<?xml version="1.0" encoding="UTF-8"?><!DOCTYPE article PUBLIC "-//NLM//DTD Journal Publishing DTD v3.0 20080202//EN" "http://dtd.nlm.nih.gov/publishing/3.0/journalpublishing3.dtd">
<article xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" dtd-version="3.0" xml:lang="en" article-type="research article">
 <front>
  <journal-meta>
   <journal-id journal-id-type="publisher-id">
    jpee
   </journal-id>
   <journal-title-group>
    <journal-title>
     Journal of Power and Energy Engineering
    </journal-title>
   </journal-title-group>
   <issn pub-type="epub">
    2327-588X
   </issn>
   <issn publication-format="print">
    2327-5901
   </issn>
   <publisher>
    <publisher-name>
     Scientific Research Publishing
    </publisher-name>
   </publisher>
  </journal-meta>
  <article-meta>
   <article-id pub-id-type="doi">
    10.4236/jpee.2025.139002
   </article-id>
   <article-id pub-id-type="publisher-id">
    jpee-145283
   </article-id>
   <article-categories>
    <subj-group subj-group-type="heading">
     <subject>
      Articles
     </subject>
    </subj-group>
    <subj-group subj-group-type="Discipline-v2">
     <subject>
      Engineering
     </subject>
    </subj-group>
   </article-categories>
   <title-group>
    Potential of Small-Scale Hybrid Solar and Pumped Storage Hydropower Systems for Off-Grid Applications
   </title-group>
   <contrib-group>
    <contrib contrib-type="author" xlink:type="simple">
     <name name-style="western">
      <surname>
       Muhammad Rafiq
      </surname>
      <given-names>
       Rahim
      </given-names>
     </name> 
     <xref ref-type="aff" rid="aff1"> 
      <sup>1</sup>
     </xref>
    </contrib>
    <contrib contrib-type="author" xlink:type="simple">
     <name name-style="western">
      <surname>
       Mohamad Naim Mohd
      </surname>
      <given-names>
       Nasir
      </given-names>
     </name> 
     <xref ref-type="aff" rid="aff1"> 
      <sup>1</sup>
     </xref>
    </contrib>
    <contrib contrib-type="author" xlink:type="simple">
     <name name-style="western">
      <surname>
       Zul Hasrizal
      </surname>
      <given-names>
       Bohari
      </given-names>
     </name> 
     <xref ref-type="aff" rid="aff1"> 
      <sup>1</sup>
     </xref>
    </contrib>
    <contrib contrib-type="author" xlink:type="simple">
     <name name-style="western">
      <surname>
       Mohamad Faizal
      </surname>
      <given-names>
       Baharom
      </given-names>
     </name> 
     <xref ref-type="aff" rid="aff1"> 
      <sup>1</sup>
     </xref>
    </contrib>
    <contrib contrib-type="author" xlink:type="simple">
     <name name-style="western">
      <surname>
       Shahnurriman Abdul
      </surname>
      <given-names>
       Rahman
      </given-names>
     </name> 
     <xref ref-type="aff" rid="aff2"> 
      <sup>2</sup>
     </xref>
    </contrib>
   </contrib-group> 
   <aff id="aff1">
    <addr-line>
     aFaculty of Electrical Technology and Engineering, Universiti Teknikal Malaysia Melaka, Melaka, Malaysia
    </addr-line> 
   </aff> 
   <aff id="aff2">
    <addr-line>
     aFaculty of Engineering and Built Environment, Universiti Sains Islam Malaysia, Nilai, Malaysia
    </addr-line> 
   </aff> 
   <pub-date pub-type="epub">
    <day>
     29
    </day> 
    <month>
     08
    </month>
    <year>
     2025
    </year>
   </pub-date> 
   <volume>
    13
   </volume> 
   <issue>
    09
   </issue>
   <fpage>
    14
   </fpage>
   <lpage>
    26
   </lpage>
   <history>
    <date date-type="received">
     <day>
      31,
     </day>
     <month>
      July
     </month>
     <year>
      2025
     </year>
    </date>
    <date date-type="published">
     <day>
      26,
     </day>
     <month>
      July
     </month>
     <year>
      2025
     </year> 
    </date> 
    <date date-type="accepted">
     <day>
      26,
     </day>
     <month>
      August
     </month>
     <year>
      2025
     </year> 
    </date>
   </history>
   <permissions>
    <copyright-statement>
     © Copyright 2014 by authors and Scientific Research Publishing Inc. 
    </copyright-statement>
    <copyright-year>
     2014
    </copyright-year>
    <license>
     <license-p>
      This work is licensed under the Creative Commons Attribution International License (CC BY). http://creativecommons.org/licenses/by/4.0/
     </license-p>
    </license>
   </permissions>
   <abstract>
    The increasing demand for reliable electricity in off-grid regions, particularly in remote areas, calls for innovative solutions. This project focuses on the integration of Pumped Storage Hydropower (PSH) with solar photovoltaic (PV) systems, aiming to provide a clean, sustainable, and stable energy solution. The primary goal is to design and develop a small-scale hybrid system that utilizes solar energy to pump water into an elevated reservoir, which can then be released to generate electricity via a turbine when solar generation is low or unavailable. An Arduino-based monitoring system was developed to track the performance of both the solar panel and the hydro generator. The system was designed, simulated, and tested under real-world conditions. Results indicate that although the system demonstrates potential for off-grid applications, the small-scale PSH prototype is less efficient compared to direct battery-based solar storage in terms of consistency and output power. The findings suggest that improvements in system design, turbine efficiency, and storage capacity are required to enhance the performance and reliability of the hybrid system. The outcomes highlight the viability of hybrid renewable systems for sustainable off-grid electrification but also indicate areas for future research, particularly in optimizing system design and scaling for broader applications.
