PLANNING THE COLLECTION AND TRANSPORTATION OF RICE STRAW IN NANTOU COUNTY, TAIWAN Y.-C. Chiu, S.-J. Guo, S. Chen, C.-Y. Tsai, J.-M. Tsai ABSTRACT. The purpose of this study was to design a rice straw collection and transportation method. Four bale forms were designed for processing 75,474 tons of rice straw produced in Nantou County: large large-round bale, small largeround bale, large small-round bale, and small small-round bale. Nine trucks, individually weighing 2, 3, 3.49, 6.2, 7.5, 11, 15.5, 17, and 24 tons, were used for transportation analysis. This study proposed six hypothetical scenarios for rice straw collection and transportation. For each scenario, centralized and noncentralized transportation were implemented, in which centralized transport involves a route from various townships to neighboring farmers’ associations to the final ricestraw treatment site, and noncentralized transport is direct delivery from various townships to the final treatment site. A geographic information system was consulted to construct a map for the locations of various townships and to assess the optimal routes for rice straw collection and transport. Considering the trucks of varying weights, the transportation costs of various rice straw delivery methods were calculated to determine the optimal collection and transportation locations. The results revealed that the optimal plant locations for rice straw processing and distribution are the rice straw production areas in Caotun Township, Nantou, Mingjian Township, and Jhushan Township. A centralized transportation of small large-round bale was the optimal method and form. The cost of rice straw collection and transportation is US$31.66 and US$20.7 per ton, respectively. A 3.49-ton truck was used for first-stage transportation, traveling an average distance of 15.9 km; a 15.5-ton truck was used for second-stage transportation, traveling an average distance of 24.9 km. Additionally, US$1.5776 million is required annually for collecting and delivering rice straws in Nantou County. In this study, a rice straw collection and transportation method was devised for Nantou County and plant establishment at the final sites for rice straw treatment was assessed. In the future, a decision-supporting system for rice straw collection and transportation can be further developed. Keywords. Bioethanol, Collection and transportation, Geographic information system, Rice straw, Waste utilization. R ice, mainly grown in Asian regions, is one of the world’s central food crops, the cultivation of which accounts for over 11% of the world’s arable land (Maclean et al., 2002). Substantial amounts of waste are produced during rice cultivation, harvesting, and postharvesting. During postharvest handling, rice straw is typically cut into 30- to 60-mm pieces by using a combine harvester. After several days of sun exposure, rice straw is buried in soil to decompose into fertilizer or is burned to ash and integrated into soil. Smog caused by frequently burning rice straw in open fields is commonly seen in Taiwan during rice harvest season. Such emissions typically cause air pollution and endanger traffic safety (Su et al., 2008). According to Agricultural Statistics Yearbook (Council of Agriculture, 2012), 260,762 ha are used for rice cultivation in Taiwan, and approximately 6 tons of rice straw Submitted for review in April 2014 as manuscript number ITSC 10718; approved for publication by the Information, Technology, Sensors, & Control Systems Community of ASABE in June 2016. The authors are Yi-Chich Chiu, ASABE Member, Professor, SyunJhih Guo, Graduate Student, Department of Biomechatronic Engineering, National Ilan University, Taiwan; Suming Chen, Professor, Chao-Yin Tsai, Post Doc. Researcher, and Jin-Ming Tsai, Research Assistant, Department of Bio-Industrial Mechatronics Engineering, National Taiwan University, Taiwan. Corresponding author: Yi-Chich Chiu, 1, Sec. 1, Shen-Lung Rd, Yilan 26041, Taiwan; phone: +886-3-9317804; e-mail: [email protected]. per hectare of rice field can be produced (Chen, 2008), yielding a total of 1,564,572 tons of rice straw. Consequently, a lack of control over rice farmers burning rice straws would further intensify environmental pollution. The rice straw is of low value and thus the constraining of transportation costs is key issue. Therefore, developing a rice straw collection and transportation system is crucial for alternative utilization methods to be viable. Nantou County is located at the geographic center of Taiwan and is the only noncoastal county in Taiwan. Nantou County is mountainous with abundant tourism resources. Therefore, tourism is a key source of income for Nantou. However, burning rice straw has caused air pollution, reduced visibility, and affected the environmental quality in Nantou. Due to higher population density in Taiwan, most of the farmlands are close to highways and resident houses. In order to avoid the pollution problems caused by burning rice