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Online handwriting recognition today has special interest due to increased usage of the hand held devices and it has become a difficult problem because of the high variability and ambiguity in the character shapes written by individuals. One major problem encountered by researchers in developing character recognition system is selection of efficient features (optimal features). In this paper, a feature extraction technique for online character recognition system was developed using hybrid of geometrical and statistical (Geom-statistical) features. Thus, through the integration of geometrical and statistical features, insights were gained into new character properties, since these types of features were considered to be complementary. Several optimization techniques have been used in literature for feature selection in character recognition such as; Ant Colony Optimization Algorithm (ACO), Genetic Algorithm (GA), Particle Swarm Optimization (PSO) and Simulated Annealing but comparative analysis of GA and PSO in online character has not been carried out. In this paper, a comparative analysis of performance was made between the GA and PSO in optimizing the Geom-statistical features in online character recognition using Modified Optical Backpropagation (MOBP) as classifier. Simulation of the system was done and carried out on Matlab 7.10a. The results generated show that PSO is a well-accepted optimization algorithm in selection of optimal features as it outperforms the GA in terms of number of features selected, training time and recognition accuracy.
Comparative Analysis of PSO and GA in Geom-Statistical Character Features Sel...
Comparative Analysis of PSO and GA in Geom-Statistical Character Features Sel...
IJERA Editor
submerged arc welding is most efficient welding process in any fabrication industry. It is a common arc welding process in which coalescence is produced by heating application with an electric arc or arcs set up model between a bare metal electrode and the work piece. The arc end of the metal electrode and molten pool are invisible. They are invisible being submerged under a blanket of the granular material (flux). Selection of process parameters has great influence on the weld bead geometry. Welding input parameters play a significant role in determining the quality of a weld joint. Here, this joint quality can be defined in terms of properties such as weld bead geometry and flux consumption. All the welding processes are used with the aim of obtaining a welded joint with the desired weld bead geometry and excellent mechanical properties with maximum metal deposition rate and minimum distortion rate. This paper presents the review of the effect of input parameters on weld bead geometry and flux consumption in submerged arc welding process.
A REVIEW STUDY OF THE EFFECT OF PROCESS PARAMETERS ON WELD BEAD GEOMETRY AND ...
A REVIEW STUDY OF THE EFFECT OF PROCESS PARAMETERS ON WELD BEAD GEOMETRY AND ...
Editor IJMTER
ReadySetPresent (Conflict PowerPoint Presentation Content): 100+ PowerPoint presentation content slides. We often frown upon conflict situations in the work place because we assume that their outcome is always negative. However, this is often not always true. Conflict can also be turned into a positive force that can increase personal and organizational effectiveness. 100+ PowerPoint presentation content slides. Conflict PowerPoint Presentation Content slides include topics such as: the definition of conflict, 10+ slides on symptoms and causes of conflict, 5 methods to handle conflict, 10 slides on group conflict and causes, 10 slides with ways to address conflict: ignoring - stifling, defusing, organizational conflict: positive and negative aspects, 4 stages of conflict management, 20+ slides on organizational conflict and conflict management strategies, 17 points on how to overcome deadlocks, 5 types of conflict deadlocks each with causes and techniques to handle: relationship - data - value - interests - structural, conflict models, strategies, 20+ tips, how to’s and more!
CONFLICT POWERPOINT
CONFLICT POWERPOINT
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Here are 6 out of 11 tips on problem solving skills. For more tips of this type, click the link: http://vkool.com/11-tips-on-problem-solving-skills/. Being able to solve problems quickly and efficiently without hesitance or difficulties is every person’s dream. There is not a fixed formula to solve every problem in daily life or at work. However, there are skills that help us get out of difficult situations easily. 1. Indentify Your Problems You need to admit that you are having problems before thinking about solutions to them. If you do not recognize the problems or if you try to ignore them, you will not be able to find a good way to handle them. 2. Analyze Problems Analyzing problems thoroughly is one of the most helpful tips on problem solving skills. The process of analyzing determines the success in problem solving. It is important to know the main causes of the problems you have so that you can solve them from the root. Root cause analysis will show you how to get over your difficulty step by step. You should also look over the effects caused by the problems you have, and decide what problem should be solved first. 3. Solve Important Problems First Important problems are problems that can cause big effects on your life or work. You should try to figure them out and resolve them as soon as possible. No matter how hard they are, you should still keep working on them until they are completely solved. Do not hesitate to ask for help from other people around you if you cannot handle these serious cases on your own. 4. Generate Potential Solutions You may think about some old solutions you have made or learnt from someone, but do not stick to them as they may not suit the problems you are having. You should also find out some new solutions that can best solve your issues. You can make a list of all the solutions you can find and determine how to carry them out. 5. Make Plans After choosing the right solutions to your problems, you should prepare for carrying out those solutions by making a specific and detailed plan. You will be unable to perform solutions well when you do not really know where to start. The plan for carrying out solutions should be as specific and concrete as possible. You should also prepare to face with things that may go wrong in the process of solving your problem. It is not easy to control everything at 100% success rate as unexpected thing may happen any time. 6. Carry Out Solutions This step is the most important of your problem solving process. It is time you carry out the solutions you opt. You should try your best to do it step by step successfully. This is time to take action, so you should no longer worry if the solutions you choose are good or not, just focus on acting out, and see the outcomes. I believe that you will be successful after all.
