Available online at www.sciencedirect.com Available online at www.sciencedirect.com ScienceDirect ScienceDirect Available online www.sciencedirect.com Available online atatwww.sciencedirect.com Energy Procedia 00 (2018) 000–000 Energy Procedia 00 (2018) 000–000 ScienceDirect ScienceDirect www.elsevier.com/locate/procedia www.elsevier.com/locate/procedia Energy Procedia 152 Energy Procedia 00(2018) (2017)1015–1020 000–000 www.elsevier.com/locate/procedia Applied Energy Symposium andSymposium Forum 2018: carbon cities and urbancities energy CUE2018-Applied Energy andLow Forum 2018: Low carbon andsystems, Applied Energy Symposium and Forum 2018: Low carbon cities and urban energy systems, CUE2018, 5–7 June 2018, Shanghai, China urban energy systems, 5–7 June Shanghai, CUE2018, 5–7 June 2018,2018, Shanghai, ChinaChina FeasibilityThe study of embedded piezoelectric generator system on a 15th International Symposium on District Heating and Cooling Feasibility study of embedded piezoelectric generator system on a highway for street lights electrification for street lightsthe electrification Assessinghighway the feasibility of using heat demand-outdoor Lumbumba Taty-Etienne Nyamayoka*, Lijun Zhang, Xiaohua Xia temperature function for a Nyamayoka*, long-term district heatXiaohua demand Lumbumba Taty-Etienne Lijun Zhang, Xia forecast Department of Electrical, Electronic and Computer Engineering, University of Pretoria, Pretoria 0002, South Africa a and ComputeraEngineering, University b of Pretoria, Pretoria c0002, South Africa Departmenta,b,c of Electrical, Electronic I. Andrić *, A. Pina , P. Ferrão , J. Fournier ., B. Lacarrière , O. Le Correc a Abstract IN+ Center for Innovation, Technology and Policy Research - Instituto Superior Técnico, Av. Rovisco Pais 1, 1049-001 Lisbon, Portugal b Abstract Veolia Recherche & Innovation, 291 Avenue Dreyfous Daniel, 78520 Limay, France c Energy harvesting technology fromÉnergétiques the movement of vehicles is- IMT an attractive thatKastler, captures the Nantes, wastedFrance energy produced Département Systèmes et Environnement Atlantique,approach 4 rue Alfred 44300 Energy harvesting technology the movement vehicles an attractive thatlights. captures wasted energy produced on the highway to obtain clean,from sustainable electricalofenergy thatiscan be used toapproach power street Thisthe paper presents a feasibility on theof highway to obtain clean, sustainable electrical energy thatembedded can be usedintothe power street lights. paper presents a feasibility study generating electric power from piezoelectric materials asphalt layer on aThis highway. The Pumulani Plaza study ofstation generating from materials in the asphalt a highway. The Pumulaniresults Plaza tollgate alongelectric the N1power highway in piezoelectric Pretoria is selected for embedded this study because it has layer a highontraffic volume. Numerical Abstract tollgate station The along the N1energy highway in Pretoria is selected for this study because it has highcan traffic Numerical are presented. average output is estimated at 1.576587613 kWh per day anda that be volume. enough to supply 6 results Highare presented. The average is estimated at 1.576587613 kWh per day and that can be enough to supply 6 Highpressure sodium (HPS) streetenergy lights output of 250 W. District sodium heating(HPS) networks commonly addressed in the literature as one of the most effective solutions for decreasing the pressure streetare lights of 250 W. greenhouse fromAll therights building sector. These systems require high investments which are returned through the heat Copyright © gas 2018emissions Elsevier Ltd. reserved. Copyright © Ltd. All rights reserved. sales. Due to theElsevier changed climate conditions building committee renovationofpolicies, demand in the and future could decrease, Copyright © 2018 2018 Elsevier Ltd. All rights reserved. Selection and peer-review under responsibility of and the scientific Appliedheat Energy Symposium Forum 2018: Low Selection and peer-review under responsibility of the scientific committee of the CUE2018-Applied Energy Symposium and prolonging investment return period.CUE2018. Selection andthe peer-review under responsibility of the scientific committee of Applied Energy Symposium and Forum 2018: Low carbon cities and urban energy systems, Forum 2018: Low carbon cities and urban energy systems. The main scope of thisenergy paper is to assess the feasibility of using the heat demand – outdoor temperature function for heat demand carbon cities and urban systems, CUE2018. forecast. piezoelectric The districtgenerator; of Alvalade, in piezoelectric Lisbon (Portugal), used asroad; a case study.source. The district is consisted of 665 Keywords: energy located harvesting; materials;was piezoelectric renewable Keywords: generator; energy harvesting; materials; piezoelectric road; renewable buildingspiezoelectric that vary in both construction periodpiezoelectric and typology. Three weather scenarios (low,source. medium, high) and three district renovation scenarios were developed (shallow, intermediate, deep). To estimate the error, obtained heat demand values were with results from a dynamic heat demand model, previously developed and validated by the authors. 