Indonesian Journal on Geoscience Vol. 10 No. 2 August 2023: 151-165 INDONESIAN JOURNAL ON GEOSCIENCE Geological Agency Ministry of Energy and Mineral Resources Journal homepage: h p://ijog.geologi.esdm.go.id ISSN 2355-9314, e-ISSN 2355-9306 Geospatial Analysis for Delta Evolution of Jeneberang River in Makassar, South Sulawesi, Indonesia Rohaya Langkoke Department of Geological Engineering, Faculty of Engineering, Hasanuddin University, Indonesia G Corresponding author: rlangkoke@gmail.com Manuscript received: Februari, 15, 2023; revised: April, 14, 2023; approved: May, 30, 2023; available online: June, 19, 2023 IJ O Abstract - This study aims to document and to elucidate the Jeneberang River delta evolution during 1922 -2022 by analyzing the transport of sediment in and out of the river through erosion and sedimentation. The method used is a geospatial analysis of the delta and river evolution using the Dutch map of 1922 and Landsat long-term data from 1972, 1981, 1991, 2000, 2010, 2020, and 2022 by dividing once every fifty to two years, so the delta pattern changes. The data collection was done by downloading data via Landsat, the data processing was simulated using ArcGIS software, and sedimentation and erosion were estimated. This study shows that the lowest sedimentation occurred in 2002 - 2004 with an area of 6.21 ha, and the highest one in 2004 - 2006 with an area of 34.99 ha. The lowest erosion occurred in 2014- 2016 with an area of 1.08 ha, and the highest in 2006 - 2008 with an area of 22.64 ha. The evolution of the delta occurred due to landform and river migrations. Landform migration occurs gradually starting with the direction of migration relative to the north to relative to the west resulting in the formation of a delta landform with an area of 5349.42 ha. Furthermore, the development of the landform no longer leads relatively north to west, but there is still sediment migration due to tides and sediment supply from rivers resulting in a delta landform with an area of 5586.56 ha. Then landform migration is derived from the river sedimentary supply stalled to the north because of water gate construction which caused the concentration of migration lead to the southern estuary. Tides then became a major factor in the migration, but were not as intensive as before with additional formation with an area of 5655.79 ha. The meandering changes or evolution of rivers occur naturally and are influenced by human activities. The emergence of changes is divided into five periods ranging from changes in the meandering direction to the south to the sedimentation and control of erosion with the construction of sluices and reclamation. Based on the study and by using the Galloway classification, Jeneberang delta is classified as an estuarine delta that is predominantly influenced by tides (tide-dominated) during its formation. Keywords: Landsat imagery, delta evolution, Jeneberang River, tide-dominated, South Sulawesi © IJOG - 2023. How to cite this article: Langkoke, R., 2023. Geospatial Analysis for Delta Evolution of Jeneberang River in Makassar, South Sulawesi, Indonesia. Indonesian Journal on Geoscience, 10 (2), p.151-165. DOI: 10.17014/ijog.10.2.151-165 Introduction In Singh (1989) and Seybold et al. (2007), the word ‘‘delta’’ derived from the Greek can be defined as a coastal sedimentary deposit with each subaerial and subaqueous components. It is formed by river borne sediment which is deposited at the edge of a standing water, like an ocean or sometimes a lake. The morphology and sedimentary sequences of a delta rely upon several factors such as the discharge regime, the sediment load of the river, and the relative magnitudes of tides, waves, and currents (Coleman, 1982). Moreover, the sediment grain length and the water intensity Indexed by: SCOPUS 151 Indonesian Journal on Geoscience, Vol. 10 No. 2 August 2023: 151-165 developed since 2000 for settlements, business centres, and marine tourism. For the purpose of coastal management planning, a study on delta evolution is needed aiming to document and to record historical data on evolution of Jeneberang River delta. No comprehensive studies on this theme has been done before. This study is crucial to monitor and to