
DESIGN AND IMPLEMENTATION OF AN EXPERT SYSTEM IN DIAGNOSIS AND TREATMENT OF DIABETES
ABSTRACT
Diabetes is a metabolic condition that leads to high blood sugar levels. Expert system is one of the tools used in medical field for diagnosis of diabetes. The aim of this study is to Design and Implement an Expert System in Diagnosis and Treatment of Diabetes. In achieving this aim, the new system will accomplish the following objectives through the design of a system that will reduce the risks associated with self-medication, wrong and delayed diagnosis, help return the skills of an expert medical doctor in event of eventualities and formulate an intelligence diagnosis system and easy diagnosis of diabetes. The motivation that led to the implementation of the proposed system is that people die as a result of wrong self-medication or delayed diagnosis and some patients complain of not meeting the doctors when they visit the laboratory, hence, their illness becomes critical. The methodology adopted in this study is the structured system analysis and design methodology (SSADM) which is a technical approach for analyzing and designing an application or system by applying object throughout the software development process. The programming language used is HTML, CSS, JAVASCRIPT, PHP, SQL and JQUERY. The reason why web programming languages was used is because, it is platform independent and it is a web based application. This system when completed and implemented will help allocate the stress of the doctors and other health personnel involved in analysis and prescription of diabetes cases as some of the prescription will now be done by the new system when a patient fills in the correct information needed. The expected result is an Expert System in Diagnosis and Treatment of Diabetes that will reduces the risk of delayed diagnoses and self-medication which can degenerate the problem of the existing system.
CHAPTER ONE
1.1 Introduction
Expert system is one of the tools used in medical field for diagnosis of diabetes. It is a computer program that provides expert advice or solution as if a real person has been consulted. Since the introduction of electronic devices into the medical world, the functions and operations of the medical world have been easy with most of the electronically device that are in place to assist the medical personnel in there diagnosis and analysis of patients in various medical illness. Now doctors and nurses or any medical personnel can now carry out a test on a patient and get the analysis from the device used in diagnosing the patience which are electronic apparatus or device, giving numerous advantages over the previous daces of manual means of diagnosing diabetes and the need for the development of a system that can enhance diagnosis prescription.
As a prelude to other parts of this study, this chapter will discuss the background upon which this study was initiated, the statement of problems that led to this study, the Aim and Objectives of the study. Others are Significance of the study, Scope of work, Limitations of the Study and Definition of technical terms.
1.2 Background of Study
During the recent decades, expert systems have been used in some fields including medicine in the developed countries. Yet, in some of the medical areas, major activity for using of expert systems in diagnosis and treatment of related disease, teaching to medical students, advising to patients have not been done. This problem causes spending too much time and money, lack of timely access to physicians, and finally jeopardizing human lives. Diabetes is a leading cause of death in most developed countries, and is spreading rapidly in many developing nations. According to IDF (International Diabetes Federation) diabetes affects more than 140 million people in the world and 50 million people are suffering from this disease in India (IDF, 2021). It is the most common endocrine disorder in which the body does not produce or properly use insulin.
Medical diagnosis is a complex and fuzzy cognitive process Uncertainty is an important factor to diagnose a disease. Differentiation of diagnosis that share an overlapping range of symptoms is inherently difficult (Ambilwade et al., 2013). Doctors use their knowledge, intuition, experience and based on the patients’ symptoms, they arrive at an unambiguous result. Diabetes is suspected based on symptoms, risk factors. Blood and urine tests can be used to confirm the diagnosis, based on the amount of glucose found (Ambilwade et al., 2013; Diabetes, 2011).
Diabetes is a metabolic condition that leads to high blood sugar levels. It is a kind of disease in which the body does not produce or properly use insulin. The amount of glucose in blood is too high because the body cannot use it properly. Diabetes is a serious, life-threatening, chronic disease affecting over 300 million people (IDF, 2021). It is estimated that this figure will reach 366 million by 2030 (WHO, 2021) with 81% of these diabetics being in developing countries, where medical care remains severely limited. Fortunately, diabetes can be managed very effectively through healthy lifestyle choices, primarily diet and exercise. Furthermore, people who are at high risk can avoid developing the disease also through diet and exercise.
