Under the guidance of
Ms. Nishu Sethi  
Assistant Professor  

Ms. Nishu Sethi Assistant Professor Amity University

Amity University  


Manish Choudhary Enrollment no – A50568420003

Department of Computer Science & Engineering AMITY SCHOOL OF ENGINEERING & TECHNOLOGY



In modern defence and security operations, analysts are faced with significant information overload problems and prevent developing good situation awareness. So, Data Visualization and Visual Analytics (VA) is an efficient way of handling massive data sets by using interactive visualization technologies.

Developments in artificial intelligence (AI) have resulted in a breakthrough for many AI- applications, such as computer vision, natural language processing. Therefore, there are many efforts to use these developments for military applications.


In the era of the information age, first responders in Defence and Security are faced with increasing amounts of dynamic information originating from different source and in a various format, which needed to be analysed in order to understand a situation and react promptly.

Artificial intelligence (AI), specifically the subfields machine learning (ML) and deep learning (DL), has moved from research institutes and universities to industry and real-world application.

In a military context, AI is present in all domains (land, sea, air, space and information) and all levels of warfare (i.e. political, strategic, operational and tactical).

Artificial Intelligence can improve autonomous control in unmanned systems so that operators can operate unmanned systems more efficiently to, ultimately, increase battlefield impact.

Data Visualization- Data visualization is the graphical representation of information and data. Visualization is not merely used to display information using pictures. The visual representation should be in a meaningful way in order to provide information to the user. The choices made by the operators highly dependent on the data involved and the task to be performed.

Visual Analytics “Visual analytics is the science of analytical reasoning facilitated by

interactive visual interfaces”[1]. This human-information discourse is between the data and his analyst. It supports three goals: assessment, forecasting and planning. Analysts use reasoning techniques to achieve these goals.

Figure 1: Visual Analytics Interaction

The goal of vision of visual analytics is to turn the information overload into an opportunity, to make our way of processing data and information transparent for an analytic discourse.

The visualization of these processes will provide the means of communicating about them, instead of being left with the results. Visual Analytics did the constructive evaluation, correction and improvement of our processes and models. It helps in the improvement of our knowledge and our decisions. Visual analytics is a technology that combines the strengths of human and electronic data processing. It becomes a semi-automated analytical process, where humans and machines cooperate using their respective distinct capabilities for the most effective results.

Deep learning and Neural Networks-

Deep Learning refer to machine learning models consisting of multiple of layers processing units. These models are represented by artificial neural networks. So, a neuron refers to a single computation unit. DNNs refer to systems with a large number of serially connected layers of parallel-connected neurons. DNN is a shallow neural network that has only one layer of parallel-connected neurons.

The parameters of the layer- by-layer-trained deep networks were finally fine-tuned using stochastic gradient methods to maximize the classification accuracy[2]. High performance of DNNs is mostly depends on representation learning. During the training of a DNN discriminating features are automatically added.

Objective of the Project:

  1. Creating Training Simulations.

2.  Maritime Awareness.

3. Surveillance.

4.    Saving Human Life.

Creating Training Simulations-

Forces operate in complex, dynamic and stressful environments where wrong decisions have fatal consequences. Live, Virtual and Constructive training environments all provide elements of best practices for this type of training. Virtual training systems offer a safe, effective and efficient training that has practical and economic advantages over more traditional training approaches.

Maritime Awareness-

Maritime applications have a strong geospatial component and visualization of this aspect is critical to Maritime Domain Awareness (MDA). “Maritime Domain Awareness is the effective understanding of everything on, under, related to,adjacent to, or bordering a sea,ocean or other navigable waterway, including all maritime-related activities, infrastructure,people, cargo, vessels, or other conveyances”[1].Operators/analystsof maritime domain have a mandate to be aware of all that is happening in maritime approaches. This mandate is based on the need to protect fromattack, defend sovereignty, detect illegal activities, and support search and rescue activities.


Surveillance is performed using fixed radar stations, patrol aircrafts, ships, and electronic tracking for vessels using the automatic identification system (AIS). These information sources provide information about vessel or person movement that may reveal illegal, unsafe, threatening, and anomalous behavior. ML-approaches are used to generate normality models from the gathered information [4].

Saving Human Life-

Creating automated weapons used for both offensive and defensive purposes. Which could be used as frontline weaponry in case of any threat or can be used in search and rescue operations saving countless human life. These weapons based on Neural networks and using many machine learning algorithms can assess the threat percentage and act accordingly.

These can be used in extreme weather condition.

Working Principle-

Using a task-driven design based on a formative user study with various experts, an interactive prototype can be designed and implemented.