straws, Taiwan’s government has been considering encouraging farmers to collect rice straws by supplementary allowance. The collected rice straws will be sent to incinerators as waste combustion material or reused for other applications. Therefore, developing a rice straw collection, transportation, and recycling system for controlling farmers in burning rice straw in order to reduce air pollution warrants immediate attention. Applied Engineering in Agriculture Vol. 32(5): © 2016 American Society of Agricultural and Biological Engineers ISSN 0883-8542 DOI 10.13031/aea.32.10718 1 Rice straw collection and transportation is timeconsuming and labor-intensive. Therefore, developing a time- and cost-effective rice straw collection and transportation system is required. Fang et al. (2013) investigated the rice straw collection and transportation and analyzed the cost for collection and transportation of rice straw in Taiwan. Velázquez-Martí and Annevelink (2009) used ArcGIS, a geographic information system, to establish a network for planning biomass collection and site selection; they defined the collection and transportation range as a radius of 4 km and the regional production to be over 1,000 tons per year, to develop an optimal collection and transportation system. Devlin et al. (2008) devised a route for Irish truck transportation through a geographic information system and route weighting. Using this method, heavy items were selected for determining the lowest transportation cost. In addition, they indicated that the shortest routes are not necessarily the most economical routes, because the maintenance cost for the shortest route was substantially higher than that for routes that considered route weighting. Zhang et al. (2011) indicated that the selection of a production plant location is crucial for cost-effective biofuel production. The location of a biofuel plant substantially affects transportation costs. A geographic information system was used to determine the lowest transportation cost based on the optimal location for a biofuel plant, road and rail transportation systems, and biological material distribution. Rice straw can be used as animal feed and as footwear or coating material; it can also be used for building thatched cottages, making rope and straw mats, producing organic fertilizer, bioderived fuels, or bioethanol, and can be buried or burned in open fields or in incinerators. Currently, rice straw is rarely used as animal feed, as footwear or coating material, or for building thatched cottages; in addition, these applications only require small amounts of rice straw; therefore, these treatment processes were not considered in this study. The purpose of this study was to design an adequate method for rice straw collection and transportation in Nantou County, Taiwan. This study estimated the rice straw production and distribution of various local rice cultivation areas in Nantou, and assessed plant construction for rice collection and transportation to formulate a plan for reducing logistics costs and enhancing transportation efficiency. This study also adopted ArcGIS to identify the most suitable routes, analyze relevant costs, and develop an optimal rice straw collection and transportation system. Table 1. The distribution of rice production in Nantou County in 2012. Paddy Field The Ratio of Area Rice Straw Paddy Field Area to (ha) (ton) Township Area (%) Caotun Township 3,090 18,540 29.7 Jhushan Township 552 3,312 2.23 Mingjian Township 551 3,306 6.63 Nantou 520 3,120 7.26 Renai Township 84 504 0.07 Puli Township 75 450 0.46 Lugu Township 77 462 0.54 Jiji Township 46 276 0.93 Shueili Township 20 120 0.19 Guoshing Township 6 36 0.03 Total 5,021 30,126 1.22 Caotun Township (3,090 ha) is the largest, followed by those in Jhushan Township, Mingjian Township, and Nantou. In 2012, these regions produced 18540, 3313, 3313, and 3120 tons of rice straw, respectively. Approximately 30,000 tons of rice straw waste is annually produced in these areas because the main crop is rice. Other Nantou County townships do not specialize in producing rice and, therefore, generate comparatively less rice straw waste. RICE STRAW COLLECTION AND TRANSPORTATION PROCESSES Figure 1 shows the process flow for rice straw treatments. After a combine harvester is used for harvesting rice, the remaining rice straw in the field must be sundried for 2 to 3 weeks to reduce the moisture content to prevent the rice straw from decaying (fig. 1), which impedes the baling process. Rice straw is baled into large round or small round bales. A tractor attached to a hay collector is used to collect the rice straw, after which it is processed in a hay baler to produce large round bales. By contrast, a rice straw baler is used on the field to produce small round bales, which are tiny and light. Therefore, workers stack these small bales in the field before transferring them to a truck for subsequent transportation. Large round bales are directly moved to a cargo truck by using a farm truck. MATERIALS AND METHODS RICE STRAW PRODUCTION IN NANTOU COUNTY Table 1 shows the distribution of the rice production in Nantou County in 2012. The rice cultivation area in Nantou County is 5,012 ha, producing approximately 30,126 tons of rice straw. Openly burning rice straw or dumping it into rivers or open fields severely pollutes the environment. Among various townships, the area of paddy fields in Figure 1. Process flow of rice straw treatment. 