1.compared Introduction results showed that when only weather change is considered, the margin of error could be acceptable for some applications 1.The Introduction (the error in annual demand was lower than 20% for all weather scenarios afterthe introducing renovation Energy harvesting is a method of generating electrical energy usingconsidered). the energy However, surrounding environment such scenarios, the error value increased up to 59.5% (depending on the weather and renovation scenarios combination considered). harvesting is a method generating electrical energy using the energy such as Energy the wind, solar, energy of theof gas, temperature gradients, vibration, liquid surrounding flows, etc. the [1].environment Thermo-electric, The of slope coefficient average within the rangevibration, of 3.8% upliquid to 8%flows, per decade, [1]. that Thermo-electric, corresponds to the as thevalue wind, solar, energy ofincreased thepiezoelectric gas,ontemperature gradients, electromagnetic, photovoltaic and technologies are the four energy extractionetc. technologies that attract decrease in the number of heating hours of 22-139h during the heating season (depending on the combination of weather and electromagnetic, photovoltaic andconversion piezoelectric technologies are the four energy extraction technologies that attract the most attention among energy technologies. However, energy formed from various objects in motion, renovation scenarios considered). On the other hand, function intercept increased for 7.8-12.7% per decade (depending on the the most attention among energy conversion technologies. However, energy formed Therefore, from various objects in motion, vibration machines or any other source of mechanical energy is not being captured. this source of energy coupled scenarios). The values suggested could be used to modify the function parameters for the scenarios considered, and vibration machines any of mechanical notloss, being captured. Therefore, thisused source of energy is dispersed and thusorof wasted. As source anestimations. effective method toenergy utilize isthis piezoelectric materials are to absorb the improve the accuracy heatother demand is dispersed and thus wasted. As an effective method to utilize this loss, piezoelectric materials are used to absorb the © 2017 The Authors. Published by Elsevier Ltd. Peer-review under responsibility of the Scientific Committee of The 15th International Symposium on District Heating and * Corresponding author. Tel.: +27732046035; fax: +27123625000. Cooling. * Corresponding Tel.: +27732046035; fax: +27123625000. E-mail address:author. tatynyamayoka@gmail.com. E-mail address: tatynyamayoka@gmail.com. Keywords: Heat demand; Forecast; Climate change 1876-6102 Copyright © 2018 Elsevier Ltd. All rights reserved. 1876-6102 Copyright © 2018 Elsevier Ltd. All of rights reserved. committee of the Applied Energy Symposium and Forum 2018: Low carbon cities Selection and peer-review under responsibility the scientific Selection peer-review responsibility of the scientific committee of the Applied Energy Symposium and Forum 2018: Low carbon cities and urbanand energy systems, under CUE2018. and urban energy systems, CUE2018. 1876-6102 © 2017 The Authors. Published by Elsevier Ltd. Peer-review under responsibility of the Scientific Committee of The 15th International Symposium on District Heating and Cooling. 1876-6102 Copyright © 2018 Elsevier Ltd. All rights reserved. Selection and peer-review under responsibility of the scientific committee of the CUE2018-Applied Energy Symposium and Forum 2018: Low carbon cities and urban energy systems. 10.1016/j.egypro.2018.09.110 1016 2 Lumbumba Taty-Etienne Nyamayoka et al. / Energy Procedia 152 (2018) 1015–1020 L.T-E. Nyamayoka et al./ Energy Procedia 00 (2018) 000–000 wasted mechanical energy and convert it to electrical energy [2]. The piezoelectric materials play an essential role because the amount of pressure applied is directly proportional to the electrical energy generated. The practical implementation of the piezoelectricity concept can have a potentially significant impact by reducing the cost of electricity consumption of a given structure [4,5]. The use of piezoelectric materials to harvest energy from the movement of the vehicles on the highway is an area of great interest. As the movement of the vehicles is everywhere, the ability to capture this energy at the lowest cost would be a significant step towards greater efficiency and cleaner energy generation [3]. Embedding the piezoelectric materials on the highway leads to a piezo-smart-road where the generating power can supply street lights and the excess power can be fed into the grid. Literature has recently shown a significant increase in the number of articles which describe the use of piezoelectric materials embedded on the asphalt layer on the highways to harvest energy from the movement of the vehicles [4,5,6,7,8,9]. The biggest challenge in this regard is to generate useful electrical energy and increase the conversion efficiency of the technology. Gupta et al. [6] have tried to show that the