Figure -2: framework of task driven design

Exploratory Analysis: In this stage, the primary task is to integrate multiple data sets in a common reference frame while providing filtering and clutter reduction capabilities. It enables the expert to understand the strengths and limitations of different models, and help to choose most informative one to include in a “reference model”.

Tracking: Output from the previous stage is used in the tracking subsystem to act as a prediction for tracking. So, the positions of ground truth measurements can be tracked at any desired time instant. This effectively fills the gaps in the data and provides a more complete understanding of how the detected points must have evolved over time [5].

Visual Feedback: Results obtained from tracking are fed to the rendering subsystem to provide visual feedback. Tracking calculations and visual mappings are performed in GPU shaders to maintain interactive rates

Figure -3: neural network working

Many algorithms are used for interpreting DNNs. These algorithms provide a better option to act with high accuracy, reliability and success percentage. To get better results, we transform the DNN processing into the original input space in order to visualize discriminating features. Typically, two general approaches are used for feature visualization, activation maximation and DNN explanation[3]. Activation maximation computes which inputs features that will maximally activate possible system recommendations. DNN explanation explains system recommendations by highlighting discriminating input features. AI-planning is based on models of domain dynamics.


It is a novel technique for the interactive tracking and visualization of time variant data from multiple sources, increase the accuracy of automated weapons which will result in saving

human life. It will also helps in dealing with modern time security threats in a more effective way.


  1. Valérie Lavigne -Applicability of Visual Analytics to Defence and Security Operations
  2. Peter Svenmarck, Dr Linus Luotsinen, Dr Mattias Nilsson, Dr Johan Schubert – Possibilities and Challenges for Artificial Intelligence in Military Applications
  3. Riveiro, M., Gustavsson, P M., Mikael, L., Bengstsson, M., Blomqvist, P. et al. (2016)

-Enhanced Training through Interactive Visualization of Training Objectives and Models.

  • J. DALTON Intelligent Systems Center, University of A Neighboring Optimal Adaptive Critic for Missile Guidance
  • Mai Elshehaly – Interactive Fusion and Tracking For Multi-Modal Spatial Data Visualization

Signature of Student(s)-  Signature of External guide(if any)-

Signatur of guide-

Order Now
No Fields Found.
Universal Assignment (May 25, 2024) DATA VISUALISATION AND NEURAL NETWORK IN DEFENCE INDUSTRY. Retrieved from
Universal Assignment July 7, 2022 DATA VISUALISATION AND NEURAL NETWORK IN DEFENCE INDUSTRY., viewed May 25, 2024,<>
Universal Assignment - DATA VISUALISATION AND NEURAL NETWORK IN DEFENCE INDUSTRY. [Internet]. [Accessed May 25, 2024]. Available from:
"DATA VISUALISATION AND NEURAL NETWORK IN DEFENCE INDUSTRY." Universal Assignment [Online]. Available: [Accessed: May 25, 2024]

Please note along with our service, we will provide you with the following deliverables:

Please do not hesitate to put forward any queries regarding the service provision.

We look forward to having you on board with us.


Get 90%* Discount on Assignment Help

Most Frequent Questions & Answers

Universal Assignment Services is the best place to get help in your all kind of assignment help. We have 172+ experts available, who can help you to get HD+ grades. We also provide Free Plag report, Free Revisions,Best Price in the industry guaranteed.

We provide all kinds of assignmednt help, Report writing, Essay Writing, Dissertations, Thesis writing, Research Proposal, Research Report, Home work help, Question Answers help, Case studies, mathematical and Statistical tasks, Website development, Android application, Resume/CV writing, SOP(Statement of Purpose) Writing, Blog/Article, Poster making and so on.

We are available round the clock, 24X7, 365 days. You can appach us to our Whatsapp number +1 (613)778 8542 or email to . We provide Free revision policy, if you need and revisions to be done on the task, we will do the same for you as soon as possible.

We provide services mainly to all major institutes and Universities in Australia, Canada, China, Malaysia, India, South Africa, New Zealand, Singapore, the United Arab Emirates, the United Kingdom, and the United States.

We provide lucrative discounts from 28% to 70% as per the wordcount, Technicality, Deadline and the number of your previous assignments done with us.

After your assignment request our team will check and update you the best suitable service for you alongwith the charges for the task. After confirmation and payment team will start the work and provide the task as per the deadline.

Yes, we will provide Plagirism free task and a free turnitin report along with the task without any extra cost.

No, if the main requirement is same, you don’t have to pay any additional amount. But it there is a additional requirement, then you have to pay the balance amount in order to get the revised solution.