2 APPLIED ENGINEERING IN AGRICULTURE Subsequently, the rice straw bales on cargo trucks are transported to various destinations to undergo their final treatments (e.g., produced into ropes, straw mats, bioethanol, or burned). Because the rice straw required for producing rope and mats must be arranged in a specific directional order, it must be baled into small round bales, which are typically packed directionally. By contrast, the rice straw required for producing bioethanol or for burning can be baled into large or small round bales without considering directionality. Baling Rice Straw Currently, hay balers and rice straw balers are the agricultural machinery used for baling rice straw. After rice is harvested, a combine harvester is used for threshing, and the resulting rice straw is spread across the field. When the moisture content of the rice straw is reduced to a certain level, a tractor is used to drag a baler to bale the rice straw, which is then transported by a truck to the required destination. A hay baler can bale rice straw into large largeround bales or small large-round bales. A rice straw baler can produce large small-round bales and small large-round bales. Table 2 shows the specifications for the various round bales. Rice Straw Transportation This study investigated existing truck types for the transportation of round rice straw bales. Because the cargo load and the number of trips vary with the type of truck used, the capacities of various trucks were calculated. Table 3 shows the maximum cargo capacity of various trucks, which was calculated by multiplying the truck bed length by the truck bed width and the allowable cargo height. The allowable cargo height was calculated by subtracting the truck bed height from a statutory height limit on vehicles. According to the Road Traffic Act, the height limit for small trucks below 3.5 tons is 2.85 m from the ground and that for large trucks above 3.5 tons is 3.5 m from the ground. Table 2. Specifications of the rice straw bales. Radius (m) Height (m) Weight (kgf) Large large-round bale 0.7 1.4 250 Small large-round bale 0.6 1.2 220 Large small-round bale 0.25 1.1 30 Small small-round bale 0.2 0.8 20 Truck Type 2-ton Veryca 3-ton Mitsubishi Delica 3.49-ton Isuzu 6.2-ton Isuzu 7.5-ton Isuzu 11-ton Hino 15.5-ton Hino 17-ton Hino 24-ton Hino 32(5): Calculating the Allowable Load of Round Bales for a Truck Truck capacity and the maximum load-carrying capacity of a truck were used to derive the maximum load of round bales that the trucks can carry. First, truck capacity was divided by the bale volume to obtain the theoretical value of the maximum bale load in terms of capacity. Second, the maximum load-carrying capacity of a truck was divided by the bale weight to attain the theoretical value of the maximum bale load in terms of weight. Finally, from the intersection of the two aforementioned conditions, the ideal number of round bales that a truck can carry can be obtained. The allowable cargo height was used to calculate the maximum number of bale levels per bale stack. Considering placing round bales in the two-dimensional areas of truck beds, three types of stacks are possible: a flat stack, horizontal stack, or vertical stack. The actual number of round bales that a truck can carry can be obtained by identifying the maximum value for the three stack types. The ideal number and the actual number of round bales that the trucks can carry were used to derive the optimal number of round bales that the trucks can transport. Autodesk 3ds Max was used to draw a schematic diagram to simulate the nine trucks of various weights carrying the four types of round rice straw bales uni-directionally arranged and optimally stacked within load limits. Figure 2 shows an example of a 15.5-ton truck carrying large small-round bales. This truck can carry 160 round bales (i.e., 4.8 tons), and the stack in this example is within the 10.63-ton load limit. Final Treatment and Use of Rice Straw This study investigated four types of rice straw treatment: burning in an incinerator, making straw rope, making straw mats, and producing bioethanol. Figure 2. Using 3ds Max to simulate the scenario of stacking large small-round bales on a 15.5-ton truck. Table 3. Specifications of nine transportation trucks. Length of Truck Bed Width of Truck Bed Height of Truck Bed Allowable Cargo Height Allowable Load (mm) (mm) (mm) (mm) (ton) 2,306 1,481 744 2,106 0.8 2,850 1,635 801 2,048 1.2 4,215 1,475 848 2,001 1.4 4,215 1,475 755 3,045 4.1 4,952 1,680 800 3,000 4.7 7,050 2,175 900 2,900 7.7 8,190 2,445 900 2,900 10.6 8,250 2,460 900 2,900 12.2 8,805 2,490 1,085 2,715 16.1 Volume (m3) 7.2 9.5 12.4 18.9 24.9 44.4 58.1 58.8 59.5 3 a) Burning rice straw in a refuse incinerator. 