Search or add a thesis

Advanced Search (Beta)
Home > Global Facility Location: A Hybrid Modeling Approach

Global Facility Location: A Hybrid Modeling Approach

Thesis Info

Access Option

External Link

Author

Hafiz Muhammad Khurram Ali

Program

PhD

Institute

University of Engineering and Technology

City

Taxila

Province

Punjab

Country

Pakistan

Thesis Completing Year

2015

Thesis Completion Status

Completed

Subject

Industrial Engineering

Language

English

Link

http://prr.hec.gov.pk/jspui/bitstream/123456789/13631/1/Hafiz%20Muhammad%20Khurram%20Ali%20PhD%20Thesis%2010_14-UET_PhD-IE-04.docx

Added

2021-02-17 19:49:13

Modified

2024-03-24 20:25:49

ARI ID

1676724735235

Similar


The globalization and saturated domestic markets force international firms to gradually expand their businesses across the borders to capture potential markets. Global Facility Location (GFL) is a crucial and irreversible decision for top management of the global business firms, searching for potential countries in global markets. It, therefore, requires a broader analysis of a large number of influencing criteria. There are hardly any GFL studies focusing on the real world uncertainties, future dynamics and interaction of GFL stakeholders. . This work is about establishing a new platform for dynamic analysis of GFL problems by screening out the most critical influencing parameters and establishing an initial pattern of Agent Based Modeling (ABM), an ecological modeling approach which considers all the individual components of a system as interacting agents. Models using conventional approaches are developed which showed the need for developing hybrid approaches particularly due to many limitations associated with conventional modeling (like dynamic priorities and stochasticity etc.).Using a hybrid Fuzzy Analytic Hierarchy Process (F-AHP), the parameters initially explored from literature are prioritized and rankings in terms of objective-functions are calculated for a selected set of countries for Global Cement Plant Location Problem (GCPLP). The results of F-AHP models in terms of screened out parameters and Country Objective Functions (COF’s) are used as inputs to the ABM platform. The investor agent senses the country objective-functions (COF’s) in agent-set of countries and moves for plant installation to one with highest COF value. One of the difficulties in working with ABM’s has been the lack of a structured documenting and validation procedure to transparently record and present the detailed procedural steps of Agent Based Modeling and Simulations. This difficulty can be overcome by adopting one of the latest approaches called TRACE which is a format for TRAnsparent and Comprehensive model “Evaludation” (Evaluation + Validation) of ecological/ABM models. A case of four different cement plant locations are selected and modeled using conventional and hybrid modeling approaches. Routines are coded in respective software of each methodology (e.g. NetLogo®). A real world data from different global databases including the World Bank are used to solve the models. The model solutions are in the form of priority weights calculated for different parameters and the country rankings. However the results of hybrid ABM-GFL are more flexible and comprehensive than other methodologies as it not only considers the mutli-objective nature of the GFL problem but also takes into account the real world ambiguities in data pools and expert opinions and deals with dynamic priorities and stochastic country ratings which are changing over the time span of simulation. The methodology is validated using recommended ABM steps as required in the TRACE format. Moreover statistical tests are also applied to the generated data which not only validate the methodology but also provide more meaningful conclusions. In the end a comparative evaluation of conventional and hybrid methodologies highlights different aspects of the modeling approaches with respect to practical observations and generated results. It has been learnt in this particular study that the factors specifically related to cement industry and the sub-factors of cost are the most sensitive while legal regulations and economic conditions are relatively less critical. The countries having strong lime stone reserves, cheaper fuel costs and good internal marketing positions are, therefore, higher in ranking. Kingdom of Saudi Arabia (KSA) is mostly at the top most position due to its cheaper fuels while China is only marginally lower than KSA because of the lowest initial investment costs. India is also a good competitor mainly because of its stability. Pakistan has strong limestone reserves and a good marketing position. It is noteworthy that results of the hybrid approach are much flexible and more practical than others.
Loading...
Loading...

Similar Books

Loading...

Similar Chapters

Loading...

Similar News

Loading...

Similar Articles

Loading...

Similar Article Headings

Loading...

سرمنڈل کا راجہ

سرمنڈل کاراجہ

                سرمنڈل کا راجہ ناطق کی نظموں کا تیسرا مجموعہ ہے۔اس کتاب کو پڑھنے کے بعد قاری کے دل میں جو تاثر رہ جاتا ہے وہ کچھ ایسا ہے کہ جب وہ اپنی ایک نظم کے بعد دوسری نظم لکھتے ہیں تو گویا ایک منزل پالی اور دوسری منزل کی طرف گامزن ہوجاتے ہیں۔ایسا محسوس ہوتا ہے کہ وہ کوئی فتح حاصل کرنا چاہتے ہیں ایک ایسا قلعہ ایک ایسا پہاڑ سر کر لینا چاہتے ہیں جس کی بلندی تک پہنچتے پہنچتے خود ناطق راستے میں آنے والی ہر مشکل کو بھی جیسے خوش دلی سے سراہ رہے ہوں۔ سرمنڈل کا راجہ میں وہ دیسی رنگ ڈھنگ کا اظہار کرتے ہوئے نظر آتے ہیں۔نظمیں پڑھتے ہوئے قاری کو  پنجاب کی مٹی کی سوندھی سوندھی خوشبو بھی محسوس ہوتی ہے۔یقین سے باہر لگتی ہے یہ بات کہ ایک شاعر نے پنجاب کا ایسا رنگ تخلیق کیا ہے۔اس پر زیف شاہ اظہار خیال کرتے ہوئے لکھتے ہیں :