The Fees are as minimum as $10 per page(1 page=250 words) and in case of a big task, we provide huge discounts.

We accept all the major Credit and Debit Cards for the payment. We do accept Paypal also.

Popular Assignments

EDM9780M CEEL Summative Assignment 2023-2024

Below you will find instructions on completing each of the four parts of your final summative assignment. Part 1 – Personal/professional area of interest in education (1000 – 1,500 words max) For this part of the assignment, you will need to: How to complete this part (Part 1): 1. Choose

Read More »


Weighting: 5 marks (10%) of the assignment. COMPLETE & SUBMIT INDIVIDUALLY. This is the second of THREE documents required for submission for the assignment. Complete the following, describing and reflecting upon your involvement with the preparation for the Group Presentation, including your interaction with other members of your team in

Read More »

SUMMATIVE ASSIGNMENT – Mathematics for Science

IMPORTANT INFORMATION 1 Electric power is widely used in industrial, commercial and consumer applications. The latter include laboratory equipment for example water baths, spectrophotometers, and chromatographs. If you have 17.3 kA and 5.5 MV, what is the power? Give the appropriate unit.                                                                                                               (3 marks) 2 Oil immersion objective lenses

Read More »

Assignment CW 2. Foundations of Biology

The instructions in RED are the ones which are mark-bearing and need to be answered as part of the assignment. The instructions in BLACK tell you how to carry out the simulation Diffusion simulation: Results table Use Excel to calculate the mean and standard deviation. The functions are AVERGAGE and

Read More »

MA Education Dissertation Proposal

Student Name Click here to enter text. Student ID                       Proposed title of research project Click here to enter text.       State the background references on which your research is based (ideally 4 or 5) Click here to

Read More »

Assignment: Implement five dangerous software errors

Due: Monday, 6 May 2024, 3:00 PM The requirements for assessment 1: Too many developers are prioritising functionality and performance over security. Either that, or they just don’t come from a security background, so they don’t have security in mind when they are developing the application, therefore leaving the business

Read More »


Business School                                                                 London campus Session 2023-24                                                                   Trimester 2 Module Code: LNDN08003 DATA ANALYTICS FINAL PROJECT Due Date: 12th APRIL 2024 Answer ALL questions. LNDN08003–Data Analytics Group Empirical Research Project Question 2-The project (2500 maximum word limit) The datasets for this assignment should be downloaded from the World Development Indicators (WDI)

Read More »

Imagine you are an IT professional and your manager asked you to give a presentation about various financial tools used to help with decisions for investing in IT and/or security

Part 1, scenario: Imagine you are an IT professional and your manager asked you to give a presentation about various financial tools used to help with decisions for investing in IT and/or security. The presentation will be given to entry-level IT and security employees to understand financial investing. To simulate

Read More »

DX5600 Digital Artefact and Research Report


Read More »

Bsc Public Health and Health Promotion (Top up) LSC LONDON

Health and Work Assignment Brief.                 Assessment brief: A case study of 4,000 words (weighted at 100%) Students will present a series of complementary pieces of written work that:   a) analyse the key workplace issues; b) evaluate current or proposed strategies for managing them from a public health/health promotion perspective

Read More »

6HW109 Environmental Management and Sustainable Health

ASSESSMENT BRIEF MODULE CODE: 6HW109 MODULE TITLE: Environmental Management and Sustainable Health MODULE LEADER: XXXXXXXXX ACADEMIC YEAR: 2022-23 1        Demonstrate a critical awareness of the concept of Environmental Management linked to Health 2        Critically analyse climate change and health public policies. 3        Demonstrate a critical awareness of the concept of

Read More »


PROFESSIONAL SECURE NETWORKS– Case Study Assessment Information Module Title: PROFESSIONAL SECURE NETWORKS   Module Code: COCS71196 Submission Deadline: 10th May 2024 by 3:30pm Instructions to candidates This assignment is one of two parts of the formal assessment for COCS71196 and is therefore compulsory. The assignment is weighted at 50% of

Read More »


CYBERCRIME FORENSIC ANALYSIS – COCS71193 Assignment Specification Weighted at 100% of the module mark. Learning Outcomes being assessed by this portfolio. Submission Deadline: Monday 6th May 2024, 1600Hrs. Requirements & Marking Scheme General Guidelines: This is an individual assessment comprised of four parts and is weighted at 100% of the

Read More »

Social Media Campaigns (SMC) Spring 2024 – Winter 2024

Unit: Dynamic Websites Assignment title: Social Media Campaigns (SMC) Spring 2024 – Winter 2024 Students must not use templates that they have not designed or created in this module assessment. This includes website building applications, free HTML5 website templates, or any software that is available to them to help with