81% to 85% of rice straw is combustible. Burning rice straw can reduce its volume and produce thermal energy. In addition, the combustion conditions in an incinerator and pollutant emissions can be controlled to prevent air pollution, which typically results when burning rice straw in open fields. b) Making straw rope. Straw rope and mats made from rice straw are evenly soft and can be used in various industries (e.g., agriculture, fishing, horticulture, forestry, sanitary, ceramics, marble, mining, plywood, cane sugar, and foundry). Rope maker’s winch is currently used for fabricating straw rope, which does not require strenuous effort. However, preparing the materials for rope production is, by contrast, an exhausting task. c) Making straw mats. Straw mats were previously used in agriculture. Straw mats can be used to cover rice straw during seedling cultivation for preventing weed growth and sun exposure and maintaining soil moisture. In addition, straw mats are used to protect crops (e.g., peanuts grown in coastal regions) from strong winds. d) Producing bioethanol. Ethanol fuel produced from grain and cane sugar is called first-generation bioethanol, whereas those from agricultural waste such as rice straw, bagasse, corn stalks, or wood fiber is called second-generation bioethanol. The technology for converting rice straw fiber into ethanol has been developed for commercial production, which should be realized in the near future. ROUTE PLANNING FOR RICE STRAW COLLECTION AND TRANSPORTATION In this study, route planning involved creating centroids for the collection and transportation sites and analyzing the transportation routes. These centroids were devised for 13 townships in Nantou County and the farmers’ associations in the 13 townships, and the six scenarios are as follows: (a) the centroids of 13 townships in Nantou County, (b) the centroids of the rice straw production area in the 13 townships, (c) the centroids of 11 townships in which Renai and Sinyi Townships were excluded, (d) the centroids of the rice straw production area in the 11 townships (Renai and Sinyi Townships were excluded), (e) the centroids of the Caotun, Nantou, Mingjian, and Jhushan Townships, and (f) the centroids of the rice straw production area in Caotun, Nantou, Mingjian, and Jhushan Townships. ArcGIS 10.1 was used to determine the optimal routes and calculate the transportation and truck costs. Planning Collection and Transportation Sites In analyzing the centroids for the 13 townships in Nantou County, assume that rice crops are evenly distributed over a local area and the centroid of the local area is an irregular-shaped geometric center. Then, AutoCAD was used to create the centroids of various townships in Nantou County (fig. 3). Google Earth was employed to convert the coordinates of various townships into latitude and longitude (table 4). Identifying the 4 Figure 3. Centroids of various townships in Nantou County. centroid locations of these townships facilitated determining site selection and transportation routes. The farmers’ associations in the townships were used as the transshipment points and the collection and transportation sites for six scenarios were analyzed. Route Planning In this study, the seven models of rice straw collection and transportation points were as follows: (a) the centroids for the 13 townships in Nantou County, (b) the centroids for the rice straw production area in the 13 townships, (c) the centroids for the 11 townships in Nantou County excluding Renai and Sinyi Township, (d) the centroids for the rice straw production area in the 11 townships except for Renai and Sinyi Township, (e) the centroids for Caotun Township, Nantou, Mingjian Township, and Jhushan Township, (f) the centroids for the rice straw production area in the Caotun, Nantou, Mingjian, and Jhushan, and the (g) the Wurih incineration plant. In this study, the centroid locations of the geographic area and rice production area were considered. Renai and Sinyi Townships were excluded because these townships are located in mountain areas, thus the rice straw production areas and the paddy fields are small and transportation costs are high, as indicated in a survey on the yearly production of rice straw in Nantou County. Two methods for rice straw collection and transportation were applied, namely, centralized (i.e., transport route from the townships to nearby farmers’ associations to the final treatment site) and noncentralized (from the townships directly to the final treatment site) Table 4. The coordinates for the centroids of various townships in Nantou County. Township Longitude Coordinates Latitude Coordinates Caotun 120°46'34.07" 23°58'37.18" Nantou 120°42'26.55" 23°55'05.11" Mingjian 