Here is a professional and precise English translation of the text, formatted for clarity and academic/report standards: ## Translation Sustainable management of irrigation water is one of the most critical challenges facing the agricultural sector in Iraq, including the Al-Mahmoudiya district. As a vital rural and agricultural area, Al-Mahmoudiya relies on agriculture as a primary source of livelihood, particularly for cultivating grains, vegetables, and certain horticultural crops. Farmers in the district mainly depend on the Tigris and Euphrates rivers and their branching canals, as well as groundwater in certain areas. However, the prevailing irrigation methods remain traditional, leading to significant water waste and low water-use e

Abstract. This research examines the role of artificial intelligence (AI) in improving and sustaining agricultural production in the Arab world, with a particular focus on the challenges facing Iraq in implementing this technology. It reviews several developments, such as big data, the Internet of Things (IoT), and drone technology, which improve irrigation, increase soil fertility, and reduce waste. The study highlights the diverse applications of AI in crop production and pest control, while revealing Iraq's infrastructure challenges and the need for better training for farmers, To find effective solutions, the research recommends collaboration between governments and the private sector.

Objectives: This research aims to assess the suitability and availability of climatic conditions for olive cultivation in Iraq. The study identifies the most and least suitable areas, along with intermediate areas, utilizing the ArcMap program for mapping and delineating agriculturally favorable regions. Methods: A descriptive approach was employed in this research, as an analytical approach was deemed essential for describing and analyzing data to attain scientific accuracy. Results: The research findings indicate that certain areas, namely Mosul, Erbil, Sulaymaniyah, and Kirkuk, exhibit high suitability for olive tree cultivation. The station at Al-Rutba demonstrates moderate feasibility, while Basra, Nasiriyah, Amarah, Baghdad,

الأهداف: معرفة مدى ملاءمة المتطلبات المناخية وتوفرها لزراعة القطن في العراق، مع بيان المناطق الأكثر ملاءمة وأقلها ملاءمة فضلاً عن المناطق المتوسطة الملاءمة، حيث إن دراسة علاقة المناخ وأثره على زراعة القطن من الموضوعات المهمة، لذا فإن النتائج التي نتوصل إليها من خلال هذه الدراسة تعد مهمة وتخدم الخطط والمشاريع الزراعية في المستقبل وذلك من خلال معرفة أهمية العلاقة بين المناخ وعناصره وزراعة القطن. المنهجية: اع