Read More »


ASSIGNMENT/ TUGASAN _________________________________________________________________________ ABCJ3103 NEWS WRITING AND REPORTING PENULISAN DAN PELAPORAN BERITA JANUARY 2024 SEMESTER SPECIFIC INSTRUCTION / ARAHAN KHUSUS Jawab dalam bahasa Melayu atau bahasa Inggeris. Jumlah patah perkataan: 2500 – 3000 patah perkataan tidak termasuk rujukan. Hantar tugasan SEKALI sahaja dalam PELBAGAIfail. Tugasan ini dihantar secara ONLINE. Tarikh

Read More »


ASSIGNMENT/ TUGASAN _________________________________________________________________________ ABCM2103 INFORMATION TECHNOLOGY, MEDIA AND SOCIETY TEKNOLOGI MAKLUMAT, MEDIA DAN MASYARAKAT JANUARY 2021 SPECIFIC INSTRUCTION / ARAHAN KHUSUS Jawab dalam Bahasa Melayu atau Bahasa Inggeris. Jumlah patah perkataan : 2500 – 3000 patah perkataan tidak termasuk rujukan. Hantar tugasan SEKALI sahaja dalam SATU fail. Tugasan ini dihantar

Read More »


ASSIGNMENT/ TUGASAN _________________________________________________________________________ ABCR3203 COMMUNICATION LAW UNDANG-UNDANG KOMUNIKASI JANUARY 2024 SEMESTER SPECIFIC INSTRUCTION / ARAHAN KHUSUS Jawab dalam Bahasa Melayu atau Bahasa Inggeris. Jumlah patah perkataan : 2500 – 3000 patah perkataan tidak termasuk rujukan. Hantar tugasan SEKALI sahaja dalam SATU fail. Tugasan ini dihantar secara ONLINE. Tarikh penghantaran        :

Read More »


POSTGRADUATE DIPLOMA IN BUSINESS MANAGEMENT ORGANISATIONAL STRATEGY PLANNING AND MANAGEMENT ASSIGNMENT NOTE: At postgraduate level, you are expected to substantiate your answers with evidence from independent research. INTRODUCTION TO THE ASSIGNMENT • This assignment consists of FOUR compulsory questions. Please answer all of them. • When you answer, preferably use

Read More »

Solution: Scenario 1, Mirror therapy in patients post stroke

Title: Scenario 1, Mirror therapy in patients post stroke Part 1 : Summary Ramachandran and colleagues developed mirror therapy to treat amputees’ agony from phantom limbs. Patients were able to feel their amputated limb without experiencing any pain by presenting them a mirror image of their healthy arm. Since then,

Read More »

Solution: Exploring the Dominance of Silence

Slide 1: Title – Exploring the Dominance of Silence The title, “Exploring the Dominance of Silence,” sets the stage for a deep dive into the portrayal of silence in Philip K. Dick’s “Do Androids Dream of Electric Sheep?” Our presentation will dissect the literary techniques used by the author to

Read More »

Solution: Assessment: Critical Reflection S2 2023

The policies that hampered the cultural survival of Indigenous groups have a major effect on their health (Coffin, 2007). Cultural isolation can cause an identity crisis and a sense of loss, which can exacerbate mental health problems. Indigenous people have greater rates of chronic illness and impairment due to historical

Read More »

Solution: The Market – Product and Competition Analysis

Section 1: The Market – Product and Competition Analysis Industry and Competition Analysis: The baking mix market is very competitive, but My Better Batch is entering it anyhow. The prepackaged baking mixes sold in this market allow busy people to have bakery-quality products on the table quickly without sacrificing quality

Read More »

Solution: PDCA model for Riot

Student Name: Student ID: University Name: Date: Learning Outcome 1: Engage actively in recognizing a new product/service for Riot and detect the vital tasks required for its effective growth. In this comprehensive learning outcome, Riot’s progress towards innovation superiority is characterized by a deliberate scheme that draws on components from

Read More »

Solution: EDEN 100 – ASSIGNMENT 1

Part 1: Reflections on the Register Variables Use the questions in Column 1 and analyse the sample oral interactions provided under the assessment tile. The transcript for Viv’s conversation is provided on pages 4-5. Probe Questions  Link to readings and theory Interaction 1 Interaction 2 PART 1 – ANALYSING THE

Read More »

Can't Find Your Assignment?

Open chat
Free Assistance
Universal Assignment
Hello 👋
How can we help you?