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A Robust Security Framework for Combating Malicious Attacks for Internet of Things

Thesis Info

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Author

Shafi, Qaisar

Program

PhD

Institute

National University of Sciences & Technology

City

Islamabad

Province

Islamabad

Country

Pakistan

Thesis Completing Year

2019

Thesis Completion Status

Completed

Subject

Computer Science

Language

English

Link

http://prr.hec.gov.pk/jspui/bitstream/123456789/12465/1/Qaisar%20shafi%20information%20tech%202019%20nust%20isb%20prr.pdf

Added

2021-02-17 19:49:13

Modified

2024-03-24 20:25:49

ARI ID

1676727688218

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Extensive adoption of intelligent devices with ubiquitous connectivity has increased Internet of Things (IoT) traffic tremendously. The smart devices promise to improve human life through improved safety and security through the implementation of intelligent transportation systems, optimization of power grids,and applications in human health. Devices produce a large amount of data for analytic applications running inside a cloud infrastructure. Unlike core networks, the main objective of an attack on an IoT network is to disrupt the availability of IoT data for the applications by overwhelming devices with information requests. Detection of such an attack cannot be done either in the cloud where the analytical application runs nor on the IoT device itself due to its limited computational resources. Furthermore, the standard networking paradigm does not provide an easy way to instrument and control networking nodes for an effective mitigation of identified threats. In this work, we propose a fogassisted software defined networking (SDN) driven intrusion deteciv tion/prevention system (IDPS) for IoT networks. A collocated fog computational arrangement with IoT network equips proposed IDPS for timely identification of various attack models in near real time for effective neutralization of threats using SDN control. We have evaluated our proposed scheme using machine learning and controller performance metrics i.e. accuracy, precision, f1 score , successful and unsuccessful detection of possible attacks, packet loss and throughput etc. We have also evaluated our scheme on renowned network traces to prove the idea. We have found our approach more effective in contrast to traditional techniques for intrusion detection in the IoT network. Moreover, we have presented and evaluated a scheme for detection of botnets in IoT network, keeping in view the other very important aspect of DDoS attack detection and prevention.
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’’نیل کے سنگ‘‘پر ایک نظر

نیل کے سنگ ‘‘پر ایک نظر

                                                                                                                ایڈوکیٹ بشیر مراد

                                                                                                                                آزاد کشمیر

شاعری کے لیے کچھ نہیں کرنا پڑتا یہ کھڑے کھڑے ہو جاتی ہے۔ بعض اوقات تو سوئے سوئے بھی سر زد ہو جاتی ہے کہ اس کا تعلق آمد سے ہے جس کے لیے جامد ہونے کی قطعاً ضرورت نہیں۔ لیکن نثر کا معاملہ الگ ہے۔ اس کے لیے باقاعدہ اکڑوں ہو کے بیٹھنا پڑتا ہے۔ یعنی یہ وہ ریاضت ہے جو حالت رکوع میں کی جاتی ہے۔

نثری اصناف میں سفر نامہ تو اور بھی جوکھم کا کام ہے کہ اس کی طلب میں سفر بھی کرنا پڑتا ہے جو بسا اوقات انگریزی کا Suffer ثابت ہوتا ہے۔ گویا یہ ادب کی ایسی صنفِ گراں بار ہے جس کو صنفِ نازک کی طرح قابو کرنا آسان نہیں ہوتا۔ اس کے حصول کے لیے شدید مارا ماری اور بے تحاشا جتن کرنے پڑتے ہیں۔ پہلے سفر کرنے کا سلیقہ اور پھر اسے بیان کرنے کا قرینہ ہونا چاہیے۔

ہمارے دوست ڈاکٹر یوسف میر کی محبت کہ ڈاکٹر الطاف یوسف زئی کا مصری سفر نامہ ارسال کیا۔ مشاہدہ عام ہے کہ یوسف نام کے لوگ خوب صورت ہوتے ہیں۔ پھر بندہ ذات کا بھی یوسف زئی ہو اور مصر سے محبت نہ ہو یہ کیسے ممکن ہے۔ پس یہ طے ہے کہ یہ سفر نامہ سراسر فطری محبت کا شاخسانہ ہے۔ اگر یقین نہ آئے تو پڑھ کر دیکھ لیجیے۔

کچھ سفر نامے تو محض سفر کی صعوبت برادشت کرنے کی خاطر لکھے جاتے ہیں جن کے پڑھنے سے قاری کو بھی شدید تھکاوٹ ہوتی ہے۔ اس قبیل کے سفر نامے یوں شروع ہوتے ہیں۔

’’میں صبح سویرے جاگا ،...