Medical diagnosis is the major application of. The purpose of medical expert system is to support the diagnosis process of physicians. It considers facts and symptoms to provide diagnosis. Medical expert system uses knowledge about the diseases and facts about the patients to suggest diagnosis. Medical expert system consists of five major components (Donald, 2009).
Expert systems can provide decision support or can be used as decision makers (Metaxiotis et al., 2000). In the decision support role, expert systems assist the clinician. This can reduce the cost of healthcare for the patient because the clinician can consult with the expert system in the same visit instead of referring the patient to a specialist. In rural communities, an expert system can provide decision support or can be the decision maker if medical staff are unqualified or completely absent. In the decision making role, expert systems would be used in place of the clinician. While this might be seen as risky, the risk from getting no medical attention at all is greater than that posed by getting it from a computer.
1.3 Statement of Problem
The problems encountered by the existing system include the following:
- People die as a result of wrong self-medication or delayed diagnosis.
- A lot of people that visit the laboratory for diagnosis, experience shortage of finance as a result of wrong diagnosis.
- Some patients complain of not meeting the doctors when they visit the laboratory, hence, their illness becomes critical.
- Many patient spend too much time and money in the diagnosis and treatment of diabetes
- Lack of timely access to physicians and finally jeopardizing human lives.
1.4 Aim and Objectives of the Study
The main aim of this study is to Design and Implement an Expert System in Diagnosis and Treatment of Diabetes. In achieving this aim, the new system will accomplish the following objectives through the design of a system that will:
- Reduce the risks associated with self-medication, wrong and delayed diagnosis.
- Reduce the stress and inconveniences experienced by potential patients and not meeting with the doctor on the days of visit.
- Help return the skills of an expert medical doctor in event of eventualities.
- Formulate an intelligence diagnosis system and easy diagnosis of diabetes
- Demonstrate the use of logic programmes as a logical tool for developing intelligent system.
1.5 Significance of Study
With the growth in information technology, the study offers numerous benefits to the Federal Medical Centre and to any Medical Centre that deals on patient diabetes diagnosis. This system when completed and implemented will help allocate the stress of the doctors and other health personnel involved in analysis and prescription of diabetes cases as some of the prescription will now be done by the new system when a patient fills in the correct information needed. It also reduces the risk of delayed diagnoses and self-medication which can degenerate the problem.
Besides, the project report will help subsequent researchers who are interested in the topic or related topic as a reference material.
1.6 Scope of Study
The scope of study focused on the Design and Implementation of an Expert System in Diagnosis and Treatment of Diabetes. This research work will concentrate on diabetes detection, treatment and diagnosis system using Federal Medical Center (FMC) Owerri as a case study.
1.7 Limitations of the Study
During the course of this study, many things militated against its completion, some of which are:
- Time Constraint: The time frame given to accomplish this project was very short due to school academic calendar and it was carried out under pressure which made the researcher not to implement some necessary features.
- Establishment Policies: Establishment policies posed a serious limitation as most staffs are not ready to release information needed for this project work. There were lots of information needed from the staffs of this institution to enhance the study which took them time to release or they did not release at all for security purposes, hence the scope was reduced.
- Research material: availability of research material is a major setback to the scope of the study.
- Frequent power failure: This made the researcher append more money on fuel to ensure sustainable power.
- Financial Constraint: Insufficient fund tends to impede the efficiency of the researcher in sourcing for the relevant materials, literature or information and in the process of data collection (internet).
1.8 Definition of Terms
Diabetes: Diabetes is a metabolic condition that leads to high blood sugar levels. It is a kind of disease in which the body does not produce or properly use insulin. The amount of glucose in blood is too high because the body cannot use it properly.
Information System: It is a collection of procedures, people, Instructions and equipment to produce information in a useful form.