   </abstract>
   <kwd-group> 
    <kwd>
     Hybrid Solar System
    </kwd> 
    <kwd>
      Pumped Storage Hydropower
    </kwd> 
    <kwd>
      Energy Management
    </kwd> 
    <kwd>
      Arduino
    </kwd> 
    <kwd>
      Off-Grid Electrification
    </kwd>
   </kwd-group>
  </article-meta>
 </front>
 <body>
  <sec id="s1">
   <title>1. Introduction</title>
   <p>Electricity access remains a major issue in remote, off-grid areas where expanding the traditional grid is expensive and often impractical. While solar power has been widely adopted as a solution, its intermittent nature makes it unreliable for continuous energy supply. To address this, this project proposes a hybrid system that combines solar photovoltaic (PV) technology with Pumped Storage Hydropower (PSH) to provide a stable and sustainable energy source for off-grid communities. Solar energy can be used to pump water into an elevated reservoir, storing potential energy, which can then be released through a turbine to generate electricity when solar generation is low. However, the intermittent nature of solar energy and limitations of battery storage, such as high costs and short lifespan, present significant challenges. PSH offers a practical and environmentally friendly energy storage alternative by utilizing excess solar energy to generate electricity during periods of low solar output. This project aims to design and develop a small-scale hybrid PSH and solar system, integrate an Arduino-based monitoring system to control and track performance, and evaluate the system’s efficiency and reliability in off-grid applications.</p>
  </sec><sec id="s2">
   <title>2. Literature Review</title>
   <sec id="s2_1">
    <title>2.1. Fundamentals of Hybrid Solar and Pumped Storage Hydropower Systems</title>
    <p>Hybrid Renewable Energy Systems (HRES) combine multiple renewable energy sources to mitigate the intermittent issues associated with individual systems, like solar or wind, ensuring more stable and reliable energy output. HRES are crucial for electrifying remote areas not connected to the national grid. They provide energy independence and improve the quality of life for communities, as seen in the Solar Hybrid Station at RPS Kemar, Gerik, Perak <xref ref-type="bibr" rid="scirp.145283-1">
      [1]
     </xref>. Integrating solar photovoltaics with pumped-storage hydropower (PSH) is particularly effective.</p>
    <fig id="fig1" position="float">
     <label>Figure 1</label>
     <caption>
      <title>Figure 1. Diagram of PSH with stand-alone PV power generation unit <xref ref-type="bibr" rid="scirp.145283-2">
        [2]
       </xref>.</title>
     </caption>
     <graphic mimetype="image" position="float" xlink:type="simple" xlink:href="https://html.scirp.org/file/1771261-rId13.jpeg?20251010021115" />
    </fig>
    <p>Solar PV generates energy only when the sun shines, while PSH stores surplus solar energy as potential energy in water, which is released when solar power is unavailable. This integration, as seen in <xref ref-type="fig" rid="fig1">
      Figure 1
     </xref>, not only optimizes energy utilization but also enhances grid stability while reducing CO<sub>2</sub> emission <xref ref-type="bibr" rid="scirp.145283-3">
      [3]
     </xref>-<xref ref-type="bibr" rid="scirp.145283-5">
      [5]
     </xref>.</p>
   </sec>
   <sec id="s2_2">
    <title>2.2. Solar-Pumped Storage Hybrid Energy System</title>
    <p>The core concept of a solar-Pumped Storage Hybrid Energy System is to use solar PV to directly power loads or charge a battery. Excess solar energy is used to pump water into an elevated reservoir, storing the energy as potential energy. When solar energy is unavailable (e.g., at night or during cloudy periods), the stored water is released through turbines to generate electricity, ensuring a continuous power supply <xref ref-type="bibr" rid="scirp.145283-6">
      [6]
     </xref> <xref ref-type="bibr" rid="scirp.145283-7">
      [7]
     </xref>. This integration, as can be seen in <xref ref-type="fig" rid="fig2">
      Figure 2
     </xref>, solves the intermittency of solar energy by providing backup power from the PSH system during low solar input, making it especially beneficial for off-grid areas <xref ref-type="bibr" rid="scirp.145283-8">
      [8]
     </xref>.</p>
    <fig id="fig2" position="float">
     <label>Figure 2</label>
     <caption>
      <title>Figure 2. Photovoltaic power generating combined with pumped storage <xref ref-type="bibr" rid="scirp.145283-8">
        [8]
       </xref>.</title>
     </caption>
     <graphic mimetype="image" position="float" xlink:type="simple" xlink:href="https://html.scirp.org/file/1771261-rId14.jpeg?20251010021116" />
    </fig>
   </sec>
   <sec id="s2_3">
    <title>2.3. Arduino-Based Hardware Prototype Development</title>
    <p>Arduino-based systems have become a popular choice for real-time monitoring and control in renewable energy applications, particularly in hybrid solar and pumped storage hydropower (PSH) systems. These systems automate essential processes such as water pumping and energy management, improving efficiency and reliability. For example, one study demonstrated the use of Arduino for automating solar-powered pumps, where it optimizes the pump’s operation based on solar generation and water flow conditions, ensuring efficient energy usage <xref ref-type="bibr" rid="scirp.145283-9">
      [9]
     </xref>. Another example integrates Arduino with micro-hydro systems for frequency control, stabilizing power output by dynamically adjusting system parameters <xref ref-type="bibr" rid="scirp.145283-10">
      [10]
     </xref>.</p>
    <p>In hybrid systems, Arduino interfaces with various sensors such as current monitors and water level detectors, enabling real-time management of energy flow between components. The use of Wi-Fi modules like the ESP8266 allows for remote monitoring, making the system more adaptable for off-grid applications <xref ref-type="bibr" rid="scirp.145283-9">
      [9]
     </xref>. Furthermore, the integration of Arduino enables the use of Maximum Power Point Tracking (MPPT) algorithms to optimize solar energy conversion and manage the switching between solar and hydro power generation based on environmental conditions and load demands <xref ref-type="bibr" rid="scirp.145283-10">
      [10]
     </xref>.</p>
    <p>Arduino’s ability to interface with multiple sensors and actuators, along with its low cost and ease of use, makes it an ideal choice for developing scalable, efficient hybrid renewable energy systems <xref ref-type="bibr" rid="scirp.145283-11">
      [11]
     </xref>-<xref ref-type="bibr" rid="scirp.145283-14">
      [14]
     </xref>. These systems can be deployed in off-grid areas to enhance energy access and sustainability, offering real-time control, data logging, and improved system performance by integration of an Arduino Uno.</p>
    <p>In conclusion, combining solar PV with pumped-storage hydropower (PSH) in Hybrid Renewable Energy Systems (HRES) offers a reliable solution for off-grid energy generation, addressing solar intermittency <xref ref-type="bibr" rid="scirp.145283-15">
      [15]
     </xref>-<xref ref-type="bibr" rid="scirp.145283-17">
      [17]
