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Applying Scikit-learn of Machine Learning to Predict Consumed Energy in Al-Khwarizmi College of Engineering, Baghdad, Iraq
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Globally, buildings use about 40% of energy. Many elements, such as the physical properties of the structure, the efficiency of the cooling and heating systems, the activity of the occupants, and the building’s sustainability, affect the energy consumption of a building. It is really difficult to predict how much energy a building will need. To improve the building’s sustainability and create sustainable energy sources to reduce carbon dioxide emissions from fossil fuel combustion, estimating the building's energy use is necessary. This paper explains the energy consumed in the lecture building of the Al-Khwarizmi College of Engineering, University of Baghdad (UOB), Baghdad, Iraq. The weather data and the building construction information were collected for a specific period and put into a specific data set. That data was used to find the value of energy consumption in the building using artificial intelligence and data analysis. A Python library called Scikit-learn is used to implement machine learning algorithms. In particular, the Multi-layer Perceptron regressor (MLPRegressor) algorithm was used to predict the consumption. The importance of this work lies in predicting the amount of energy consumed. The outcomes of this work can be used to predict the energy consumed by any building before it is built. The used methodology shows the ability to predict energy performance in educational buildings using previous results and train the model on them, and prediction accuracy depends on the amount of data available for the training in artificial intelligence (AI) steps to give the highest accuracy. The prediction was checked using root-mean-square error (RMSE) and coefficient of determination (R²) and we arrived at 0.16 and 0.97 for RMSE and R², respectively.

Publication Date
Sun Feb 08 2009
Journal Name
Ibn Al- Haitham J. For Pure & Appl. Sci.
Evaluation of Dot. ELISA test for Diagnosis Visceral Leishmaniasis in Infected Children
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Evaluation of Dot. ELISA test for Diagnosis Visceral Leishmaniasis in Infected Children

Publication Date
Fri Aug 01 2014
Journal Name
2014 36th Annual International Conference Of The Ieee Engineering In Medicine And Biology Society
Spectral analysis of resting state magnetoencephalogram activity in patients with bipolar disorder
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Scopus (1)
Crossref (3)
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Publication Date
Mon Oct 01 2018
Journal Name
Journal Of Research In Applied Linguistics
Flouting of Cooperative Principle in Jane Austen's Pride and Prejudice
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DBN Rashid, Astra Salvensis, 2018 - Cited by 1

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Publication Date
Fri Sep 15 2017
Journal Name
كلية الاداب جامعة بغداد
A Contrastive study of ‘Inversion ‘ in Modern English and Modern Arabic Poetry
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The present paper respects 'inversion' as a habit of arranging the language of modern English and Arabic poetry . Inversion is a significant phenomenon generally in modern literature and particularly in poetry that it treats poetic text as it is a violator to the ordinary text. The paper displays the common patterns and functions of inversion which are spotted in modern English and Arabic poetry in order to show aspects of similarities and differences in both languages. It concludes that inversion is most commonly used in English and Arabic poetry in which it may both satisfy the demands of sound correspondence and emphasis. English and Arabic poetic languages vary in extant to their manipulation of inverted styles as they show changeable f

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Publication Date
Thu Jan 01 2015
Journal Name
Al-ustath
Figuring Out the Intended Meaning of Intonation in Some English Conversational Utterances
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The study aims at figuring out the intended meaning of intonation in some English conversational utterances together with identifying pitch variations that are determined by various syntactic constructions that impart the same illocutionary force of utterances. However, intonation is needed to delimit the communicative forces of utterances by virtue of its structure which the speakers intend to convey .This paper consists of four sections .Section one deals with phonology and its types .Section two discusses intonation in relation to style , forms and functions. Section three sheds some light on pragmatics. Section four deals in details with the intended meaning of intonation in some English conversational utterances. This paper comes up wi

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Publication Date
Thu Jun 30 2022
Journal Name
Journal Of Current Researches On Educational Studies
Study of Swear Words in Selected Literary Works: A Syntactic-Semantic Analysis
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BN RASHİD, 2022

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Publication Date
Sat Apr 01 2017
Journal Name
Iosr Journal Of Agriculture And Veterinary Science
Determining Lethal Doses of Boron in Japanese Quails (Coturnix coturnix japonica) Diets
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This study carried out in animal field in the Department of animal production /Faculty of Agriculture /University of Baghdad, Al Gadria Campus. 80 Japanese quail divided into four parameters used in this study. These quails are treated with boron (B) in the diets (boric acid 16% B) with concentration 0, 50, 75, 100 mg /kg. diets for 120 hours. the following characteristics are examined: changes in the rate of body weight (BL), concentrate of hemoglobin (Hb), hematocrit (PCV%), and the ratio of heterophile to Lymphocyte (H/L ratio). The results indicated that the high levels of B led to a Significant decrease in BL and significantly increased in hematocrit PCV% with significant decrease in Hb, and increasing in the H/L ratio. The anatomy of

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Crossref
Publication Date
Thu Aug 16 2018
Journal Name
International Journal Of Research In Social Sciences And Humanities
The Social Interaction of Langauge in a Comic Series: A Sociolinguistic Study
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DBNRAHA Hameed, IJRSSH PUBLICATION, 2018

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Publication Date
Mon Jan 01 2018
Journal Name
Journal Of Global Pharma Technology
Detection of HBME-1 and galectin-3 by immunohistochemistry in follicular lesions
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The main problem established by a discovery of a thyroid nodule is to discriminate between a benign and malignant lesion. Differential diagnosis between follicular thyroid cancer (FTC) and benign follicular thyroid adenoma (FTA) is a great challenge for even an experienced pathologist and requires special effort. A developing number of some encouraging IHC markers for the differential diagnosis of thyroid lesions have emerged, including, Hector Battifora mesothelial (HBME-1) and galectin-3 (Gal-3). There was significant positive correlation between Galectin-3 and HBME-1 in follicular carcinoma and follicular variant of papillary carcinoma (r= 0.380, P= 0.041) and (r= 0.315, P=0.047) respectively. There was no significant correlation between

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Scopus
Publication Date
Wed Aug 15 2018
Journal Name
Online Journal Of Veterinary Research
Prevalence and type of fungi in milk fromgoats with sub clinical mastitis
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