manage the impact of the river and delta development. One of the methods to determine the delta evolution in the studied area is to calculate sedimentation and erosion using Landsat imageries to understand the landform migration, river pattern changes, and to classify the delta type. Landsat satellite was chosen because this is the oldest one that is still operating today. Thus, data with long time series could be obtained. The need for satellite data over a long period of time is required to see changes that have occurred at the researched location. IJ O G at the depositional site are crucial for the shape of the deltaic deposition patterns (Coleman and Wright, 1975; Wright, 1985; Bhattacharya, 1992; Orton and Reading, 1993). This complex interplay of unique methods and conditions effects in a massive range of various patterns according to the local situations. Coleman and Wright (1973; 1975) described depositional facies in deltaic sediments, and concluded that they were resulted from a massive kind of interactive dynamic approaches (climate, hydrologic characteristics, wave power, and tidal movement) that modify and disperse the sediment transported by way of the river. Erosion and sedimentation are two main processes that play an important role in the delta formation. Factors that affect erosion and sedimentation changes in the function of land cover from forest areas or green land to target areas influence the rate of erosion and sedimentation in the area, and cause inundation in the surrounding area which can also be called flooding (Seybold et al., 2007; Alimin et al., 2017; Negoro and Cholil, 2018). Another influencing factor is rainfall and the amount of runoff that has flowed in the watershed. In coastal areas, rivers and estuaries will never escape from the so-called sedimentation. Moreover, it is often to become an important issue, especially in the surrounding areas where there is human activity. Sedimentation is the process by which sediment isdeposited, leading to its accumulation. The most commoncause of deposition is the settling out of sediment from atransporting fluid (water, wind or ice) (Holden, 2017). Jeneberang River delta is a land formed at the mouth of Jeneberang River located in the west of Makassar City with the length of 75 - 80 km. Jene­berang River is one of the major rivers in South Sulawesi with a dendritic pattern. The upper side of Jeneberang River reaches Mount Bawakaraeng in Gowa Regency, while the lower side reaches Makassar Strait (Whitten et al., 1987; Sakka et al., 2011). At the mouth of Jeneberang River, a delta is formed and constantly changes over time. Apart from being a catchment area, Jeneberang River delta area has intensively 152 Data and Methodology This study took place in Jeneberang River delta, which is administratively included in to Makassar City, South Sulawesi Province, Indonesia (Figure 1). This study was performed by means of time series of Landsat imageries which were processed by ArcGIS software to calculate the erosion and sedimentation of fluvial materials in the Jeneberang River delta. Over the past forty years, remote sensing especially Landsat satellite imagery have improved studies on fluvial geomorphology. Some quantitative change detection methods identify objects, patterns, or phenomena, and observe their changes at different times (Singh, 1989; Lu et al., 2004; Alesheikh et al., 2007; Muskananfola, 2020), which can be applied to time series of satellite imagery. The data used in this study are images of 1922, 1922, 1972, 1981, 1991, 2000, 2010, 2020, and 2022, as well as rainfall data. (Table 1). Georeferencing Batavia mapping (scale 1: 50,000) was done using image georeferencing method. The Ground Control Point (GCP) was taken from the Geospatial Analysis for Delta Evolution of Jeneberang River in Makassar, South Sulawesi, Indonesia (R. Langkoke) 119°40'0"E 119°50'0"E 120°0'0"E 2 4 119°30'0"E 125°0'0"E 119°40'0"E 0 2 4 8 119°50'0"E 5°28'30"S 0°0'0" 120°0'0"E Study Area Jeneberang River Bili-bili Dam 5°0'0"S Km 400 0 100 200 6 119°26'0"E ± Legend G 119°20'0"E 1 119°24'0"E Km 125°0'0"E 0°0'0" 5°10'0"S 5°12'0"S 0 119°22'0"E 120°0'0"E 5°8'0"S 119°26'0"E 5°0'0"S 119°24'0"E 5°10'0"S 119°22'0"E 5°12'0"S 5°28'30"S 