     </xref>. Arduino-based systems enhance efficiency by automating control, real-time monitoring, and data logging. The flexibility and low cost of Arduino make it ideal for developing scalable, sustainable systems in remote areas, ensuring continuous energy supply <xref ref-type="bibr" rid="scirp.145283-18">
      [18]
     </xref>-<xref ref-type="bibr" rid="scirp.145283-20">
      [20]
     </xref>. Future improvements in system optimization and energy management will further strengthen the potential of these hybrid systems.</p>
   </sec>
  </sec><sec id="s3">
   <title>3. Methodology</title>
   <sec id="s3_1">
    <title>3.1. Introduction</title>
    <p>This project focuses on developing a small-scale hybrid system that integrates solar photovoltaic (PV) technology with pumped-storage hydropower (PSH). The primary goal is to design and implement a system that can autonomously switch between solar power and hydro generation, ensuring a continuous energy supply for off-grid applications. The methodology involves system design, hardware implementation, and performance testing to evaluate the feasibility and efficiency of the hybrid system.</p>
   </sec>
   <sec id="s3_2">
    <title>3.2. System Design</title>
    <p>The hybrid system design integrates solar panels, a hydro generator, a battery, and an Arduino Uno microcontroller for controlling and monitoring system operations. Key components of the system include:</p>
    <p>This system design ensures that the transition between solar and hydro generation is smooth, minimizing system downtime and maintaining a reliable energy supply.</p>
    <table-wrap id="table1">
     <label>
      <xref ref-type="table" rid="table1">
       Table 1
      </xref></label>
     <caption>
      <title>
       <xref ref-type="bibr" rid="scirp.145283-"></xref>Table 1. Solar panel specifications.</title>
     </caption>
     <table class="MsoTableGrid custom-table" border="0" cellspacing="0" cellpadding="0"> 
      <tr> 
       <td class="custom-bottom-td acenter" width="54.55%"><p style="text-align:center">Specification</p></td> 
       <td class="custom-bottom-td acenter" width="45.45%"><p style="text-align:center">Detail</p></td> 
      </tr> 
      <tr> 
       <td class="custom-top-td acenter" width="54.55%"><p style="text-align:center">Maximum output power (P<sub>max</sub>)</p></td> 
       <td class="custom-top-td acenter" width="45.45%"><p style="text-align:center">100 W</p></td> 
      </tr> 
      <tr> 
       <td class="acenter" width="54.55%"><p style="text-align:center">Voltage at max power (Vmp)</p></td> 
       <td class="acenter" width="45.45%"><p style="text-align:center">17.7 V</p></td> 
      </tr> 
      <tr> 
       <td class="acenter" width="54.55%"><p style="text-align:center">Current at max power (Imp)</p></td> 
       <td class="acenter" width="45.45%"><p style="text-align:center">5.7 A</p></td> 
      </tr> 
      <tr> 
       <td class="acenter" width="54.55%"><p style="text-align:center">Open circuit voltage (Voc)</p></td> 
       <td class="acenter" width="45.45%"><p style="text-align:center">22.1 V</p></td> 
      </tr> 
      <tr> 
       <td class="acenter" width="54.55%"><p style="text-align:center">Short circuit current (Isc)</p></td> 
       <td class="acenter" width="45.45%"><p style="text-align:center">6 A</p></td> 
      </tr> 
      <tr> 
       <td class="acenter" width="54.55%"><p style="text-align:center">Dimensions</p></td> 
       <td class="acenter" width="45.45%"><p style="text-align:center">77 × 67 × 3 cm</p></td> 
      </tr> 
      <tr> 
       <td class="acenter" width="54.55%"><p style="text-align:center">Weight</p></td> 
       <td class="acenter" width="45.45%"><p style="text-align:center">6 kg</p></td> 
      </tr> 
      <tr> 
       <td class="acenter" width="54.55%"><p style="text-align:center">Cell type</p></td> 
       <td class="acenter" width="45.45%"><p style="text-align:center">Monocrystalline silicon</p></td> 
      </tr> 
      <tr> 
       <td class="acenter" width="54.55%"><p style="text-align:center">Connector type</p></td> 
       <td class="acenter" width="45.45%"><p style="text-align:center">MC4</p></td> 
      </tr> 
      <tr> 
       <td class="acenter" width="54.55%"><p style="text-align:center">Efficiency grade</p></td> 
       <td class="acenter" width="45.45%"><p style="text-align:center">Class-A</p></td> 
      </tr> 
      <tr> 
       <td class="acenter" width="54.55%"><p style="text-align:center">Quantity</p></td> 
       <td class="acenter" width="45.45%"><p style="text-align:center">3 unit × Solar panel</p></td> 
      </tr> 
     </table>
    </table-wrap>
   </sec>
   <sec id="s3_3">
    <title>3.3. Project Architecture</title>
    <p>The system architecture is divided into four main phases as can be seen in <xref ref-type="fig" rid="fig3">
      Figure 3
     </xref>.</p>
    <p>The phases were explained as follows.</p>
    <fig id="fig3" position="float">
     <label>Figure 3</label>
     <caption>
      <title>Figure 3. Photovoltaic power generating combined with pumped storage.</title>
     </caption>
     <graphic mimetype="image" position="float" xlink:type="simple" xlink:href="https://html.scirp.org/file/1771261-rId15.jpeg?20251010021118" />
    </fig>
    <p>This architecture enables seamless operation of the hybrid system, with automated switching between solar and hydro generation based on the availability of solar power and the energy demand. The system is designed to be scalable and adaptable to various off-grid applications.</p>
   </sec>
  </sec><sec id="s4">
   <title>4. Results and Discussion</title>
   <sec id="s4_1">
    <title>4.1. Performance Testing</title>
    <p>The hybrid system was tested through simulation using Proteus to evaluate the system’s performance and the capability of data logging under different conditions as illustrated in <xref ref-type="fig" rid="fig4">
      Figure 4
     </xref>. The simulation was designed to replicate real-world conditions, including varying sunlight and load scenarios.</p>
    <p>
     <xref ref-type="bibr" rid="scirp.145283-"></xref></p>
    <fig id="fig4" position="float">
     <label>Figure 4</label>
     <caption>
      <title>Figure 4. Hardware design in Proteus.</title>
     </caption>
     <graphic mimetype="image" position="float" xlink:type="simple" xlink:href="https://html.scirp.org/file/1771261-rId16.jpeg?20251010021119" />
    </fig>
    <p>The Proteus simulation demonstrated the system’s ability to seamlessly switch between solar power and hydro generation. During periods of high sunlight, the solar panels charged the battery and powered the system, while the water pump was activated to store excess energy in the elevated reservoir. When solar generation decreased (e.g., during cloudy conditions or at night), the simulation showed that the hydro generator automatically took over, providing continuous power by releasing stored water to generate electricity.</p>
    <p>Furthermore, the data logging functionality was successfully simulated in Proteus as can be seen in <xref ref-type="fig" rid="fig5">
      Figure 5