11 Tips On Problem Solving Skills – Overcome Difficulties
11 Tips On Problem Solving Skills – Overcome Difficulties
VKool Magazine - VKool.com
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Online handwriting recognition today has special interest due to increased usage of the hand held devices and it has become a difficult problem because of the high variability and ambiguity in the character shapes written by individuals. One major problem encountered by researchers in developing character recognition system is selection of efficient features (optimal features). In this paper, a feature extraction technique for online character recognition system was developed using hybrid of geometrical and statistical (Geom-statistical) features. Thus, through the integration of geometrical and statistical features, insights were gained into new character properties, since these types of features were considered to be complementary. Several optimization techniques have been used in literature for feature selection in character recognition such as; Ant Colony Optimization Algorithm (ACO), Genetic Algorithm (GA), Particle Swarm Optimization (PSO) and Simulated Annealing but comparative analysis of GA and PSO in online character has not been carried out. In this paper, a comparative analysis of performance was made between the GA and PSO in optimizing the Geom-statistical features in online character recognition using Modified Optical Backpropagation (MOBP) as classifier. Simulation of the system was done and carried out on Matlab 7.10a. The results generated show that PSO is a well-accepted optimization algorithm in selection of optimal features as it outperforms the GA in terms of number of features selected, training time and recognition accuracy.
Comparative Analysis of PSO and GA in Geom-Statistical Character Features Sel...
Comparative Analysis of PSO and GA in Geom-Statistical Character Features Sel...
IJERA Editor
submerged arc welding is most efficient welding process in any fabrication industry. It is a common arc welding process in which coalescence is produced by heating application with an electric arc or arcs set up model between a bare metal electrode and the work piece. The arc end of the metal electrode and molten pool are invisible. They are invisible being submerged under a blanket of the granular material (flux). Selection of process parameters has great influence on the weld bead geometry. Welding input parameters play a significant role in determining the quality of a weld joint. Here, this joint quality can be defined in terms of properties such as weld bead geometry and flux consumption. All the welding processes are used with the aim of obtaining a welded joint with the desired weld bead geometry and excellent mechanical properties with maximum metal deposition rate and minimum distortion rate. This paper presents the review of the effect of input parameters on weld bead geometry and flux consumption in submerged arc welding process.
A REVIEW STUDY OF THE EFFECT OF PROCESS PARAMETERS ON WELD BEAD GEOMETRY AND ...
A REVIEW STUDY OF THE EFFECT OF PROCESS PARAMETERS ON WELD BEAD GEOMETRY AND ...
Editor IJMTER
ReadySetPresent (Conflict PowerPoint Presentation Content): 100+ PowerPoint presentation content slides. We often frown upon conflict situations in the work place because we assume that their outcome is always negative. However, this is often not always true. Conflict can also be turned into a positive force that can increase personal and organizational effectiveness. 100+ PowerPoint presentation content slides. Conflict PowerPoint Presentation Content slides include topics such as: the definition of conflict, 10+ slides on symptoms and causes of conflict, 5 methods to handle conflict, 10 slides on group conflict and causes, 10 slides with ways to address conflict: ignoring - stifling, defusing, organizational conflict: positive and negative aspects, 4 stages of conflict management, 20+ slides on organizational conflict and conflict management strategies, 17 points on how to overcome deadlocks, 5 types of conflict deadlocks each with causes and techniques to handle: relationship - data - value - interests - structural, conflict models, strategies, 20+ tips, how to’s and more!
CONFLICT POWERPOINT
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Andrew Schwartz
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Here are 6 out of 11 tips on problem solving skills. For more tips of this type, click the link: http://vkool.com/11-tips-on-problem-solving-skills/. Being able to solve problems quickly and efficiently without hesitance or difficulties is every person’s dream. There is not a fixed formula to solve every problem in daily life or at work. However, there are skills that help us get out of difficult situations easily. 1. Indentify Your Problems You need to admit that you are having problems before thinking about solutions to them. If you do not recognize the problems or if you try to ignore them, you will not be able to find a good way to handle them. 2. Analyze Problems Analyzing problems thoroughly is one of the most helpful tips on problem solving skills. The process of analyzing determines the success in problem solving. It is important to know the main causes of the problems you have so that you can solve them from the root. Root cause analysis will show you how to get over your difficulty step by step. You should also look over the effects caused by the problems you have, and decide what problem should be solved first. 3. Solve Important Problems First Important problems are problems that can cause big effects on your life or work. You should try to figure them out and resolve them as soon as possible. No matter how hard they are, you should still keep working on them until they are completely solved. Do not hesitate to ask for help from other people around you if you cannot handle these serious cases on your own. 4. Generate Potential Solutions You may think about some old solutions you have made or learnt from someone, but do not stick to them as they may not suit the problems you are having. You should also find out some new solutions that can best solve your issues. You can make a list of all the solutions you can find and determine how to carry them out. 5. Make Plans After choosing the right solutions to your problems, you should prepare for carrying out those solutions by making a specific and detailed plan. You will be unable to perform solutions well when you do not really know where to start. The plan for carrying out solutions should be as specific and concrete as possible. You should also prepare to face with things that may go wrong in the process of solving your problem. It is not easy to control everything at 100% success rate as unexpected thing may happen any time. 6. Carry Out Solutions This step is the most important of your problem solving process. It is time you carry out the solutions you opt. You should try your best to do it step by step successfully. This is time to take action, so you should no longer worry if the solutions you choose are good or not, just focus on acting out, and see the outcomes. I believe that you will be successful after all.
11 Tips On Problem Solving Skills – Overcome Difficulties
11 Tips On Problem Solving Skills – Overcome Difficulties
VKool Magazine - VKool.com
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