energy generated by the movement of vehicles on the road can be converted into electrical energy by the piezoelectric effect. The aim of their research was to make power generation more sustainable, economic and ecological by utilizing the advancement in the technology. Aqsa Abbasi [7] has described and reviewed a method to generate pollution free electricity through some techniques such as the piezoelectric effect on piezoelectric crystal and using them in piezoelectric roads, as congestion on the roads is becoming inevitable with the fancy of the masses towards personal transportation systems for their growing mobility. Accordingly, it is an object of the present invention to provide a method of electrical power generation that does not negatively impact the environment. Xiong [8] at Virginia Tech experimented a piezoelectric harvesting system consisting of multiple cylindrical piezoelectric materials that are compressed by the action of traffic tires. Under a traffic volume of 4000 vehicles per day (167 vehicles/hour), this system generated a voltage ranging from 400 V to 700 V and electric currents ranging from 0.2 to 0.35 mA. The corresponding power output was obtained by multiplying voltage by current, yielding a power range between 0.08 and 2.1 Watts per system. Zhang et al. [9] conducted a comprehensive numerical modeling on harvesting energy using piezoelectric materials in asphalt pavement roadways. The results reported more energy output on roadways that are built over soft subgrade foundation. In addition, they remarked that key variables such as depth of embedded disks, position of the wheel with respect to energy harvester, and vehicle speed influenced the output power. According to these previous studies, many researchers have demonstrated the utilisation of piezoelectric technology as a source of electrical energy. For this purpose, this paper shows a feasibility study of an embedded piezoelectric generator system used to harness energy from the movement of the vehicles on a highway for street lights electrification. The paper is organized as follows: apart from the introduction, section 2 presents the basic concept of piezoelectricity, while in section 3; the working principle of embedded piezoelectric generator is given. Section 4 presents the potential and estimation of electrical energy generated from the piezoelectric generator embedded on the highway. Conclusions are drawn at last. 2. Basic concept of piezoelectricity 2.1. Piezoelectric effect and mode configuration By definition, piezoelectric effect is the electrical load that builds up in certain solid materials under the action of mechanical stress. Applying a constraint on a piezoelectric material causes the occurrence of a voltage between the electrodes. Piezoelectric materials can be configured so that the mechanical stress is perpendicular or parallel to the electrodes. As a result of compression and tension forces, opposite polarity voltages proportionate to the applied force can be produced, which can be in mode 33 or mode 31 as shown in Fig.1 [10]. Lumbumba al. / Energy 152 (2018) 1015–1020 L.T-E.Taty-Etienne NyamayokaNyamayoka et al./ EnergyetProcedia 00 Procedia (2018) 000–000 10173 Fig.1. Piezoelectric conversion coupling mode: (a) mode 33 and (b) mode 31 2.2. Piezoelectric generator mathematic model The piezoelectric effect converts mechanical strain into an electrical voltage. In general, two effects manifest piezoelectricity; namely, the direct as well as the converse piezoelectric effect. In the direct piezoelectric effect, the materials have the ability to convert mechanical strain into electrical charge while in the converse piezoelectric effect; the materials have the ability to convert an applied electrical potential charge into mechanical strain energy [11]. The direct and converse piezoelectric effects can be expressed mathematically by two linearized equations. These mathematical models have four variables (two mechanical and two electrical variables), which can be converted by a set of nine equations which are called the piezoelectric constitutive law. The IEEE standard on piezoelectricity gives various series of constants used in conjunction with the axes notation [12]. According to this standard, (1) gives the electric displacement D and strain S. D dT T E (1) S s ET dE Where: D is the electric displacement, S is the strain; d is the piezoelectric charge constant; T is the stress; T is the dielectric constant at the constant T condition; sE is the compliance at the constant E condition and E is the external electric field. The direct piezoelectric effect is considered where the external electric field (E) is zero when the piezoelectric material is used for energy harvesting application. If the piezoelectric materials are embedded over the asphalt layer in the highway subject to traffic loading, the polarization in the axial direction (P3) appears on the vertical surface of piezoelectric materials. Thus, from equation (1), the piezoelectric polarization in the 3rd axial direction according to the axes notation in Fig.1 can be written according to the electric displacement (D): P3 d33T (2) Where: P3 is the piezoelectric