     </xref>. Data from various sensors, such as voltage, current, water levels, and battery charge status, were continuously logged and displayed in real time. The system recorded all parameters onto an SD card, which was simulated to track the energy production from both the solar and hydro sources, and the system’s overall performance. The simulation confirmed that the hybrid system could reliably maintain energy supply, with the Arduino controlling the switching process and managing data logging without interruptions.</p>
    <fig id="fig5" position="float">
     <label>Figure 5</label>
     <caption>
      <title>Figure 5. Simulation of data logger in Proteus.</title>
     </caption>
     <graphic mimetype="image" position="float" xlink:type="simple" xlink:href="https://html.scirp.org/file/1771261-rId17.jpeg?20251010021119" />
    </fig>
    <p>The simulation results showed that the hybrid system provided a stable and continuous power supply, effectively managing energy from both the solar and hydro sources. This confirms the viability of the system for real-world applications and demonstrates the importance of simulation in testing the system’s behavior and performance before physical implementation.</p>
   </sec>
   <sec id="s4_2">
    <title>4.2. Data Collection and Analysis</title>
    <p>
     <xref ref-type="bibr" rid="scirp.145283-"></xref>Data was systematically collected over multiple days and tabulated in <xref ref-type="table" rid="table2">
      Table 2
     </xref>, <xref ref-type="table" rid="table3">
      Table 3
     </xref> and <xref ref-type="table" rid="table4">
      Table 4
     </xref> to assess the performance of the solar panels, water pump, and hydro generator within the hybrid energy system. This process included monitoring voltage, current, temperature, and power generation under various environmental conditions and can be divided into several performances as follows.</p>
    <table-wrap id="table2">
     <label>
      <xref ref-type="table" rid="table2">
       Table 2
      </xref></label>
     <caption>
      <title>
       <xref ref-type="bibr" rid="scirp.145283-"></xref>Table 2. Solar panel data collection day 1.</title>
     </caption>
     <table class="MsoTableGrid custom-table" border="0" cellspacing="0" cellpadding="0"> 
      <tr> 
       <td class="custom-bottom-td acenter" width="19.26%"><p style="text-align:center">Time (Hour)</p></td> 
       <td class="custom-bottom-td acenter" width="18.75%"><p style="text-align:center">Voltage (V)</p></td> 
       <td class="custom-bottom-td acenter" width="18.75%"><p style="text-align:center">Current (A)</p></td> 
       <td class="custom-bottom-td acenter" width="18.76%"><p style="text-align:center">Power (W)</p></td> 
       <td class="custom-bottom-td acenter" width="24.48%"><p style="text-align:center">Temperature (˚C)</p></td> 
      </tr> 
      <tr> 
       <td class="custom-top-td acenter" width="19.26%"><p style="text-align:center">9 AM</p></td> 
       <td class="custom-top-td acenter" width="18.75%"><p style="text-align:center">57.5</p></td> 
       <td class="custom-top-td acenter" width="18.75%"><p style="text-align:center">6.06</p></td> 
       <td class="custom-top-td acenter" width="18.76%"><p style="text-align:center">348.45</p></td> 
       <td class="custom-top-td acenter" width="24.48%"><p style="text-align:center">51</p></td> 
      </tr> 
      <tr> 
       <td class="acenter" width="19.26%"><p style="text-align:center">10 AM</p></td> 
       <td class="acenter" width="18.75%"><p style="text-align:center">56.4</p></td> 
       <td class="acenter" width="18.75%"><p style="text-align:center">6.22</p></td> 
       <td class="acenter" width="18.76%"><p style="text-align:center">350.81</p></td> 
       <td class="acenter" width="24.48%"><p style="text-align:center">56</p></td> 
      </tr> 
      <tr> 
       <td class="acenter" width="19.26%"><p style="text-align:center">11 AM</p></td> 
       <td class="acenter" width="18.75%"><p style="text-align:center">56.7</p></td> 
       <td class="acenter" width="18.75%"><p style="text-align:center">6.68</p></td> 
       <td class="acenter" width="18.76%"><p style="text-align:center">378.76</p></td> 
       <td class="acenter" width="24.48%"><p style="text-align:center">53</p></td> 
      </tr> 
      <tr> 
       <td class="acenter" width="19.26%"><p style="text-align:center">12 PM</p></td> 
       <td class="acenter" width="18.75%"><p style="text-align:center">56.3</p></td> 
       <td class="acenter" width="18.75%"><p style="text-align:center">6.64</p></td> 
       <td class="acenter" width="18.76%"><p style="text-align:center">373.83</p></td> 
       <td class="acenter" width="24.48%"><p style="text-align:center">55</p></td> 
      </tr> 
      <tr> 
       <td class="acenter" width="19.26%"><p style="text-align:center">1 PM</p></td> 
       <td class="acenter" width="18.75%"><p style="text-align:center">56.2</p></td> 
       <td class="acenter" width="18.75%"><p style="text-align:center">6.00</p></td> 
       <td class="acenter" width="18.76%"><p style="text-align:center">337.20</p></td> 
       <td class="acenter" width="24.48%"><p style="text-align:center">56</p></td> 
      </tr> 
      <tr> 
       <td class="acenter" width="19.26%"><p style="text-align:center">2 PM</p></td> 
       <td class="acenter" width="18.75%"><p style="text-align:center">53.5</p></td> 
       <td class="acenter" width="18.75%"><p style="text-align:center">1.62</p></td> 
       <td class="acenter" width="18.76%"><p style="text-align:center">86.67</p></td> 
       <td class="acenter" width="24.48%"><p style="text-align:center">40</p></td> 
      </tr> 
      <tr> 
       <td class="acenter" width="19.26%"><p style="text-align:center">3 PM</p></td> 
       <td class="acenter" width="18.75%"><p style="text-align:center">55.4</p></td> 
       <td class="acenter" width="18.75%"><p style="text-align:center">2.31</p></td> 
       <td class="acenter" width="18.76%"><p style="text-align:center">127.97</p></td> 
       <td class="acenter" width="24.48%"><p style="text-align:center">38</p></td> 
      </tr> 
      <tr> 
       <td class="acenter" width="19.26%"><p style="text-align:center">4 PM</p></td> 
       <td class="acenter" width="18.75%"><p style="text-align:center">57.1</p></td> 
       <td class="acenter" width="18.75%"><p style="text-align:center">6.55</p></td> 
       <td class="acenter" width="18.76%"><p style="text-align:center">374.01</p></td> 
       <td class="acenter" width="24.48%"><p style="text-align:center">46</p></td> 
      </tr> 
      <tr> 
       <td class="acenter" width="19.26%"><p style="text-align:center">5 PM</p></td> 
       <td class="acenter" width="18.75%"><p style="text-align:center">48.6</p></td> 
       <td class="acenter" width="18.75%"><p style="text-align:center">0.44</p></td> 
       <td class="acenter" width="18.76%"><p style="text-align:center">21.38</p></td> 
       <td class="acenter" width="24.48%"><p style="text-align:center">37</p></td> 
      </tr> 
      <tr> 
       <td class="acenter" width="19.26%"><p style="text-align:center">6 PM</p></td> 
       <td class="acenter" width="18.75%"><p style="text-align:center">41.4</p></td> 
       <td class="acenter" width="18.75%"><p style="text-align:center">0.14</p></td> 
       <td class="acenter" width="18.76%"><p style="text-align:center">5.80</p></td> 
       <td class="acenter" width="24.48%"><p style="text-align:center">34</p></td> 
      </tr> 
     </table>
    </table-wrap>
    <table-wrap id="table3">
     <label>
      <xref ref-type="table" rid="table3">