120°42'02.02" 23°51'16.97" Jhushan 120°42'41.55" 23°41'37.19" Jhongliao 120°51'59.37" 23°53'00.45" Jiji 120°49'17.42" 23°48'23.04" Lugu 120°47'14.74" 23°42'17.86" Guoshing 120°55'26.53" 24°00'42.21" Shueili 120°54'35.82" 23°45'48.05" Puli 121°03'41.30" 23°57'52.88" Yuchih 121°01'44.44" 23°49'37.84" Renai 121°10'08.57" 24°02'49.16" Sinyi 120°57'42.51" 23°41'26.91" APPLIED ENGINEERING IN AGRICULTURE transportation. The software ArcGIS was used to determine optimal routes based on the shortest path and the cheapest transportation cost, which were analyzed in this study. COST CALCULATION FOR RICE STRAW COLLECTION AND TRANSPORTATION Rice straw is used to produce bioethanol or burned in an incinerator; for these purposes, rice straw is baled into large round bales, and the directionality of the rice straw is not considered. Small round bales are directional; therefore, they can be used for making rope and mats, producing bioethanol, or burning in an incineration plant. Mechanized rice straw baling can be categorized into two approaches according to bale shape and size. One method involves using a rice straw baler developed in Taiwan; the other method involves using a hay baler to compress rice straw into round bales. These baling methods require different agricultural machinery and equipment for rice straw processing and delivery. Baling rice straw into large round bales requires a tractor onto which a hay collector is hooked for gathering rice straw. Subsequently, another tractor onto which a hay baler is hooked is used to produce large round bales, which are then arranged in a field and transported on a farm truck to a cargo truck. Therefore, the agricultural machinery required for large round bale production includes a hay collector, a hay baler, a tractor, and a farm truck. Baling rice straw into small round bales requires a tractor onto which a rice straw baler can be hooked. Workers stack the small round bales in a field, which are then transported using a farm truck to a cargo truck. Therefore, the agricultural machinery required for small round bale production includes a rice straw baler, a tractor, workers for stacking bales, and a farm truck. The costs for using agricultural machinery for baling, collecting, transporting, and using rice straw include fixed costs (i.e., machine depreciation, interest, and tax costs) and variable costs (i.e., maintenance, tractor usage, fuel, miscellaneous supplies, and labor costs). The calculation methods are as follows. Fixed costs for agricultural machinery: A. Depreciation costs: Using the straight-line depreciation method, assume that farm machinery costs are P monetary unit (mu), the residual value ratio after N years is α, the number of yearly usage hours is H, and the operation ability of agricultural machinery is S tons/h. The formula is expressed as: C. Tax costs for agricultural machinery: Assume that tax is 2% of farm machinery costs. The calculation formula for tax costs is presented below. Tax costs: P × 0.02 1 mu × H S Ton Fixed costs of agricultural machinery are the sum of depreciation costs, interest costs, and tax costs, as follows: Fixed costs: P × (1 − α ) 1 P × (1 + α ) β 1 × + × × N×H S 2 H S P × 0.02 1 mu + × H S Ton Maintenance costs: P × 0.031 1 mu × 100 S Ton B. Interest costs for agricultural machinery: Assume that the rate of interest per annum is β. Equation 2 is the calculation formula for interest costs. Tractor usage costs: B 1 mu × H S Ton (6) C. Fuel costs: Fuel consumption for diesel engines is approximately 12.4 hp/h. Assume that horsepower output is 80%, diesel price is D dollars/L, and tractor horsepower is T ps, then the fuel cost is calculated using equation 7. Fuel costs: 1 1 mu × D× 12.4 S Ton (7) D. Costs of miscellaneous supplies: Assume that the cost of miscellaneous supplies is 15% of fuel costs. Equation 8 is the calculation formula for the costs of miscellaneous supplies. Costs of miscellaneous supplies: Interest costs: p × (1 + α ) 2 32(5): (5) B. Tractor usage costs: A tractor can be used for various operations. Assume that tractor usage costs per hour are B; thus, the cost is calculated as: T × 80% × (1) (4) Variable costs for agricultural machinery: A. Maintenance costs: Maintenance costs vary according to usage methods, status of machinery, workload, and operating environments. According to an investigation, the maintenance costs of agricultural machinery are approximately 0.031% of the purchase price of new agricultural machinery (ASAE Standards, 1963). Equation 5 is the calculation formula for maintenance costs: Depreciation costs: P × (1 − α ) 1 mu × N×H S Ton (3) × β 1 mu × H S Ton (2) mu Miscellaneous costs × 15% Ton (8) 5 E. Labor costs: Labor costs include machine operators and on-site workers. Assume that the hourly wage is Q, the number of daily working hours is 8, and the number of people employed is M. The labor cost is calculated using equation 9: Labor costs: 1 mu Q× M× S Ton (9) F. The variable costs of agricultural machinery