الالتفات في القرآن الكريم دراسة تحليلية

The paper deals with the different styles  of iltifāt  found in the Holy Qur’ān  and coming out with a general scheme to account for its occurrence in order to enhance the understanding of the subtleties of this feature of Qur’ān ic style. To accomplish this, the research was carried out by way of an analytical study of the instances of iltifāt  in the Holy Qur’ān. As a prelude to the discussion of this subject, the research provides the meaning of iltifāt  among the Arab rhetoricians and the status of iltifāt  as one of the rhetorical tropes. The paper also discussed the significations of iltifāt  which have already been mentioned by previous scholars, and since those scholars touched on the significations only briefly, therefore, the research strived to explore further aspects of their interpretations making an effort to highlight new significations of iltifat and an attempt to introduce a new approach in looking at the iltifāt  phenomenon, in different Sura’hs of          Qur’ān, to demonstrate the application of this new perspective. Finally the research shows that the occurrence of iltifÉt in the Qur’ān  follows certain patterns that are related to the intended significations at the various locations where they appear in the Qur’ān.

Identification of Prospective Inhibitor for Tryptophan Synthase to Combat Tuberculosis

The current study was aimed to identify new inhibitors against tryptophan synthase from Mycobacterium tuberculosis for anti-tuberculosis drug discovery. The α-subunit of tryptophan synthase being unique and unexplored protein target was selected for discovery of new inhibitors that can serve as leads for anti-TB drugs discovery with novel mode of action. Here a combination of computational and experimental approaches was utilized. Both the structure based (SB) and ligand based (LB) virtual screening approaches were employed for prediction and identification of new hits as inhibitors against α-subunit of tryptophan synthase from M. tuberculosis. The structure based virtual screening (SBVS) of eMolecules database was done against homology model for protein i.e., α-subunit of tryptophan synthase. Seven new inhibitors were identified on the basis of their binding score, binding interactions and physiochemical properties. Similarly, ligand based virtual screening (LBVS) was used for screening of “clean drug like” subset of ZINC database against pharmacophore model. This pharmacophore model was generated using the structures of already reported inhibitors of the α-subunit of TrpS from literature and hits were identified in terms of rmsd (<1). Later the molecular docking studies of hits into the active pocket resulted in identification of five new inhibitors against α-subunit of TrpS. The anti-tuberculosis activity of proposed inhibitors identified through SBVS and LBVS was performed using agar dilution method and LJ media based method that resulted in identification of a new benzamide inhibitor and ZINC09150898. The benzamide inhibitor showed 100% growth inhibition of H37Rv strain of M. tuberculosis at 25 μg/mL and considerable anti-mycobacterial effect up to 6 μg/mL in whole cell based activity. The second new inhibitor i.e., ZINC09150898 showed antibacterial activity against H37Rv strain of M. tuberculosis at the concentration of 50 µg/mL (100% inhibition) and partial inhibition up to 12 µg/mL. The binding stability of both benzamide inhibitor and ZINC09150898 inside the binding pocket was further investigated through MD simulation studies involving RMSD, RMSF and secondary structure analysis that showed no major structural fluctuations in protein structure during the explored time scale. The current study can be further extended for enzyme based assay evaluation and could be considered as candidate for drug discovery against tuberculosis. In our attempt to find out new lead candidates for anti-tuberculosis drug discovery we performed in silico comparison of putative drug binding pockets of twelve essential metabolic enzymes from M. tuberculosis and other bacterial pathogens belonging to the ESKAPE group. The aim of this comparative analysis was to provide guidelines for the likelihood of transferability of the inhibitors from one species to another. In this comparison pathways other than tryptophan biosynthesis were investigated and the selection of targets was based on availability of the 3D-structure. Drug binding pockets of these essential enzymes from selected metabolic pathways that were conserved across ESKAPE pathogens, M. tuberculosis, M. smegmatis and E. coli were compared using their reported 3D structures and amino acid sequence alignment. This comparative analysis showed that drug binding pockets of these enzyme are mostly identical with good sequence identity (70-100 %) across different species used in this study suggesting that inhibitor designed for enzyme target of one species may have chances to inhibit same enzyme target in other species as well. This study suggested that antibiotics targeting enzyme of one pathogen might have similar inhibitory potential against other bacterial species as well if their binding pockets are conserved and can effectively help in design of new antibiotics against M. tuberculosis and ESKAPE pathogens as well as.