       Table 3
      </xref></label>
     <caption>
      <title>
       <xref ref-type="bibr" rid="scirp.145283-"></xref>Table 3. Solar panel data collection day 2.</title>
     </caption>
     <table class="MsoTableGrid custom-table" border="0" cellspacing="0" cellpadding="0"> 
      <tr> 
       <td class="custom-bottom-td acenter" width="19.26%"><p style="text-align:center">Time (Hour)</p></td> 
       <td class="custom-bottom-td acenter" width="18.75%"><p style="text-align:center">Voltage (V)</p></td> 
       <td class="custom-bottom-td acenter" width="18.75%"><p style="text-align:center">Current (A)</p></td> 
       <td class="custom-bottom-td acenter" width="18.76%"><p style="text-align:center">Power (W)</p></td> 
       <td class="custom-bottom-td acenter" width="24.48%"><p style="text-align:center">Temperature (˚C)</p></td> 
      </tr> 
      <tr> 
       <td class="custom-top-td acenter" width="19.26%"><p style="text-align:center">9 AM</p></td> 
       <td class="custom-top-td acenter" width="18.75%"><p style="text-align:center">56.1</p></td> 
       <td class="custom-top-td acenter" width="18.75%"><p style="text-align:center">1.98</p></td> 
       <td class="custom-top-td acenter" width="18.76%"><p style="text-align:center">111.09</p></td> 
       <td class="custom-top-td acenter" width="24.48%"><p style="text-align:center">33</p></td> 
      </tr> 
      <tr> 
       <td class="acenter" width="19.26%"><p style="text-align:center">10 AM</p></td> 
       <td class="acenter" width="18.75%"><p style="text-align:center">57.6</p></td> 
       <td class="acenter" width="18.75%"><p style="text-align:center">5.54</p></td> 
       <td class="acenter" width="18.76%"><p style="text-align:center">319.10</p></td> 
       <td class="acenter" width="24.48%"><p style="text-align:center">52</p></td> 
      </tr> 
      <tr> 
       <td class="acenter" width="19.26%"><p style="text-align:center">11 AM</p></td> 
       <td class="acenter" width="18.75%"><p style="text-align:center">56.7</p></td> 
       <td class="acenter" width="18.75%"><p style="text-align:center">5.75</p></td> 
       <td class="acenter" width="18.76%"><p style="text-align:center">326.03</p></td> 
       <td class="acenter" width="24.48%"><p style="text-align:center">53</p></td> 
      </tr> 
      <tr> 
       <td class="acenter" width="19.26%"><p style="text-align:center">12 PM</p></td> 
       <td class="acenter" width="18.75%"><p style="text-align:center">52.8</p></td> 
       <td class="acenter" width="18.75%"><p style="text-align:center">4.82</p></td> 
       <td class="acenter" width="18.76%"><p style="text-align:center">254.50</p></td> 
       <td class="acenter" width="24.48%"><p style="text-align:center">55</p></td> 
      </tr> 
      <tr> 
       <td class="acenter" width="19.26%"><p style="text-align:center">1 PM</p></td> 
       <td class="acenter" width="18.75%"><p style="text-align:center">56.3</p></td> 
       <td class="acenter" width="18.75%"><p style="text-align:center">4.28</p></td> 
       <td class="acenter" width="18.76%"><p style="text-align:center">240.96</p></td> 
       <td class="acenter" width="24.48%"><p style="text-align:center">53</p></td> 
      </tr> 
      <tr> 
       <td class="acenter" width="19.26%"><p style="text-align:center">2 PM</p></td> 
       <td class="acenter" width="18.75%"><p style="text-align:center">52.5</p></td> 
       <td class="acenter" width="18.75%"><p style="text-align:center">3.76</p></td> 
       <td class="acenter" width="18.76%"><p style="text-align:center">197.40</p></td> 
       <td class="acenter" width="24.48%"><p style="text-align:center">54</p></td> 
      </tr> 
      <tr> 
       <td class="acenter" width="19.26%"><p style="text-align:center">3 PM</p></td> 
       <td class="acenter" width="18.75%"><p style="text-align:center">56.6</p></td> 
       <td class="acenter" width="18.75%"><p style="text-align:center">2.68</p></td> 
       <td class="acenter" width="18.76%"><p style="text-align:center">151.69</p></td> 
       <td class="acenter" width="24.48%"><p style="text-align:center">48</p></td> 
      </tr> 
      <tr> 
       <td class="acenter" width="19.26%"><p style="text-align:center">4 PM</p></td> 
       <td class="acenter" width="18.75%"><p style="text-align:center">56.4</p></td> 
       <td class="acenter" width="18.75%"><p style="text-align:center">5.26</p></td> 
       <td class="acenter" width="18.76%"><p style="text-align:center">296.66</p></td> 
       <td class="acenter" width="24.48%"><p style="text-align:center">48</p></td> 
      </tr> 
      <tr> 
       <td class="acenter" width="19.26%"><p style="text-align:center">5 PM</p></td> 
       <td class="acenter" width="18.75%"><p style="text-align:center">55.9</p></td> 
       <td class="acenter" width="18.75%"><p style="text-align:center">1.38</p></td> 
       <td class="acenter" width="18.76%"><p style="text-align:center">77.14</p></td> 
       <td class="acenter" width="24.48%"><p style="text-align:center">45</p></td> 
      </tr> 
      <tr> 
       <td class="acenter" width="19.26%"><p style="text-align:center">6 PM</p></td> 
       <td class="acenter" width="18.75%"><p style="text-align:center">53.8</p></td> 
       <td class="acenter" width="18.75%"><p style="text-align:center">1.95</p></td> 
       <td class="acenter" width="18.76%"><p style="text-align:center">104.91</p></td> 
       <td class="acenter" width="24.48%"><p style="text-align:center">41</p></td> 
      </tr> 
     </table>
    </table-wrap>
    <p>
     <xref ref-type="bibr" rid="scirp.145283-"></xref></p>
    <table-wrap id="table4">
     <label>
      <xref ref-type="table" rid="table4">
       Table 4
      </xref></label>
     <caption>
      <title>
       <xref ref-type="bibr" rid="scirp.145283-"></xref>Table 4. Solar panel data collection day 3.</title>
     </caption>
     <table class="MsoTableGrid custom-table" border="0" cellspacing="0" cellpadding="0"> 
      <tr> 
       <td class="custom-bottom-td acenter" width="19.26%"><p style="text-align:center">Time (Hour)</p></td> 
       <td class="custom-bottom-td acenter" width="18.75%"><p style="text-align:center">Voltage (V)</p></td> 
       <td class="custom-bottom-td acenter" width="18.75%"><p style="text-align:center">Current (A)</p></td> 
       <td class="custom-bottom-td acenter" width="18.76%"><p style="text-align:center">Power (W)</p></td> 
       <td class="custom-bottom-td acenter" width="24.48%"><p style="text-align:center">Temperature (˚C)</p></td> 
      </tr> 
      <tr> 
       <td class="custom-top-td acenter" width="19.26%"><p style="text-align:center">9 AM</p></td> 
       <td class="custom-top-td acenter" width="18.75%"><p style="text-align:center">56.2</p></td> 
       <td class="custom-top-td acenter" width="18.75%"><p style="text-align:center">2.98</p></td> 
       <td class="custom-top-td acenter" width="18.76%"><p style="text-align:center">167.48</p></td> 
       <td class="custom-top-td acenter" width="24.48%"><p style="text-align:center">56</p></td> 
      </tr> 
      <tr> 
       <td class="acenter" width="19.26%"><p style="text-align:center">10 AM</p></td> 
       <td class="acenter" width="18.75%"><p style="text-align:center">54.6</p></td> 
       <td class="acenter" width="18.75%"><p style="text-align:center">1.16</p></td> 