polarization in the 3rd axial direction according to the axes notation in Fig.1; d33 is the piezoelectric charge constant of the piezoelectric material and T is the stress. The vehicle wheel loading at the 3rd axial direction according to the axes notation in Fig.1 causes the stress which generates an open circuit voltage (V) on the piezoelectric material and it is shown in (3). V3 E dt g Tdt 3 p 33 p (3) Where: V3 is the electric potential in the 3rd axial direction according to the axes in Fig.1; E3 is the internal electric field in the PZT; tp is the thickness of piezoelectric material; g3i is the piezoelectric voltage constant of piezoelectric material. Therefore, the output electrical energy of the piezoelectric material for energy harvesting can be calculated using (4). T 1 1 2 33 1 r 0 A P3 E3 At p V CV 2 (4) 2 2 2 tp Where: UE is the output electrical energy; C is the capacitance and A is the surface area of piezoelectric material; εT33r is the relative dielectric constant of piezoelectric material in the 3rd axial direction; 0 is the dielectric constant UE of vacuum. 1018 4 Lumbumba Taty-Etienne Nyamayoka et al. / Energy Procedia 152 (2018) 1015–1020 L.T-E. Nyamayoka et al./ Energy Procedia 00 (2018) 000–000 2.3. Different type of piezoelectric materials There are many kinds of piezoelectric materials that can be used to harvest energy from the movement of the vehicles on the highways. The main classes are made of crystals that have a natural piezoelectric effect such as piezoceramics (lead zirconate titanate [PZT]), polymer (polyvinylidene fluoride [PVDF]), macro fiber composite [MFC], piezoelectric semiconductors [ZnO2] and glass ceramics [Ba2TiSiO6, Li2Si2O5]. However, each piezoelectric material has different mechanical and piezoelectric properties. The most commonly used are piezoceramics and polymer. The piezoceramics are rigid, while the polymers are flexible and soft. The polymers generate less energy than the piezoceramics and this is due to the different piezoelectric and dielectric properties. 3. Working principle of embedded piezoelectric generator The piezoelectric generator is composed of one or more piezoelectric materials. The piezoelectric materials are incorporated into the asphalt layer to harvest the energy generated by the movement of the vehicles as shown in Fig.2 below. As the vehicles move, the wheels exert pressure over the asphalt layer, which causes deformation of the piezoelectric materials. This deformation absorbs the pressure and generates electrical power. Fig. 2. Embedded piezoelectric generator. 4. Potential and estimation of electrical energy generated from piezoelectric generator Several researchers and organizations have tested and calculated the electrical power outputs from the piezoelectric generator embedded in highways using different approaches. In this section, a case study is discussed to estimate the potential of an embedded piezoelectric generator by calculating the average amount of daily electrical energy generation. 4.1. Potential electrical energy generation from a piezoelectric generator embedded in N1 Highway Pretoria The N1 highway is a national route in South Africa that stretches 1 937 kilometers from Cape Town through cities including Bloemfontein, Johannesburg, Pretoria and Polokwane all the way to the Beit Bridge border post, on the Limpopo River between South Africa and Zimbabwe [13]. It forms the first section of the famed Cape to Cairo Road. In the process of traffic data collection, it appears that the N1 presents a far heavier traffic profile than other highways in South Africa. The section where the N1 heads towards Pretoria along the Ben Schoeman Highway carries about 300,000 vehicles per day and is purported to be the busiest stretch of road in South Africa [14]. From this, the piezoelectric generator is proposed to be installed at the Pumulani Plaza tollgate station because of the high traffic volume and its convenience for the system installation because the N1 at the Pumulani Plaza tollgate station has six dual-lane carriageways. The piezoelectric generator is located exactly at the area before and after each lane carriageways entrance along the wheel path of the vehicles. Lumbumba Taty-Etienne Nyamayoka et al. / Energy Procedia 152 (2018) 1015–1020 L.T-E. Nyamayoka et al./ Energy Procedia 00 (2018) 000–000 1019 5 4.2. Average power output of the piezoelectric generator embedded in N1 Highway Pretoria In order to predict the average power output from the piezoelectric generator embedded on the N1 highway at the Pumulani Plaza tollgate station, specific parameters and assumptions are adopted using the information derived from [15]. The vehicle mass and axle loading are important variables in predicting the power output. The data traffic collected give the average traffic volume of 300,000 vehicles per day where the speeds of the velocity are strictly 60km/h. The rolling resistance force ( Fr ) of the wheels to the piezoelectric generator is calculated by: Fr N f Cr m g Cr (5) Where: N f is the normal force and Cr is the coefficient of rolling friction ( Cr varies between 0.03 – 0.15). Consider that the average mass of the vehicles