are the sum of maintenance, tractor usage, fuel, miscellaneous supplies, and labor costs. Equation 10 is the calculation formula for variable costs. Variable costs: P × 0.031 1 B 1 1 1 × + × + T × 80% × ×D× 100 S H S 12.4 S 1 mu + fuel cost × 15% + Q × M × S Ton (10) G. Transportation costs: Assume that truck rental is C mu/day (eight hours for a day), average fuel consumption is G (km/L), transportation distance per day is K (km), and the operation ability for transportation per day is L kg. Equation 11 is the calculation formula for transportation costs. Transportation costs: G × K × D + C mu L Kg (11) RESULTS AND DISCUSSION COST ANALYSIS OF STRAW COLLECTION Considering small round bales, a newly purchased rice straw baler, a Sun L-500 (San-Shen Agricultural Machinery Science and Technology Co., Ltd., Yilan, Taiwan) is used as an example. The price of the rice straw baler is US$13,300. This machine can bale 2 tons of rice straw/h and produce 100 bales/h, with each bale weighing 20 kg. Regarding large round bales, collecting rice straw is first required and then a hay baler is used for baling. Using a newly purchased hay collector as an example, its price is US$6,700. This piece of equipment can collect 15 tons of rice straw per hour. The price of a newly purchased hay baler is between US$23,300 and US$40,000; hence, the average price is US$31,700. Hay balers can process 4 tons of rice straw/h and produce 16 bales/h, with each bale weighing 250 kg. Collecting and baling rice straw requires a tractor with a functional power take-off (PTO) shaft. Therefore, a tractor driver is required and the operation efficiency is assumed to be 80%. Small round bales are short and light; therefore, farm field workers are needed to move and stack them in a field. Stacking 35 round bales/h requires two farm field workers. Farm trucks, with the ability to move 20 tons of round bales/h, are priced at approximately US$50,000 and price varies according to brand and weight. One truck driver is 6 required for the work. Equations 1 to 10 are used to calculate related costs (tables 5 and 6). Baling operations for producing small round bales necessitate a rice straw baler and at least four workers, including a baler operator, two workers (to move and stack the bales), and one farm truck driver. Currently, the baling process occurring in a farm entails a baler operator to produce bales, farm field workers to move and stack the bales, which are transported to a cargo truck using a farm truck. At this point, the rice straw baler can be moved to another area for baling operations, while the cargo truck driver delivers them to the required destination. Considering large round bale production, a hay baler is used and at least three workers (including a hay collector operator, a baler operator, and a farm truck driver) are required. Specifically, the hay collector operator collects the rice straw in the field and then delivers them to another area. A hay baler operator produces large round bales, which are then transported by a farm truck driver to a cargo truck. As shown in table 5, the fixed cost for a ton of large round bales is 41.33 US cents higher than the fixed cost for a ton of small round bales. Large round bales are slightly more expensive than small round bales because rice straw collection is required during a baling operation. As shown in table 6, the variable cost for a ton of small round bales is 23.61 US cents higher than that for a ton of large round bales. This price difference is attributed to the additional bale stacking process required during baling operation. The baling cost per ton of small round bale is US$54.89 and that of large round bales is US$31.69, which differs by US$23.2, indicating a minimal difference in the fixed cost of both bales. This difference is caused by variable costs, which substantially affect the total costs of the baling operation. Table 5. Fixed costs for small and large round bale collection. Unit Cost of Unit Cost of Small Round Bales Large Round Bales Items for Cost-Effective Analysis (US cents/ton) (US cents/ton) Hay collector depreciation costs 8.33 Hay collector interest costs 0.71 Hay collector tax costs 1.85 Baler depreciation costs 125.00 148.44 Baler interest costs 10.69 12.70 Baler tax costs 27.78 32.98 Farm truck depreciaiton costs 46.87 46.87 Farm truck interest costs 4.01 4.01 Farm truck tax costs 10.42 10.42 Total fixed costs 224.77 266.31 Table 6. Variable costs for small and large round bale collection. Unit Cost of Small Unit Cost of Large Round Bales Round Bales Items for Cost-Effective Analysis (US cents/ton) (US cents/ton) Maintenance costs 206.67 259.19 Tractor usage costs 3,333.33 2,111.10 Fuel costs 278.33 176.27 Costs of miscellaneous supplies 41.75 26.44 Labor costs 333.33 211.10 Farm field worker costs 952.38 Farm truck maintenance costs 77.50 77.50 Farm truck fuel and usage costs 7.14 7.14 Farm truck miscellaneous 1.07 1.07 supplies costs Farm truck driver costs 33.33 33.33 