5°8'0"S 5°18'0"S 119°30'0"E 5°18'0"S 119°20'0"E Kilometers 12 120°0'0"E Figure 1. Location map of the studied area (red colour square), part of The Jeneberang River system (Source: RBI Map, modified by author). Data 1922 image map 1972 image map O Table 1. Data Type and Data Sources in this Study Acquisition time Source Resolution Pansharpaned Topography of Dienst (Batavia) - 1972/09/04 Landsat 1 (Band 754) 60 m - 1981/04/29 Landsat 2 (Band 754) 60 m - 1991/09/22 Landsat 5 (Band 753) 30 m 15 m 2002/05/23 Landsat 7 (Band 743) 30 m 15 m 2010/04/11 Landsat 7 (Band 743) 30 m 15 m 2020 image map 2020/04/30 Landsat 8 (Band 754) 30 m 15 m 2022 image map 2022/09/11 Landsat 8 (Band 754) 30 m 15 m 1981 image map 1991 image map 2000 image map IJ 2010 image map Rainfall Jeneberang Kampili River Station coordinates of the crossroads seen on the Landsat 8 satellite with a resolution of 3 m. Data collection was carried out by downloading data through Landsat and digitizing Jeneberang River delta using digitization tools available in the Google Earth Pro software, in the form of a feature line from the Google Earth Pro software having a kmz format, which is then converted to shp format using ArcMap from ArcGIS software Desktop 10.8. The limited data in this study caused the suboptimal digitization process of Landsat data, due to the lack of existing qualified image. The delta landform is interpreted from Landsat imagery and verified through field observations by visiting the entire Jeneberang delta area and identifying landform in the area. Results and Discussion Jeneberang River is located in Gowa Regency, South Sulawesi Province, Indonesia. It has a 153 Indonesian Journal on Geoscience, Vol. 10 No. 2 August 2023: 151-165 stream with a gradual slope on Mount Bawa­ karaeng, (b) Mature stream with a medium slope at the Bili-Bili Dam, and (c) Old stream with a gentle slope to Jeneberang Estuary (Figure 2). Figure 2 also describes the characteristics and features of each types of Jeneberang stream development. The stream development is strongly controlled by several geological factors including lithological types and tectonics (Hirnawan, 2009). The extended description of each stream type is explained below. a. Upstream/Young stream The upstream area is located on the Mount Bawakaraeng. This area is the earliest part for the sediment supply to Jeneberang delta. Factors controlling the high rate of sedimentation and erosion includes high levels of rainfall, soil erodibility index, land slope, vegetation and soil management. The upstream area has the characteristics of a high slope of more than 55o, and has a high bedload causing erosion in the V-shaped upstream area. The material in the upstream area generally has lump sizes, composed of volcanic rock material G length of about 80 km which flows from east to west, from Mount Bawakaraeng and Mount Lompobattang to Makassar Strait. Jeneberang River is the main river in the watershed. Physiographically, it is situated on the southern arm of Sulawesi Island, on the western slope of Mount Lompobattang Mountain range, a dormant stratovolcano-type. The geological conditions of Jene­ berang River basin (watershed) are dominated by alluvium deposits of rivers, lakes, and beaches along the river flow. The alluvium deposits are sourced from Camba Formation which comprises marine and volcanic sedimentary rocks including breccias, lava, tuff, and konglongmerat, whereas Lompobattang Formation occupies the upper part of the river . Jeneberang River delta is influenced by marine and fluvial processes, including sedimentation and erosion of sedimentary material in Jeneberang River. O Stream Development in Jeneberang Watershed In the development of stream from Jeneberang watershed, there are three river divisions based on characteristics and features, including (a) Young IJ Mt. Bawakaraeng Colour Slope ( ) Characteristics: - Steep/V-shaped Valley - Narrow/Shallow Channel - High Bedload 0-2 3-4 5-8 9 - 16 17 - 35 35 - 55 Mature Stream Moderate Slope o > 55 Jeneberang River Delta Young Stream Steep Slope Characteristics: - Open/gentle sloping valley with floodplain - Wider/deeper Channel - More Suspended Sediment Old Stream Gentle Slope Characteristics: - Open/gentle sloping valley with floodplain - Flat & Wide Floodplain - Wide, Open Valley - Very Wide and Very Deep Channel Features: - ‘V’ Shaped Valleys - Interlocking Spurs - Waterfalls - Gorges Features: - Meanders - River Cliffs - Slip of Slopes Features: - Oxbow Lakes - Flood Plains - Levees Figure 2. Stream development of the Jeneberang watershed (Source: DEMNAS, 2018, mofified by author). 