Technology: It is study of techniques or process of mobilizing Resource (such as information) for accomplishing objectives that benefits man and his environment.
Information: Information can be defined as the process of gathering, transmitting, receiving, storing and retrieving data or several items put together to convey a desired message.
Databases: A systematically arranged collection of computer data, structured so that it can be automatically retrieved or manipulated. It is also called databank.
CHAPTER TWO
2.0 Literature Review
2.1 Introduction
The review of relevant literature is the main topic of this chapter. A literature review covers theoretical and methodological contributions to a certain issue in addition to the state of knowledge at the time of writing. It provides information about the state of the art in relation to the subject you are writing about. It examines the body of work on the chosen subject. The literature evaluation in this study comprises the …
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TABLE OF CONTENTSPRELIMINARY PAGES
- Title page
- Approval page
- Dedication
- Acknowledgement
- Table of Contents
- Abstract
INTRODUCTION
- 1.1 Introduction
- 1.2 Background of Study
- 1.3 Statement of Problem
- 1.4 Aim and Objectives of the Study
- 1.5 Significance of Study
- 1.6 Scope of Study
- 1.7 Limitations of the Study
- 1.8 Definition of Terms
LITERATURE REVIEW
- 2.1 Introduction
- 2.2 Conceptual Review of Medical Diagnosis
- 2.2.1 Use of Medical Diagnosis
- 2.2.2 Method of Diagnostic Procedure
- 2.2.3 Errors in Diagnosis
- 2.3 Theoretical Review of Expert System
- 2.3.1 Types of Expert System
- 2.3.2 Advantages of Expert System
- 2.3.3 Disadvantages of Expert System
- 2.4 Expert System in Medical Diagnosis
- 2.5 Overview of Diabetes
- 2.5.1 Types of Diabetes
- 2.5.2 Signs & Symptoms of Diabetes
- 2.5.3 Diagnosis of Diabetes
- 2.6 Expert Systems for Diagnosis of Diabetes
- 2.7 Expert Systems for Diabetes
- 2.8 Empirical Review
SYSTEM ANALYSIS AND DESIGN
- 3.1 Methodology Adopted
- 3.1.1 Problem Identification Using SSADM
- 3.2 Analysis of the Existing System
- 3.2.1 Dataflow of the Existing System
- 3.2.2 Disadvantages of the Existing System
- 3.2.3 Weakness of the existing System
- 3.3 Analysis of the Proposed System
- 3.3.1 Data Flow Diagram of the Proposed System
- 3.3.2 Advantages of the Proposed System
- 3.3.3 Justification of the Proposed System
- 3.4 Functional Requirements
- 3.4.1 Use Case Diagram Of The Admin / User Privileges
- 3.5 Data Requirements
- 3.6 High Level Model of the Proposed System
SYSTEM DESIGN AND IMPLEMENTATION
- 4.1 Objectives of the Design
- 4.2 Cohesion and Decomposition High level Model
- 4.3 Control Center / Overall Dataflow Diagram
- 4.3.1 Proposed System Operation Flowchart
- 4.4 System Specification and Design
- 4.4.1 Input and Output Specification
- 4.4.2 Database Specification and Design
- 4.4.3 Data Dictionary
- 4.5 Choice and Justification of Programming Language
- 4.6 Program Documentation
- 4.7 Implementation Techniques
- 4.8 Programming Module Specification
- 4.8.1 Installation
- 4.8.2 Security Design Specification
- 4.8.3 System Architecture
- 4.9 Computer Hardware Minimum Requirement
- 4.10 Software Requirement
- 4.11 Personnel / User Training
SUMMARY, CONCLUSION AND RECOMMENDATION
- 5.1 Introduction
- 5.2 Summary
- 5.3 Conclusion
- 5.4 Recommendation
REFERENCES
APPENDIX A - “SOURCE CODE”
APPENDIX B - “OBJECT PROGRAM”
Disclaimer for Complete Material Utilization
The displayed research work titled "Design and Implementation of an Expert System in Diagnosis and Treatment of Diabetes" is stated as a research guideline towards accomplishing your assigned project / seminar research work. All the research materials on this website are ONLY for research purposes and should be used as a guideline in developing your research work. For no reason should you copy word for word as projectlist.com.ng will not be liable for any who copied the material. By ordering the complete research guideline, it signifies that you've accepted our terms of service.