       <td class="acenter" width="18.76%"><p style="text-align:center">63.34</p></td> 
       <td class="acenter" width="24.48%"><p style="text-align:center">39</p></td> 
      </tr> 
      <tr> 
       <td class="acenter" width="19.26%"><p style="text-align:center">11 AM</p></td> 
       <td class="acenter" width="18.75%"><p style="text-align:center">57.5</p></td> 
       <td class="acenter" width="18.75%"><p style="text-align:center">5.99</p></td> 
       <td class="acenter" width="18.76%"><p style="text-align:center">344.43</p></td> 
       <td class="acenter" width="24.48%"><p style="text-align:center">56</p></td> 
      </tr> 
      <tr> 
       <td class="acenter" width="19.26%"><p style="text-align:center">12 PM</p></td> 
       <td class="acenter" width="18.75%"><p style="text-align:center">57.2</p></td> 
       <td class="acenter" width="18.75%"><p style="text-align:center">5.91</p></td> 
       <td class="acenter" width="18.76%"><p style="text-align:center">338.05</p></td> 
       <td class="acenter" width="24.48%"><p style="text-align:center">60</p></td> 
      </tr> 
      <tr> 
       <td class="acenter" width="19.26%"><p style="text-align:center">1 PM</p></td> 
       <td class="acenter" width="18.75%"><p style="text-align:center">57.1</p></td> 
       <td class="acenter" width="18.75%"><p style="text-align:center">5.87</p></td> 
       <td class="acenter" width="18.76%"><p style="text-align:center">335.18</p></td> 
       <td class="acenter" width="24.48%"><p style="text-align:center">52</p></td> 
      </tr> 
      <tr> 
       <td class="acenter" width="19.26%"><p style="text-align:center">2 PM</p></td> 
       <td class="acenter" width="18.75%"><p style="text-align:center">55.3</p></td> 
       <td class="acenter" width="18.75%"><p style="text-align:center">3.62</p></td> 
       <td class="acenter" width="18.76%"><p style="text-align:center">200.19</p></td> 
       <td class="acenter" width="24.48%"><p style="text-align:center">53</p></td> 
      </tr> 
      <tr> 
       <td class="acenter" width="19.26%"><p style="text-align:center">3 PM</p></td> 
       <td class="acenter" width="18.75%"><p style="text-align:center">55.4</p></td> 
       <td class="acenter" width="18.75%"><p style="text-align:center">3.51</p></td> 
       <td class="acenter" width="18.76%"><p style="text-align:center">194.45</p></td> 
       <td class="acenter" width="24.48%"><p style="text-align:center">52</p></td> 
      </tr> 
      <tr> 
       <td class="acenter" width="19.26%"><p style="text-align:center">4 PM</p></td> 
       <td class="acenter" width="18.75%"><p style="text-align:center">54.8</p></td> 
       <td class="acenter" width="18.75%"><p style="text-align:center">1.68</p></td> 
       <td class="acenter" width="18.76%"><p style="text-align:center">92.06</p></td> 
       <td class="acenter" width="24.48%"><p style="text-align:center">47</p></td> 
      </tr> 
      <tr> 
       <td class="acenter" width="19.26%"><p style="text-align:center">5 PM</p></td> 
       <td class="acenter" width="18.75%"><p style="text-align:center">51.2</p></td> 
       <td class="acenter" width="18.75%"><p style="text-align:center">2.46</p></td> 
       <td class="acenter" width="18.76%"><p style="text-align:center">125.95</p></td> 
       <td class="acenter" width="24.48%"><p style="text-align:center">39</p></td> 
      </tr> 
      <tr> 
       <td class="acenter" width="19.26%"><p style="text-align:center">6 PM</p></td> 
       <td class="acenter" width="18.75%"><p style="text-align:center">49.6</p></td> 
       <td class="acenter" width="18.75%"><p style="text-align:center">2.24</p></td> 
       <td class="acenter" width="18.76%"><p style="text-align:center">111.10</p></td> 
       <td class="acenter" width="24.48%"><p style="text-align:center">36</p></td> 
      </tr> 
     </table>
    </table-wrap>
    <table-wrap id="table5">
     <label>
      <xref ref-type="table" rid="table5">
       Table 5
      </xref></label>
     <caption>
      <title>
       <xref ref-type="bibr" rid="scirp.145283-"></xref>Table 5. DC water pump with different meter height test.</title>
     </caption>
     <table class="MsoTableGrid custom-table" border="0" cellspacing="0" cellpadding="0"> 
      <tr> 
       <td class="custom-bottom-td acenter" width="14.02%"><p style="text-align:center">Different in height(m)</p></td> 
       <td class="custom-bottom-td acenter" width="14.00%"><p style="text-align:center">Time to fill upper tank</p></td> 
       <td class="custom-bottom-td acenter" width="10.63%"><p style="text-align:center">Voltage (V)</p></td> 
       <td class="custom-bottom-td acenter" width="10.63%"><p style="text-align:center">Max current (A)</p></td> 
       <td class="custom-bottom-td acenter" width="10.63%"><p style="text-align:center">Power (W)</p></td> 
       <td class="custom-bottom-td acenter" width="11.22%"><p style="text-align:center">Flow rate (ℓ/min)</p></td> 
       <td class="custom-bottom-td acenter" width="16.59%"><p style="text-align:center">Temperature (˚C)</p></td> 
       <td class="custom-bottom-td acenter" width="12.29%"><p style="text-align:center">Pump efficiency (%)</p></td> 
      </tr> 
      <tr> 
       <td class="custom-top-td acenter" width="14.02%"><p style="text-align:center">1.5</p></td> 
       <td class="custom-top-td acenter" width="14.00%"><p style="text-align:center">14m27s</p></td> 
       <td class="custom-top-td acenter" width="10.63%"><p style="text-align:center">12.81</p></td> 
       <td class="custom-top-td acenter" width="10.63%"><p style="text-align:center">1.412</p></td> 
       <td class="custom-top-td acenter" width="10.63%"><p style="text-align:center">18.09</p></td> 
       <td class="custom-top-td acenter" width="11.22%"><p style="text-align:center">11.21</p></td> 
       <td class="custom-top-td acenter" width="16.59%"><p style="text-align:center">160</p></td> 
       <td class="custom-top-td acenter" width="12.29%"><p style="text-align:center">84.1</p></td> 
      </tr> 
      <tr> 
       <td class="acenter" width="14.02%"><p style="text-align:center">3</p></td> 
       <td class="acenter" width="14.00%"><p style="text-align:center">34m27s</p></td> 
       <td class="acenter" width="10.63%"><p style="text-align:center">12.63</p></td> 
       <td class="acenter" width="10.63%"><p style="text-align:center">1.493</p></td> 
       <td class="acenter" width="10.63%"><p style="text-align:center">18.96</p></td> 
       <td class="acenter" width="11.22%"><p style="text-align:center">4.67</p></td> 
       <td class="acenter" width="16.59%"><p style="text-align:center">160</p></td> 
       <td class="acenter" width="12.29%"><p style="text-align:center">35.03</p></td> 
      </tr> 
      <tr> 
       <td class="acenter" width="14.02%"><p style="text-align:center">4</p></td> 
       <td class="acenter" width="14.00%"><p style="text-align:center">42m30s</p></td> 
       <td class="acenter" width="10.63%"><p style="text-align:center">12.62</p></td> 
       <td class="acenter" width="10.63%"><p style="text-align:center">1.562</p></td> 
       <td class="acenter" width="10.63%"><p style="text-align:center">19.71</p></td> 
       <td class="acenter" width="11.22%"><p style="text-align:center">3.78</p></td> 
       <td class="acenter" width="16.59%"><p style="text-align:center">160</p></td> 