154 Geospatial Analysis for Delta Evolution of Jeneberang River in Makassar, South Sulawesi, Indonesia (R. Langkoke) erosion were then reviewed by comparing data from different years (Figure 3). The digitization of the image map displays the changes of the river patterns. The changes were then calculated in ArcMap 10.8 software to determine the area of sedimentation and erosion. The processed data is divided into periods with a longtime span, in 2000 - 2022. The supplied sediment in the river is mainly sourced from weathered rocks and soil from the upward part of the river (Omorinoye et al., 2021). Figures 3 and 4 show that the initial sedimentation occurred in 2000 - 2002 within an area of about 7.09 ha, then decreased and became the lowest sedimentation in 2002 - 2004 with an area of about 6.21 ha, and continued to increase to the highest in 2004 - 2006 with an area of about 34.99 ha. The highest sedimentation data in 2004 - 2006 coincide with the occurrence of landslide in the upper part of Jeneberang River in March 2004, which was due to the high rainfall in late 2003 to early 2004 (Table 2). This increased the supply of material in the downstream of Jeneberang River. The effect of sediment distribution is due to a large rainfall in November 2004 to February 2005 (Table 2). The rain caused avalanche material to be carried away, leading to the amount of water discharge to increase. The influence of Bili-bili Dam caused the sediment rate to stop and settle in the dam basin, so that the sedimentary material passing downstream of Jeneberang River was deposited over a large area of 34.99 ha. The sedimentation fluctuates until 2022, the highest after a landslide with an area of about 24.87 ha. Erosion is not in harmony with sedimentation. The eroded area has increased and decreased. In 2000 - 2002, erosion area was of about 4.21 ha, then rose to the highest erosion in 2006 - 2008 with an area of approximately 22.64 ha. The erosion fluctuated in the next period until it reached the lowest erosion in 2014 - 2016 with an area of 1.08 ha. Until 2022, erosion has been occured with an area of 7.57 ha. Rainfall data were obtained in 1972, 1981, 1991, and 2000 - 2022 from Kampili station (Table 2). IJ O G from Bawakaraeng Volcano. Aisyah (2022) estimated the amount of erosion in the upper Jeneberang watershed using the USLE equation in 2018 is 813.1 tons/m2/year with an average permissible erosion value of 28.9 tons/ha/year. b. Middle flow/mature stream In the middle flow, it has a slope with a range of 8 - 17o, and there is already a floodplain with material generally comprising sandy to gravel in size. The centre of the Jeneberang watershed is Bili-Bili Dam which was built with the aim at controlling floods, meeting irrigation water needs, providing raw water, and hydropower. The Bili-Bili Dam has a catchment area of 384.4 km2 with a planned operating period of fifty years (Department of Public Works, 1989; JRBDP, 2004). Asrib et al. (2011) stated that there was a change in landuse and also the occurrence of a caldera wall avalanche in 2004 which is the upstream of Jeneberang watershed with a sedimentary flow volume of 45,027,954 m3. The potential for sediment due to large enough avalanches will flow downstream if the rain intensity is high, so it is susceptible to high discharge concentrations. c. Downstream/old stream Downstream is the end part of Jeneberang watershed. In this part, a process of sedimentation, erosion, abrasion, and sediment migration occurrs. The downstream area has a low slope with a range of 0 - 5o, so that the floodplain is wide. In addition, the material carried downstream is generally sand to clay in size. There is a delta in Jeneberang estuary that has undergone evolution caused by the sedimentation rate of Jeneberang watershed as well as tides dominated and waves from the