PRELIMINARY PAGES
- Title page
- Approval page
- Dedication
- Acknowledgement
- Table of Contents
- Abstract
INTRODUCTION
- 1.1 Introduction
- 1.2 Background of Study
- 1.3 Statement of Problem
- 1.4 Aim and Objectives of the Study
- 1.5 Significance of Study
- 1.6 Scope of Study
- 1.7 Limitations of the Study
- 1.8 Definition of Terms
LITERATURE REVIEW
- 2.1 Introduction
- 2.2 Conceptual Review of Medical Diagnosis
- 2.2.1 Use of Medical Diagnosis
- 2.2.2 Method of Diagnostic Procedure
- 2.2.3 Errors in Diagnosis
- 2.3 Theoretical Review of Expert System
- 2.3.1 Types of Expert System
- 2.3.2 Advantages of Expert System
- 2.3.3 Disadvantages of Expert System
- 2.4 Expert System in Medical Diagnosis
- 2.5 Overview of Diabetes
- 2.5.1 Types of Diabetes
- 2.5.2 Signs & Symptoms of Diabetes
- 2.5.3 Diagnosis of Diabetes
- 2.6 Expert Systems for Diagnosis of Diabetes
- 2.7 Expert Systems for Diabetes
- 2.8 Empirical Review
SYSTEM ANALYSIS AND DESIGN
- 3.1 Methodology Adopted
- 3.1.1 Problem Identification Using SSADM
- 3.2 Analysis of the Existing System
- 3.2.1 Dataflow of the Existing System
- 3.2.2 Disadvantages of the Existing System
- 3.2.3 Weakness of the existing System
- 3.3 Analysis of the Proposed System
- 3.3.1 Data Flow Diagram of the Proposed System
- 3.3.2 Advantages of the Proposed System
- 3.3.3 Justification of the Proposed System
- 3.4 Functional Requirements
- 3.4.1 Use Case Diagram Of The Admin / User Privileges
- 3.5 Data Requirements
- 3.6 High Level Model of the Proposed System
SYSTEM DESIGN AND IMPLEMENTATION
- 4.1 Objectives of the Design
- 4.2 Cohesion and Decomposition High level Model
- 4.3 Control Center / Overall Dataflow Diagram
- 4.3.1 Proposed System Operation Flowchart
- 4.4 System Specification and Design
- 4.4.1 Input and Output Specification
- 4.4.2 Database Specification and Design
- 4.4.3 Data Dictionary
- 4.5 Choice and Justification of Programming Language
- 4.6 Program Documentation
- 4.7 Implementation Techniques
- 4.8 Programming Module Specification
- 4.8.1 Installation
- 4.8.2 Security Design Specification
- 4.8.3 System Architecture
- 4.9 Computer Hardware Minimum Requirement
- 4.10 Software Requirement
- 4.11 Personnel / User Training
SUMMARY, CONCLUSION AND RECOMMENDATION
- 5.1 Introduction
- 5.2 Summary
- 5.3 Conclusion
- 5.4 Recommendation
REFERENCES
APPENDIX A - “SOURCE CODE”
APPENDIX B - “OBJECT PROGRAM”
Disclaimer for Complete Material Utilization
The displayed research work titled "Design and Implementation of an Expert System in Diagnosis and Treatment of Diabetes" is stated as a research guideline towards accomplishing your assigned project / seminar research work. All the research materials on this website are ONLY for research purposes and should be used as a guideline in developing your research work. For no reason should you copy word for word as projectlist.com.ng will not be liable for any who copied the material. By ordering the complete research guideline, it signifies that you've accepted our terms of service.
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