’’ناطق کی نظم کا بیج مٹی میں ضرور ہوتا ہے لیکن نظم اوپر اور اوپر اٹھتے اٹھتے جاودانی آسمانوں کی وسعتوں سے ہم آہنگ ہوکر آفاقی اسطورہ بن جاتی ہے جسے آپ غیر فانی اساطیر کے پہلو میں دیکھ سکتے ہیں۔‘ ‘(6)

                کتاب قاری پر ایک خوشگوار تاثر چھوڑ جاتی ہے۔پنجاب سے محبت اس کی مٹی کی خوشبو کے ساتھ ساتھ قاری خود کو پنجاب میں چلتا پھرتا محسوس کرتا ہے۔وہ کوئی فتح حاصل کرنا چاہتے ہیں۔ اس کتاب کے پڑھنے پر قاری کے دل و دماغ میں یہ بات نقش ہو جاتی ہے۔

ریشم بننا کھیل نہیں

                ناطق کی نظموں کے مجموعہ کو سانجھ پبلی کیشنز لاہور نے 2019ء میں ’’ریشم بننا کھیل نہیں‘‘ کے...

أثر الروابط الاجتماعية في تحقيق الأخوة الإسلامية في عهد النبوة

This research addresses Islam's view of the social ties that man creates by virtue of his living among the people or in which he borns as its member, and aims to answer several questions about the relationship of these social ties with the Islamic brotherhood bond that Islam has brought. Does Islam recognize the social ties? On which basis does Islam recognize them and why? What is their position in front of Islamic brotherhood? How does Islam invest these ties to achieve religious, psychological and social security? Are there any conditions that Islam has developed to recognize and nurture these ties? The answer to these questions comes through the Qur’ānic texts, the prophetic Hadiths and the events of the Prophet's biography, based on open and direct reference, and away from the ambiguous interpretations or weak evidences; in order to clarify this matter clearly, and to check the validity of the results of the study.

Reversible Watermarking and its Applications

In the last decade, watermarking applications have increased considerably. The main reason is that watermarking has emerged as a prospective technique, which can provide copyright protection and authentication of digital content. However, the disadvantage of watermarking is that it introduces small modifications in the original work and thus causes slight degradation. These modifications may be undesirable in some sensitive applications, like medical imagery, 3D reconstruction, and military applications. As a remedy to this problem, researchers have introduced the concept of reversible watermarking. The main objective of reversible watermarking scheme is to restore the watermarked image to its original state after watermark extraction. In this thesis, new reversible watermarking techniques as well as their novel applications are presented. In some of these techniques, computational intelligence (CI) approaches have been employed to improve the watermark capacity versus imperceptibility tradeoff. The research work is carried out in four phases. In the first phase, reversible watermarking is employed on medical imagery, which comprises regions of sensitive information. Slight modification in these regions affects the diagnostic analysis and thus can lead to wrong decisions. For this purpose, a novel reversible watermarking technique has been developed that utilizes genetic algorithm (GA) to improve capacity versus imperceptibility tradeoff. The algorithm makes use of block based companding technique, which helps in increasing the watermark capacity. Experimental analysis depicts that the developed watermarking technique provides good performance compared to the existing approaches. As the technique is reversible, therefore, it is even capable of embedding in the sensitive regions of the image. Reversible watermarking of images with depth information is discussed in the second phase of this work. 3D imaging is widely used in 3D gaming, robotics, controlling and routing devices etc. Different techniques and algorithms are reported to compute the depth information of an object. In this phase, depth information is computed through shape from focus algorithm. The depth information is reversibly embedded in its corresponding 2D image. This technique also utilizes GA to compute near-optimal threshold matrix for performance improvement in terms of capacity versus imperceptibility tradeoff. An additional attribute is achieved by using the threshold matrix for authentication purpose. The third phase focuses on reversible watermarking of 3D camera images. 3D cameras work on different principles for depth map computation. Cameras working on time of flight principle for depth Reversible Watermarking and Its Applications Page xviii map calculation are used in the experimental analysis of the proposed technique. The developed technique utilizes 3D information to embed as a watermark. In this way, protection and secure transmission of an image along with its corresponding depth map is provided. Two CI approaches, namely, differential evolution and a hybrid approach (comprising particle swarm optimization and differential evolution) are utilized to optimize the capacity and imperceptibility tradeoff. This technique is also able to provide authentication capability against manipulation and collage attacks. In the first three phases, CI is exploited to improve the performance of the proposed reversible watermarking techniques. However, CI approaches are more time and resource consuming. Therefore, in fourth phase, a novel and fast reversible watermarking technique is proposed based on histogram processing and down sampling. Histogram based reversible watermarking techniques are easy to implement and are computationally less expensive. A concept of down sampling is employed to generate a reference image and thus create more space for hiding bits. Block selection is used to generate a location map. However, the location map is required at the receiving side to perform extraction and recovery processes. An additional use of location map is devised, which makes the technique capable of authenticating digital images.