Optical burst switching (OBS) network is a new generation optical communication technology. In an OBS network, an edge node first sends a control packet, called burst header packet (BHP) which reserves the necessary resources for the upcoming data burst (DB). Once the reservation is complete, the DB starts travelling to its destination through the reserved path. A notable attack on OBS network is BHP flooding attack where an edge node sends BHPs to reserve resources, but never actually sends the associated DB. As a result the reserved resources are wasted and when this happen in sufficiently large scale, a denial of service (DoS) may take place. In this study, we propose a semi-supervised machine learning approach using k-means algorithm, to detect malicious nodes in an OBS network. The proposed semi-supervised model was trained and validated with small amount data from a selected dataset. Experiments show that the model can classify the nodes into either behaving or not-behaving classes with 90% accuracy when trained with just 20% of data. When the nodes are classified into behaving, not-behaving and potentially not-behaving classes, the model shows 65.15% and 71.84% accuracy if trained with 20% and 30% of data respectively. Comparison with some notable works revealed that the proposed model outperforms them in many respects.
عرف الإنسان اللؤلؤ منذ عصورما قبل التاريخ ، حيث كان يجمعه من الأصداف التي كانت تلقي بها الأمواج على الساحل . و لم تُمارس مهنة الغوص إلا في مرحلة لاحقة لم يحدد تاريخها .
Black slaves formed a section of the Murabit community, and they had an important role in wars and in settling battles to the Murabit state. Murabit state lords have depended on them in many scales such as, wars or within the community boarders
الادراك السياسي للاصلاح الاداري في العراق
The idea of the current research stemmed from the vital role of investment in the development of sustainable human resources, as the research aims to investigate education as a mechanism for investment in human and intellectual capital in the College of Administration and Economics / University of Baghdad, which is a site for conducting the study, and highlights the importance of research through the flow of knowledge experiences of capital Intellectual and human money, which is the source of wealth and pillars of power. The problem of the research was represented by a major question: What is the extent to which the quality of education can be applied as a means of investing in intellectual and human capital? The case study approach was use
... Show MoreThe research aims to clarify the effect of evidence in interpreting verses and what are their forms related to interpretation, which every interpreter must be familiar with, along with the necessity of knowing the sciences with which the interpreter is armed in order for the true meaning and intended meaning of the Qur’anic verses to emerge. The determinants of the clues and the extent of their relationship to the Qur’anic text were also explained, and the levels of their impact in directing the meaning were identified in terms of strength, verification, clarity, generality and
Sustainable architecture in the thought of Sheikh Baha'i Sheikh Bahaa Al-Din is Muhammad bin Al-Hussein bin Abd Al-Samad bin Muhammad bin Ali bin Al-Hussein bin Saleh Al-Harthy Al-Hamdani Al-Amili Al-Jaba’i, a resident of Isfahan. And the mathematical and astronomical arts, and success was written for him in his writings, so it spread and was accepted by learned scholars in the last four centuries. Research from his activity and science is the engineering and architectural aspect.
This research seeks to show the state of the sad female self in Iraqi women's poetry, reveal its psychological potential within the text, analyze the phenomenon of sadness and explain its presence in poetic texts, show the influences of social life, the turmoil that was the main resource for the crisis of the creative woman's self and how to confront it, explain the motives and reasons why the creative woman wrote about the sadness of herself through techniques and methods unique to her
بعض المعادلات في اشكالية الانتخابات العراقية
م,د. فرات سمير فرج
تدريسي في مديرية تربية محافظة الانبار
العلاقات العراقية التركية في مجال المياه