is 1650 kg, then: Fr =1650 9.8 0.05=485.1N The power required to compensate the rolling resistance is found by: P Fr v (6) r v Where: is the speed of the vehicle. Here the speed of the vehicle is 25 km/h because of the location of the piezoelectric generator embedded along the wheel path of the vehicles at the Pumulani Plaza tollgate station. Pr = 485.1 25 1000/3600=3368.75W. The loading time t is the duration of the cycle when the wheel approaches to the piezoelectric generator embedded and then passes over the full length. The square-shaped of the piezoelectric generator is 0.50 0.50. The loading time can be calculated according to the length of the piezoelectric generator l p and the speed of the vehicles v . t l p 0.50 3600 0.072sec v 25 1000 (7) The mechanical energy generated from each vehicle's impact is calculated using the integral of power over time. U in t Pr dt 0 0.072 dt 242.55J 3368.75 (8) 0 The efficiency of mechanical to electrical energy conversion is an essential factor to compare energy harvesters of different piezoelectric materials. Due to the cyclic loading effect of traffic of the vehicle on the asphalt layer, the coefficient of the energy transmission can be at work at different conditions, as shown in (9). The coefficient is 0.078 according to [16] for the efficiency energy conversion. UE U in (9) The output electrical energy of the piezoelectric generator generated according to the efficiency conversion of the energy transmission from mechanical to electrical is: U E 0.078 242.55=18.9189J (10) With: 1J =2.7778×10-7 kWh, the energy generated is UE = 52.55292042 x 10-7 kWh per vehicle. With the average daily traffic volume of the vehicles on the N1 highway, the total average energy generated from the piezoelectric generator embedded is 1.576587613 kWh. One high-pressure sodium (HPS) street light of 250 W can consume 0.25 kWh over an hour. The total number of street lights that can be lit with this total energy generated are 6. The numerical results from this potential feasibility study is quite encouraging and interesting. 4.3. Electrical energy storage system Since the street lights only work at night, the energy generated during the day needs to be stored. The choice of the energy storage device depends on the power generated and its application. Generally, two kinds of energy storage devices are used to accumulate the electrical energy generated by the piezoelectric generator embedded on the highway, namely; supercapacitors and rechargeable batteries. However, with the development of a supercapacitor, 1020 6 Lumbumba Taty-Etienne Nyamayoka et al. / Energy Procedia 152 (2018) 1015–1020 L.T-E. Nyamayoka et al./ Energy Procedia 00 (2018) 000–000 several studies have confirmed that the supercapacitors tend to be a more suitable storage system than rechargeable batteries in the piezoelectric technology [16,17]. The advantages of supercapacitors for such applications are threefold. Firstly, differing from traditional batteries, where the charging and discharging damages the electrode, the number of charge and discharge cycles of supercapacitors is nearly unlimited with minimal change in performance from 100% to 80% after 10 years. Secondly, the charging time of the supercapacitors is very short. Thirdly, the supercapacitors are less influenced by the temperature of the environment. In an unfortunate environment, such as where there is critically high or low temperature, its ability to resist bad environmental temperature is much better than traditional batteries. Conclusion Energy harvesting from the embedded piezoelectric generator is an attractive technology that can harness the excess energy wasted on the highway caused by moving vehicles. From the information collected on the N1 highway at the Pumulani Plaza tollgate station in Pretoria, the potential electrical energy generation was demonstrated and the numerical results were presented. The energy output of the embedded piezoelectric generator was 1.576587613 kWh per day, which is quite enough to light 6 high-pressure sodium (HPS) street lights of 250 W. The result of this paper is a useful guideline for future simulation and for the physical implementation of the system. Acknowledgements This paper was sponsored by the National Hub for Energy Efficiency and Demand Side Management at the Centre of New Energy Systems, Department of Electrical, Electronic and Computer Engineering, University of Pretoria, South Africa. References [1] Kim HS, Kim J-K, Kim J. A review of piezoelectric energy harvesting based on vibration. International journal of precision engineering and manufacturing. 2011,12(6): 1129–1141. [2] Ibrahim S, Ali W. Power enhancement for piezoelectric energy harvester. Proceedings of the World Congress on Engineering. 2012, 2: 10181023. [3] Hosseinloo AH, Vu TL, Turitsyn K. Optimal control strategies for efficient energy harvesting from ambient vibration. IEEE In Decision and Control (CDC), 2015: 5391-5396. [4] Kour R, Charif A. Piezoelectric roads: Energy harvesting method using piezoelectric technology. Innovative Energy and Research. 2016, 5 (1). [5] Kim S, Shen J, Ahad M. 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