       <td class="acenter" width="12.29%"><p style="text-align:center">28.36</p></td> 
      </tr> 
     </table>
    </table-wrap>
    <fig id="fig6" position="float">
     <label>Figure 6</label>
     <caption>
      <title>(a) (b) (c)Figure 6. Hydro turbine for (a) Case 1, (b) Case 2, and (c) Case 3.</title>
     </caption>
     <graphic mimetype="image" position="float" xlink:type="simple" xlink:href="" />
    </fig>
    <fig id="fig6" position="float">
     <label>Figure 6</label>
     <caption>
      <title>(a) (b) (c)Figure 6. Hydro turbine for (a) Case 1, (b) Case 2, and (c) Case 3.</title>
     </caption>
     <graphic mimetype="image" position="float" xlink:type="simple" xlink:href="https://html.scirp.org/file/1771261-rId18.jpeg?20251010021120" />
    </fig>
    <fig id="fig6" position="float">
     <label>Figure 6</label>
     <caption>
      <title>(a) (b) (c)Figure 6. Hydro turbine for (a) Case 1, (b) Case 2, and (c) Case 3.</title>
     </caption>
     <graphic mimetype="image" position="float" xlink:type="simple" xlink:href="https://html.scirp.org/file/1771261-rId19.jpeg?20251010021120" />
    </fig>
    <fig id="fig6" position="float">
     <label>Figure 6</label>
     <caption>
      <title>(a) (b) (c)Figure 6. Hydro turbine for (a) Case 1, (b) Case 2, and (c) Case 3.</title>
     </caption>
     <graphic mimetype="image" position="float" xlink:type="simple" xlink:href="https://html.scirp.org/file/1771261-rId20.jpeg?20251010021119" />
    </fig>
    <table-wrap id="table6">
     <label>
      <xref ref-type="table" rid="table6">
       Table 6
      </xref></label>
     <caption>
      <title>
       <xref ref-type="bibr" rid="scirp.145283-"></xref>Table 6. Data collection from Hydro Turbine.</title>
     </caption>
     <table class="MsoTableGrid custom-table" border="0" cellspacing="0" cellpadding="0"> 
      <tr> 
       <td class="custom-bottom-td acenter" width="16.66%"><p style="text-align:center">Type of cases</p></td> 
       <td class="custom-bottom-td acenter" width="16.66%"><p style="text-align:center">Inlet flow rate (ℓ/min)</p></td> 
       <td class="custom-bottom-td acenter" width="16.66%"><p style="text-align:center">Max voltage (V)</p></td> 
       <td class="custom-bottom-td acenter" width="16.66%"><p style="text-align:center">Max current (A)</p></td> 
       <td class="custom-bottom-td acenter" width="16.66%"><p style="text-align:center">Power (W)</p></td> 
       <td class="custom-bottom-td acenter" width="16.68%"><p style="text-align:center">Generator efficiency (%)</p></td> 
      </tr> 
      <tr> 
       <td class="custom-top-td acenter" width="16.66%"><p style="text-align:center">Case 1</p></td> 
       <td class="custom-top-td acenter" width="16.66%"><p style="text-align:center">32.76</p></td> 
       <td class="custom-top-td acenter" width="16.66%"><p style="text-align:center">6.212</p></td> 
       <td class="custom-top-td acenter" width="16.66%"><p style="text-align:center">1.416</p></td> 
       <td class="custom-top-td acenter" width="16.66%"><p style="text-align:center">8.8</p></td> 
       <td class="custom-top-td acenter" width="16.68%"><p style="text-align:center">24.22</p></td> 
      </tr> 
      <tr> 
       <td class="acenter" width="16.66%"><p style="text-align:center">Case 2</p></td> 
       <td class="acenter" width="16.66%"><p style="text-align:center">32.76</p></td> 
       <td class="acenter" width="16.66%"><p style="text-align:center">7.821</p></td> 
       <td class="acenter" width="16.66%"><p style="text-align:center">0.626</p></td> 
       <td class="acenter" width="16.66%"><p style="text-align:center">7.82</p></td> 
       <td class="acenter" width="16.68%"><p style="text-align:center">21.72</p></td> 
      </tr> 
      <tr> 
       <td class="acenter" width="16.66%"><p style="text-align:center">Case 3</p></td> 
       <td class="acenter" width="16.66%"><p style="text-align:center">32.76</p></td> 
       <td class="acenter" width="16.66%"><p style="text-align:center">11.398</p></td> 
       <td class="acenter" width="16.66%"><p style="text-align:center">0.177</p></td> 
       <td class="acenter" width="16.66%"><p style="text-align:center">2.02</p></td> 
       <td class="acenter" width="16.68%"><p style="text-align:center">5.61</p></td> 
      </tr> 
     </table>
    </table-wrap>
   </sec>
  </sec><sec id="s5">
   <title>5. Conclusions</title>
   <p>In conclusion, the development of a small-scale standalone hybrid solar and pumped storage hydropower system offers a promising solution to the growing energy demands in off-grid, remote areas. The integration of solar photovoltaic systems with pumped storage hydropower provides a sustainable, clean, and reliable energy source capable of overcoming the intermittency of solar energy. Although the prototype demonstrated significant potential, further improvements in system efficiency, turbine design, and energy storage capacity are necessary to enhance overall performance and reliability.</p>
   <p>Additionally, optimizing the system for scalability and long-term sustainability will be critical for its broader application in remote electrification projects. The findings suggest that hybrid renewable energy systems like the one proposed in this study can contribute to global energy sustainability goals and provide energy independence to underserved communities. Future work should focus on refining system design, enhancing turbine efficiency, and incorporating advanced energy management strategies to increase the feasibility and effectiveness of hybrid solar-PSH systems for off-grid applications.</p>
  </sec><sec id="s6">
   <title>Acknowledgements</title>
   <p>The authors would like to thank Universiti Teknikal Malaysia Melaka (UTeM) for all the support given.</p>
  </sec>
 </body><back>
  <ref-list>
   <title>References</title>
   <ref id="scirp.145283-ref1">
    <label>1</label>
    <mixed-citation publication-type="other" xlink:type="simple">
     Aziz, K.A. and Shamsudin, K.N. (2013) TNB Experience in Developing Solar Hybrid Station at RPS Kemar, Gerik, Perak Darul Ridzuan. IOP Conference Series: Earth and Environmental Science, 16, Article 012145. &gt;https://doi.org/10.1088/1755-1315/16/1/012145 
    </mixed-citation>
   </ref>
   <ref id="scirp.145283-ref2">
    <label>2</label>
    <mixed-citation publication-type="other" xlink:type="simple">
     Ma, T., Yang, H., Lu, L. and Peng, J. (2014) Pumped Storage-Based Standalone Photovoltaic Power Generation System: Modeling and Techno-Economic Optimization. Applied Energy, 137, 649-659. &gt;https://doi.org/10.1016/j.apenergy.2014.06.005 
    </mixed-citation>
   </ref>
   <ref id="scirp.145283-ref3">
    <label>3</label>
    <mixed-citation publication-type="other" xlink:type="simple">
     Halabi, L.M. and Mekhilef, S. (2017) Flexible Hybrid Renewable Energy System Design for a Typical Remote Village Located in Tropical Climate. Journal of Cleaner Production, 177, 908-924. &gt;https://doi.org/10.1016/j.jclepro.2017.12.248 
    </mixed-citation>
   </ref>
   <ref id="scirp.145283-ref4">
    <label>4</label>
    <mixed-citation publication-type="other" xlink:type="simple">
     Ma, T., Yang, H., Lu, L. and Peng, J. (2020) Solar and Wind Power Generation Systems with Pumped Hydro Storage: Review and Future Perspectives. Renewable Energy, 148, 176-192. 
