authors: Yang G,Xiao Z,Ren X,Long H,Qian H,Ma K,Guo Y

    更新日期:2016-09-27 00:00:00

  • Broad cognitive complaints but subtle objective working memory impairment in fibromyalgia patients.

    abstract:Background:Cognitive dysfunction in fibromyalgia (FM) encompasses objective cognitive difficulties, as measured in neuropsychological tests, and self-reported cognitive complaints. Although it has been suggested that FM patients display problems in working memory, the data are inconsistent, and the overall working memo...

    journal_title:PeerJ

    pub_type: 杂志文章

    doi:10.7717/peerj.5907

    authors: Pidal-Miranda M,González-Villar AJ,Carrillo-de-la-Peña MT,Andrade E,Rodríguez-Salgado D

    更新日期:2018-11-21 00:00:00

  • Spatial variation in the littoral vertebrate community of a reservoir relative to physical and biological gradients.

    abstract::Reservoirs possess gradients in conditions and resources along their long (deep-shallow) axis, but the response of littoral vertebrates (fish and turtles) to these gradients is poorly understood. We have quantified the littoral vertebrate communities throughout a small reservoir in Southeastern Ohio during July and Au...

    journal_title:PeerJ

    pub_type: 杂志文章

    doi:10.7717/peerj.693

    authors: Ruhl N,Soski JJ,Roosenburg WM

    更新日期:2014-12-11 00:00:00

  • Establishment and characterization of fantail goldfish fin (FtGF) cell line from goldfish, Carassius auratus for in vitro propagation of Cyprinid herpes virus-2 (CyHV-2).

    abstract:Background:Herpesviral hematopoietic necrosis disease, caused by cyprinid herpesvirus-2 (CyHV-2), is responsible for massive mortalities in the aquaculture of goldfish, Carassius auratus. Permissive cell lines for the isolation and propagation of CyHV-2 have been established from various goldfish tissues by sacrificing...

    journal_title:PeerJ

    pub_type: 杂志文章

    doi:10.7717/peerj.9373

    authors: Dharmaratnam A,Kumar R,Valaparambil BS,Sood N,Pradhan PK,Das S,Swaminathan TR

    更新日期:2020-07-14 00:00:00

  • The impact of PI3K inhibitors on breast cancer cell and its tumor microenvironment.

    abstract::The phosphoinositide 3-kinase (PI3K) pathway shows frequent aberrant alterations and pathological activation in breast cancer cells. While PI3K inhibitors have not achieved expectant therapeutic efficacy in clinical trials, and several studies provide promising combination strategies to substantially maximize therapeu...

    journal_title:PeerJ

    pub_type: 杂志文章

    doi:10.7717/peerj.5092

    authors: Qin H,Liu L,Sun S,Zhang D,Sheng J,Li B,Yang W

    更新日期:2018-06-19 00:00:00

  • Positive affect and age as predictors of exercise compliance.

    abstract::Physical exercise is linked to individuals whose affect profiles are invariably positive and it induces anti-apoptotic and anti-excitotoxic effects, buttressing blood-brain barrier intactness in both healthy individuals and those suffering from disorders accompanying overweight and obesity. In this regard, exercise of...

    journal_title:PeerJ

    pub_type: 杂志文章

    doi:10.7717/peerj.694

    authors: Garcia D,Archer T

    更新日期:2014-12-16 00:00:00

  • Geriatric syndromes are potential determinants of the medication adherence status in prevalent dialysis patients.

    abstract::Background. Geriatric syndromes (GS) exhibit high prevalence in patients with end-stage renal disease (ESRD) under chronic dialysis irrespective of age. We sought to determine whether GS influences medication adherence in ESRD patients. Methods. A prospective cohort of chronic dialysis patients was assembled. The pres...

    journal_title:PeerJ

    pub_type: 杂志文章

    doi:10.7717/peerj.2122

    authors: Chao CT,Huang JW,COGENT (COhort of GEriatric Nephrology in NTUH) study group.

    更新日期:2016-06-14 00:00:00

  • The PGI enzyme system and fitness response to temperature as a measure of environmental tolerance in an invasive species.

    abstract::In the field of invasion ecology, the determination of a species' environmental tolerance, is a key parameter in the prediction of its potential distribution, particularly in the context of global warming. In poikilothermic species such as insects, temperature is often considered the most important abiotic factor that...

    journal_title:PeerJ

    pub_type: 杂志文章

    doi:10.7717/peerj.676

    authors: Lefort MC,Brown S,Boyer S,Worner S,Armstrong K

    更新日期:2014-11-25 00:00:00

  • Hardly habitual: chimpanzees and gorillas show flexibility in their motor responses when presented with a causally-clear task.

    abstract::In contrast to reports of wild primates, studies of captive primates' flexibility often reveal conservatism: individuals are unable to switch to new and more efficient strategies when task demands change. We propose that such conservatism might be a result of task design and hypothesize that conservatism might be link...

    journal_title:PeerJ

    pub_type: 杂志文章

    doi:10.7717/peerj.6195

    authors: Jacobson SL,Hopper LM

    更新日期:2019-01-08 00:00:00

  • A new terrestrial snail species (Gastropoda: Bulimulidae) from the Región de Antofagasta, northern Chile.

    abstract::A new species of Scutalus Albers, 1850 (Gastropoda: Bulimulidae), Scutalus chango sp. n., is described from a coastal area of northern Chile. Empty shells of this new species were found buried in sand and under boulders and rocks in the foothills of the Chilean Coastal Range at Paposo, Región de Antofagasta. This new ...

    journal_title:PeerJ

    pub_type: 杂志文章

    doi:10.7717/peerj.3538

    authors: Araya JF,Breure ASH

    更新日期:2017-07-05 00:00:00