Total variable costs 5,264.84 2,903.14 APPLIED ENGINEERING IN AGRICULTURE PLANNING THE ROUTE THAT YIELDS THE LOWEST TRANSPORTATION COST Rice straw is typically transported along farmlands that are accessible through agricultural roads, which large trucks often cannot use. Thus, the weight of a truck for first-stage transportation is limited to below 3.5 tons (i.e., 2-, 3-, and 3.5-ton trucks). These three trucks are combined with six other types of trucks (i.e., 6.2-, 7.5-, 11-, 15.5-, 17-, and 24-ton trucks) for transshipment. With the 18 combinations coupled with the route distance determined by ArcGIS, the lowest transportation cost can be obtained using equation 11. In addition, the 12 scenarios described in Section 2.3 are also included for analysis. Transportation costs are calculated based on truck rental, driver wages, and truck fuel costs. Truck rentals and fuel costs vary according to truck weight. When a 3.49-ton truck is used to transport small large-round bales, the assumptions for calculating unit cost are as follows: Fuel consumption is 0.1 L/km; the load capacity is 660 kg, the transportation speed is 60 km/h, diesel price is US$1.08 per L, and the driver wages are US$53.33 per day. Although a round trip is required for rice straw transportation, a truck carries rice straw only during outbound trips. Therefore, the load capacity per truck is 330 kg; the fuel cost for a truck carrying 330 kg of rice straw and traveling 480 km per day (i.e., 8 hours) is US$51.52 (i.e., 0.1 × 1.08 × 480); driver wage is US$53.33 per day; and truck rental is US$83.33. Therefore, the unit transportation cost is US$1.19/ton·kg (i.e., [53.33+83.33 +51.52]/[330×480]). Using the aforementioned assumptions, the unit transportation costs for various trucks carrying various types of rice straw bales can be obtained. As shown in table 7, the scenario for the lowest centralized transportation cost is to transport rice straw from farm fields to nearby farmers’ associations to the rice straw production area in Caotun Township, Nantou, Mingjian Township, and Jhushan Township. A 3.49-ton truck is used for first-stage transportation traveling an average distance of 15.911 km. A 15.5-ton truck is used for second-stage transportation traveling an average distance of 24.92 km. The transportation cost for small large-round bales is US$20.7 per ton, and that for small small-round bales is US$17.5 per ton. According to table 8, the scenario for the lowest noncentralized transportation cost is to transport rice straw on a 3.49-ton truck from farm fields to the rice straw production area in Caotun Township, Nantou, Mingjian Township, and Jhushan Township (an average transportation distance of 37.071 km). The transportation cost for large large-round bales is US$29.66 per ton, and that for small small-round bales is US$26 per ton. For both centralized and noncentralized transportation, transporting rice straw to the rice straw production area in Caotun Township, Nantou, Mingjian Township, and Jhushan Township is the least expensive. The average distance for centralized transportation is 3.75 km longer than that for noncentralized transportation. Because agricultural roads are typically used, only trucks weighing below 3.49 tons can be used for first-stage transportation. Therefore, the cost of noncentralized 32(5): transportation is higher than that of centralized transportation. TOTAL COSTS FOR RICE STRAW COLLECTION AND TRANSPORTATION Various rice straw bales differ in weight and volume, which influence the number of bales that a truck can carry and the number of trips required. Equations 1 to 10 are used to calculate the collection costs of various types of bales. As shown in tables 8 and 9, small large-round bales are the optimal form for transporting to the Wurih incineration plant. During centralized transportation, 3.49-ton truck is used in the first stage to transport the bales from the farm to neighboring farmers’ associations (average distance of 13.706 km), and 15.5-ton truck is used in the second stage to transport the bales from the farmer associations to the incineration plant (average distance of 37.774 km). By using equation 11, the transportation cost per ton is US$21.76 and the collection cost per ton is US$31.66. The total collection and transportation cost for 30,126 tons of rice straw in Nantou County is US$1.60973 million. According to the analysis of 12 scenarios, the first-stage centralized transportation involves transporting to the rice straw production area in Caotun Township, Nantou, Mingjian Township, and Jhushan Township, in which the shortest route is from the centroid of Mingjian Township to the Mingjian farmers’ association (distance of 2.473 km), followed by that from the centroid of Nantou to the Nantou farmers’ association (distance of 2.536 km). The shortest transportation route for second-stage transportation is from the Nantou farmers’ association to the rice straw production area in Caotun, Nantou, Mingjian, and