    </mixed-citation>
   </ref>
   <ref id="scirp.145283-ref5">
    <label>5</label>
    <mixed-citation publication-type="other" xlink:type="simple">
     Shyam, B. and Kanakasabapathy, P. (2022) Feasibility of Floating Solar PV Integrated Pumped Storage System for a Grid-Connected Microgrid under Static Time of Day Tariff Environment: A Case Study from India. Renewable Energy, 192, 200-215. &gt;https://doi.org/10.1016/j.renene.2022.04.031 
    </mixed-citation>
   </ref>
   <ref id="scirp.145283-ref6">
    <label>6</label>
    <mixed-citation publication-type="other" xlink:type="simple">
     Alturki, F.A. and Awwad, E.M. (2021) Sizing and Cost Minimization of Standalone Hybrid WT/PV/Biomass/Pump-Hydro Storage-Based Energy Systems. Energies, 14, Article 489. &gt;https://doi.org/10.3390/en14020489 
    </mixed-citation>
   </ref>
   <ref id="scirp.145283-ref7">
    <label>7</label>
    <mixed-citation publication-type="other" xlink:type="simple">
     Pali, B.S. and Vadhera, S. (2018) A Novel Solar Photovoltaic System with Pumped-Water Storage for Continuous Power at Constant Voltage. Energy Conversion and Management, 181, 133-142. &gt;https://doi.org/10.1016/j.enconman.2018.12.004 
    </mixed-citation>
   </ref>
   <ref id="scirp.145283-ref8">
    <label>8</label>
    <mixed-citation publication-type="other" xlink:type="simple">
     Pali, B.S. and Vadhera, S. (2020) Uninterrupted Sustainable Power Generation at Constant Voltage Using Solar Photovoltaic with Pumped Storage. Sustainable Energy Technologies and Assessments, 42, Article 100890. &gt;https://doi.org/10.1016/j.seta.2020.100890 
    </mixed-citation>
   </ref>
   <ref id="scirp.145283-ref9">
    <label>9</label>
    <mixed-citation publication-type="other" xlink:type="simple">
     Malla, A.A. and Mirza, S. (2019) Matlab and Arduino Based Hydro Electric Dam Control with Overflow Gate and Water Level Control with Turbine Status. Journal of Emerging Technologies and Innovative Research, 6, 563-567. &gt;https://www.jetir.org/papers/JETIR1906I40.pdf 
    </mixed-citation>
   </ref>
   <ref id="scirp.145283-ref10">
    <label>10</label>
    <mixed-citation publication-type="other" xlink:type="simple">
     Supardi, A. and Abdulah, M.M. (2024) Development of an Arduino-Based Monitoring System for Pico-Hydro Power Plants. E3S Web of Conferences, 500, Article 03015. &gt;https://doi.org/10.1051/e3sconf/202450003015 
    </mixed-citation>
   </ref>
   <ref id="scirp.145283-ref11">
    <label>11</label>
    <mixed-citation publication-type="other" xlink:type="simple">
     Özer, T., Oğuz, Y. and Çimen, H. (2017) Energy Flow Control with Using Arduino Microcontroller in Off-Grid Hybrid Power Generation System Including Different Solar Panels and Fuel Cell. Measurement and Control, 50, 186-198. &gt;https://doi.org/10.1177/0020294017729957 
    </mixed-citation>
   </ref>
   <ref id="scirp.145283-ref12">
    <label>12</label>
    <mixed-citation publication-type="other" xlink:type="simple">
     Al Rakib, M.A., Rahman, M.M., Alam Anik, M.S., Jahangir Masud, F.A., Islam, S., Rahman, M.A., et al. (2022) Arduino Based Efficient Energy Storage Systems Using Solar and Wind Power. European Journal of Engineering and Technology Research, 7, 134-139. &gt;https://doi.org/10.24018/ejeng.2022.7.2.2743 
    </mixed-citation>
   </ref>
   <ref id="scirp.145283-ref13">
    <label>13</label>
    <mixed-citation publication-type="other" xlink:type="simple">
     Nasser, A.A., Mohammed, E.A., and Ali, A.J. et al. (2021) Smart Energy Management of Wind/PV/Battery Renewable Hybrid Systems Using IoT (Arduino as Control Unit). EAI Endorsed Transactions on Energy Web, 8, e3. 
    </mixed-citation>
   </ref>
   <ref id="scirp.145283-ref14">
    <label>14</label>
    <mixed-citation publication-type="other" xlink:type="simple">
     Debnath, D., Baidya, B. and Ghosh, S. (2023) Performance Analysis of Arduino Processor-Based Hybrid Renewable Energy System. International Journal of Electrical and Hybrid Energy Systems, 15, 245-256. 
    </mixed-citation>
   </ref>
   <ref id="scirp.145283-ref15">
    <label>15</label>
    <mixed-citation publication-type="other" xlink:type="simple">
     Salim, E., Abubaker, A., Ahmed, B. and Nassar, Y. (2024) Integration of Isolated PV Solar System with Pumped Hydropower Storage for Brack City (Libya): Sizing Optimization and CO₂ Reduction Analysis. Wadi Alshatti University Journal of Pure and Applied Sciences, 3, Article 22. 
    </mixed-citation>
   </ref>
   <ref id="scirp.145283-ref16">
    <label>16</label>
    <mixed-citation publication-type="other" xlink:type="simple">
     Xu, Q., Wang, Y., Zhang, H., Lu, Z. and Cai, W. (2019) Implementation of Repowering Optimization for an Existing Photovoltaic-Pumped Hydro Storage Hybrid System: A Case Study in Sichuan, China. International Journal of Energy Research, 43, 2091-2104. 
    </mixed-citation>
   </ref>
   <ref id="scirp.145283-ref17">
    <label>17</label>
    <mixed-citation publication-type="other" xlink:type="simple">
     Makhdoomi, S. and Askarzadeh, A. (2023) Techno‑Enviro‑Economic Feasibility Assessment of an Off‑Grid Hybrid Energy System with/without Solar Tracker Considering Pumped Hydro Storage and Battery. IET Renewable Power Generation, 17, 1194-1211. 
    </mixed-citation>
   </ref>
   <ref id="scirp.145283-ref18">
    <label>18</label>
    <mixed-citation publication-type="other" xlink:type="simple">
     Sompie, S.R.U.A., Sambul, A.M. and Rumpesak, I.C.A. (2024) IoT-Based Monitoring and Control of a Hybrid Renewable Energy System Utilizing Solar and Microhydro Sources. Journal of Sustainable Engineering: Proceedings Series, 2, 23-28. &gt;https://doi.org/10.35793/joseps.v2i1.3942
    </mixed-citation>
   </ref>
   <ref id="scirp.145283-ref19">
    <label>19</label>
    <mixed-citation publication-type="other" xlink:type="simple">
     Qays, M.O., Ahmed, M.M., Parvez Mahmud, M.A., Abu‐Siada, A., Muyeen, S.M., Hossain, M.L., et al. (2022) Monitoring of Renewable Energy Systems by IoT‐Aided SCADA System. Energy Science &amp; Engineering, 10, 1874-1885. &gt;https://doi.org/10.1002/ese3.1130
    </mixed-citation>
   </ref>
   <ref id="scirp.145283-ref20">
    <label>20</label>
    <mixed-citation publication-type="other" xlink:type="simple">
     Kumar, V.V. and Sasikala, G. (2022) Arduino Based Smart Solar Photovoltaic Remote Monitoring System. Malaysian Journal of Science, 41, 58-62.
    </mixed-citation>
   </ref>
  </ref-list>
 </back>
</article>