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| 1 | Network anomaly detection using deep learning techniques显示文摘Convolutional neural networks(CNNs)are the specific architecture of feed-forward artificial neural networks.It is the de-facto standard for various operations in ma-chine learning and computer vision.To transform this performance towards the task of network anomaly detection in cyber-security,this study proposes a model using one-dimensional CNN architecture.The authors'approach divides network traffic data into transmission control protocol(TCP),user datagram protocol(UDP),and OTHER protocol categories in the first phase,then each category is treated inde-pendently.Before training the model,feature selection is performed using the Chi-square technique,and then,over-sampling is conducted using the synthetic minority over-sampling technique to tackle a class imbalance problem.The authors'method yields the weighted average f-score 0.85,0.97,0.86,and 0.78 for TCP,UDP,OTHER,and ALL categories,respectively.The model is tested on the UNSW-NB15 dataset. | Mohammad Kazim Hooshmand Doreswamy Hosahalli | 2022 | CAAI Transactions on Intelligence Technology2022，7，2： | 2 |
| 2 | Stochastic Transmission Expansion Planning Incorporating Reliability Solved Using SFLA Meta-heuristic Optimization Technique显示文摘This paper addresses stochastic transmission expansion planning(TEP)under uncertain load conditions when reliability is taken into consideration.The main objective of the proposed TEP is to minimize the total planning cost by denoting the place,number,and type of new transmission lines subject to safe operation criteria.In this paper,the objective function consists of two terms,namely,investment cost(IC)of new lines and reliability cost.The reliability cost is incorporated as the loss of load cost(LOLC).Network uncertainties in the form of loads are molded as Gaussian probability distribution function(PDF).Monte-Carlo simulation is applied to tackle the uncertainties.The proposed stochastic TEP is expressed as constrained optimization planning and solved using shuffled frog leaping algorithm(SFLA)SFLA is compared to other optimization techniques such as particle swarm optimization(PSO)and genetic algorithms(GA).Finally,stochastic planning(planning including uncertainty)and deterministic planning(planning excluding uncertainty)are compared to demonstrate impacts of uncertainty on the results.Simulation results in different cases and scenarios verify the effectiveness and viability of the proposed stochastic TEP,including uncertainty and reliability. | Saedeh Alaee Rahmat-Allah Hooshmand Reza Hemmati | 2016 | CSEE Journal of Power and Energy Systems2016，2，2： | 2 |
| 3 | Differentially expressed proteins in ER + MCF7 and ER - MDA - MB - 231 human breast cancer cells by RhoGDI - c silencing and overexpression 显示文摘 | Hooshmand S Ghaderi A Yusoff K | 2014 | Asian Pac J Cancer Prey2014，15，7： | 1 |
| 4 | Biocom- patibility and microstructural analysis of osteopromotive property of allogenic demineralized dentin matrix显示文摘 | Bakhshalian N Hooshmand S Campbell SC | 2013 | Int J Oral Maxillofac Implants2013，28，6： | 1 |
| 5 | A new approach to multifunctional dynamic voltage restorer implementation for emergency control in distribution systems显示文摘 | Mahdianpoor F M Hooshmand R A Ataei M | 2011 | IEEE Transactions on Power Delivery2011，26，2： | 1 |
| 6 | Effects of gamma irradia- tion on mycotoxin disappearance and amino acid contents of corn,wheat, and soybeans with different moisture contents 显示文摘 | Hooshmand H Klopfenstein C F | 1995 | Plant Foods for Human Nutrition (Formerly Qualitas Plantarum)1995，47，3： | 1 |
| 7 | Blueberry prevents bone loss in ovariectomized rat model of postmenopausal osteoporosis显示文摘 | Devareddy L Hooshmand S Collins J K Lucas E A Chai S C Arjmandi B H | 2008 | The Journal of nutritional biochemistry2008，19，10： | 1 |