Jhushan Township (distance of 3.231 km), followed by that from the Mingjian farmers’ association to the rice straw production area in Caotun Township, Nantou, Mingjian Township, and Jhushan Township (distance of 7.096 km). Overall, the shortest total centralized transportation distance is 5.767 km from Nantou to the production area because the treatment sites at Caotun, Mingjian, and Jhushan Townships are located near Nantou. The optimal method is to transport rice straw from farm fields to the rice straw production area in Caotun, Nantou, Mingjian, and Jhushan Townships. The first-stage and second-stage transportation distances are 15.911 km and 24.92 km, respectively. The transportation cost per ton is US$20.7, the optimal bale pattern is small large-round bale, and the collection cost per ton is US$31.66. The total cost for rice straw collection and transportation is US$1.57760 million, the lowest cost among the 12 scenarios. CONCLUSION This study planned and analyzed the optimal modes for rice straw collection and transportation in Nantou County. According to the results, a centralized transportation from the 13 townships in Nantou County to the centroid location of the rice production areas in Caotun Township, Nantou, Mingjian Township, and Jhushan Township yielded the least cost at US$1.5776 million per year. 7 Table 7. Optimal rice straw collection and transportation method in various hypothetical scenarios and related costs (centralized transportation). Collection Cost Transportation Cost Total Cost The Optimal Model for Various Scenarios Bale Truck Weight (US dollars/ton) (US dollars/ton) (1000 US dollars) in Centralized Transportation Form (1st 2nd)[a] The centroid of the 13 townships in Nantou County SLR[b] 3.49 15.5 31.66 22.53 1,632.83 SSR[b] 3.49 15.5 54.86 19.3 2,234.33 The centroid of the rice straw production area in the SLR 3.49 15.5 31.66 21.33 1,596.67 13 townships SSR 3.49 15.5 54.86 18.06 2,197.20 The centroid of the 11 townships excluding Renai and SLR 3.49 15.5 31.66 20.89 1,583.42 Sinyi SSR 3.49 15.5 54.86 18.26 2,203.20 The centroid of the rice straw production area in the SLR 3.49 15.5 3166 21.26 1,594.67 11 townships excluding Renai and Sinyi SSR 3.49 15.5 54.86 17.86 2,191.17 The centroid of Caotun Township, Nantou, Mingjian SLR 3.49 15.5 31.66 21.13 1,590.67 Township, and Jhushan Township SSR 3.49 15.5 54.86 18.06 2,197.20 The centroid of the rice straw production area in Caotun, SLR 3.49 15.5 31.66 20.7 1,577.60 Nantou, Mingjian, and Jhushan SSR 3.49 15.5 54.86 17.5 2,180.13 To Wurih incineration plant SLR 3.49 15.5 31.66 21.76 1,609.73 SSR 3.49 15.5 54.86 18.76 2,218.27 [a] 1st 2nd: 1st denotes the truck weight for the first-stage transportation; 2nd denotes the truck weight for the second-stage transportation [b] SLR represents small large-round bales and SSR denotes small small-round bales Table 8. Optimal rice straw collection and transportation methods in various hypothetical scenarios and related costs (noncentralized transportation). The Optimal Model for Various Scenarios Bale Truck Collection Cost Transportation Cost in Noncentralized Transportation Form Weight (US dollars/ton) (US dollars/ton) The centroid of the 13 townships in Nantou County LLR[a] 3.49 31.66 39.6 SSR[a] 3.49 54.86 34.6 The centroid of the rice straw production area in the LLR 3.49 31.66 33.46 13 townships SSR 3.49 54.86 29.16 The centroid of the 11 townships excluding Renai and LLR 3.49 31.66 33.96 Sinyi SSR 3.49 54.86 29.8 The centroid of the rice straw production area in the LLR 3.49 31.66 34.03 11 townships excluding Renai and Sinyi SSR 3.49 54.86 29.63 The centroid of Caotun, Nantou, Mingjian, and Jhushan LLR 3.49 31.66 37.73 SSR 3.49 54.86 32.56 The centroid of the rice straw production area in the LLR 3.49 31.66 29.66 Caotun, Nantou, Mingjian, and Jhushan SSR 3.49 54.86 26 To Wurih incineration plant LLR 3.49 31.66 38.06 SSR 3.49 54.86 33.2 [a] LLR represents large large-round bales and SSR denotes small small-round bales The costs of the two-stage centralized transportation method are lower than the costs of the one-stage noncentralized transportation method. This study also assessed the optimal methods for transporting rice straw to the Wurih incineration plant in Taichung and the related costs. The results showed that the cost of the centralized transportation method, (i.e., first sending the rice straw from various townships to farmers’ associations and then to the Wurih incineration plant) is lower than the that of the noncentralized transportation method, yielding a difference of US$491,070. A 3.49- and 15.5-ton truck is optimal for the first-stage and second-stage transportation, respectively. Finally, the optimal bale form is small large-round bale. ACKNOWLEDGEMENTS We gratefully acknowledge the financial assistance of the Environmental Protection Bureau, Nantou County Government, Taiwan. REFERENCES ASAE Standards. (1963). Cost and use, farm machinery. 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