| 8 | Bond durabilityof the resin-b0nded and silane treated ceramic surface显示文摘 | Hooshmand T van Noort R Keshvad A | 2002 | Dent Mater2002，18，2： | 1 |
| 9 | Power Flow Management of Microgrid Networks using Model Predictive Control 显示文摘 | Hooshmand A Malki H A Mohammadpour J | 2012 | Computers & Mathematics with Applications (S0898-1221)2012，64，5： | 1 |
| 10 | microleak-age of Er: YAG laser and dental bur prepared cavities in primaryteeth restored with different adhesive restorative materials 显示文摘 | Baqhalian A Nakhjavani YB Hooshmand T | 2012 | Laser Med Sci2012，8，6： | 1 |
| 11 | Nanofibrous nerve conduits for repair of 30-mm-long sciatic nerve defects显示文摘It has been confirmed that nanofibrous poly(3-hydroxybutyrate-co-3-hydroxyvalerate) nerve conduit can promote peripheral nerve regeneration in rats. However, its efficiency in repair of over 30-mm-long sciatic nerve defects needs to be assessed. In this study, we used a nanofibrous poly(3-hydroxybutyrate-co-3-hydroxyvalerate) nerve conduit to bridge a 30-mm-long gap in the rat sciatic nerve. At 4 months after nerve conduit implantation, regenerated nerves were macroscopically observed and histologically assessed. In the nanofibrous graft, the rat sciatic nerve trunk had been reconstructed by restoration of nerve continuity and formation of myelinated nerve fiber. There were Schwann cells and glial cells in the regenerated nerves. Masson's trichrome staining showed that there were no pathological changes in the size and structure of gastrocnemius muscle cells on the operated side of rats. These findings suggest that nanofibrous poly(3-hydroxybutyrate-co-3-hydroxyvalerate) nerve conduit is suitable for repair of long-segment sciatic nerve defects. | Esmaeil Biazar Saeed Heidari Keshel Majid Pouya Hadi Rad Melody Omrani Nava Mohammad Azarbakhsh Shirin Hooshmand | 2013 | Neural Regeneration Research2013，8，24： | 1 |
| 12 | Detection and classification of single and combined power quality disturbances using fuzzy systems oriented by particle swarm optimization algorithm显示文摘 | Hooshmand R Enshaee A | 2010 | Electric Power Systems Research2010，80，12： | 1 |
| 13 | Daily Apple versus Dried Plum: Impact on Cardiovascular Disease Risk Factors in Postmenopausal Women显示文摘 | Sheau C. Chai Shirin Hooshmand Raz L. Saadat Mark E. Payton Kenneth Brummel-Smith Bahram H. Arjmandi | 2012 | Journal of the Academy of Nutrition and Dietetics2012，，8： | 1 |
| 14 | In- vestigating the productivity model for clinical nurses 显示文摘 | Dehghan Nayeri N Hooshmand Bahaba3i A Kazemnejad A | 2014 | Acla Med Iran2014，52，10： | 1 |
| 15 | Detection and classification of single and combined power quality disturbances using fuzzy systems oriented by particle swarm optimization algorithm 显示文摘 | HOOSHMAND R ENSHAEE A | 2010 | Electric Power Systems Research2010，80，： | 1 |
| 16 | A new time domain model for electric arc furnace显示文摘 | Hooshmand R Banejad M Esfahani M T | 2008 | Journal of Electrical Engineering2008，59，4： | 1 |
| 17 | Homocysteine and holotranscobalamin and the risk of Alzheimer disease:a longitudinal study显示文摘 | HOOSHMAND B SOLOMON A KAREHOLT I | 2010 | Neurology2010，75，16： | 1 |
| 18 | Associations between serum homocysteine,holotranscobalamin,folate and cognition in the elderly:a longitudinal study显示文摘 | Hooshmand B Solomon A K?reholt I | | 0，，02： | 1 |
| 19 | Blueberry prevents bone loss in ovariectomized rat model of postmenopausal osteoporosis显示文摘 | Latha Devareddy Shirin Hooshmand Julie K. Collins Edralin A. Lucas Sheau C. Chai Bahram H. Arjmandi | 2008 | The Journal of Nutritional Biochemistry2008，，10： | 1 |
| 20 | Fuzzy optimal phase balancing of radial and meshed distribution networks using BF-PSO algorithm显示文摘 | Hooshmand R A Sohani S | 2012 | IEEE Transactions on Power Systems2012，27，1： | 1 |
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