sea. Sedimentation and Erosion Analysis By using satellite imagery data from 2000 - 2022 digitized on ArcMap 10.8, sedimentation and erosion data were obtained through changes (evolution) of rivers and deltas. The sedimentation and 155 Indonesian Journal on Geoscience, Vol. 10 No. 2 August 2023: 151-165 7.09 ha 4.21 ha 6.21 ha 5.56 ha ± 0 1 2 4 6 Km Erosion Sedimentation 2000 - 2002 2002 - 2004 20.47 ha 22.64 ha 2004 - 2006 2006 - 2008 8.90 ha 13.48 ha 11.83 ha 6.09 ha 2008 - 2010 13.34 ha 1.08 ha 2012 - 2014 O 2010 - 2012 15.05 ha 1.80 ha 9.65 ha 13.89 ha G 34.99 ha 10.67 ha 16.09 ha 5.87 ha 2016 - 2018 2018 - 2020 2014 - 2016 24.87 ha 7.57 ha 2020 - 2022 IJ Figure 3. Sedimentation and erosion area of The Jeneberang River. Delta Evolution of Jeneberang River Delta Landform Migration The analysis evolution of Jeneberang delta used Landsat imagery data in 1922, 1972, 1981, 1991, 2000, 2010, 2020, and 2020. The data were processed using the ArcMap 10.8 using six colours classification of legend including land, sediment, river, water gate, jetties, and reclamation. It is obviously recognized that the delta pattern is significantly changed due to the influence of sediment supply from rivers and sea. The delta pattern changes are not only affected by the natural process of sedimentation, but are also influenced by human activities through delta reclamation (Figure 5). Based on the image data, the sediment 156 deposition and migration results of the Jeneberang delta landform area are tabulated in Table 3. 1922 - 1972 Period The Landsat image (1922 - 1972; Figure 6) is the initial data of sediment migration during fifty years, with an area of about 5097.62 ha. The sediment migration occurred causing the delta develop relatively north to west with an area of 275.78 ha forming a delta with an area of 5373.40 ha in 1972 and forming a spit in the north (Figure 6). 1972 - 1981 Period Sediment migration occurred from the beginning of 1972 ̶ 1981 with an area of about 5373.40 Geospatial Analysis for Delta Evolution of Jeneberang River in Makassar, South Sulawesi, Indonesia (R. Langkoke) 1981 400 Jan Feb Mar Apr May Jun Jul Aug Sep Oct Nov Dec 600 400 200 0 800 600 400 Jan Feb Mar Apr May Jun Jul Aug Sep Oct Nov Dec 1400 1200 1000 800 600 400 200 0 Jan Feb Mar Apr May Jun Jul Aug Sep Oct Nov Dec 400 800 600 400 Jan Feb Mar Apr May Jun Jul Aug Sep Oct Nov Dec 1400 1200 1000 800 600 400 200 0 400 200 0 1400 1200 1000 800 600 400 200 0 Jan Feb Mar Apr May Jun Jul Aug Sep Oct Nov Dec Amount of Rainfall (mm) 800 600 400 200 0 Jan Feb Mar Apr May Jun Jul Aug Sep Oct Nov Dec 1600 1400 1200 1000 800 600 400 200 0 400 200 0 Jan Feb Mar Apr May Jun Jul Aug Sep Oct Nov Dec 2008 1800 1600 1400 1200 1000 800 600 400 200 0 1400 1200 1000 800 600 Jan Feb Mar Apr May Jun Jul Aug Sep Oct Nov Dec 400 200 0 1800 1800 1600 1600 1400 1200 1000 800 600 400 200 0 Jan Feb Mar Apr May Jun Jul Aug Sep Oct Nov Dec Jan Feb Mar Apr May Jun Jul Aug Sep Oct Nov Dec Jan Feb Mar Apr May Jun Jul Aug Sep Oct Nov Dec 1800 800 600 400 200 0 Jan Feb Mar Apr May Jun Jul Aug Sep Oct Nov Dec 400 200 0 1800 1600 800 600 400 200 0 Jan Feb Mar Apr May Jun Jul Aug Sep Oct Nov Dec Jan Feb Mar Apr May Jun Jul Aug Sep Oct Nov Dec 2020 2019 1400 1200 1000 2016 800 600 1800 1400 1200 1000 800 600 400 200 0 Jan Feb Mar Apr May Jun Jul Aug Sep Oct Nov Dec 2022 Amount of Rainfall (mm) 1800 400 Jan Feb Mar Apr May Jun Jul Aug Sep Oct Nov Dec Jan Feb Mar Apr May Jun Jul Aug Sep Oct Nov Dec 1400 1200 1000 1600 1600 800 600 400 200 0 1600 1800 1400 1200 1000 800 600 1800 1400 1200 1000 2012 1400 1200 1000 1600 2021 Amount of Rainfall (mm) 600 1800 1600 200 0 800 1600 2018 Jan Feb Mar Apr May Jun Jul Aug Sep Oct Nov Dec 1400 1200 1000 2015 1800 Amount of Rainfall (mm) 800 600 1400 1200 1000 IJ Amount of Rainfall (mm) 1400 1200 1000 1800 1600 O Jan Feb Mar Apr May Jun Jul Aug Sep Oct Nov Dec 2017 1800 1600 Jan Feb Mar Apr May Jun Jul Aug Sep Oct Nov Dec 2014 1800 1600 Amount of Rainfall (mm) Amount of Rainfall (mm) 2013 1800 1600 Jan Feb Mar Apr May Jun Jul Aug Sep Oct Nov Dec 2004 1800 2011 Amount of Rainfall (mm) 1400 1200 1000 0 Jan Feb Mar Apr May Jun Jul Aug Sep Oct Nov Dec 2010 1800 1600 Amount of Rainfall (mm) Amount of Rainfall (mm) 2009 1800 400 200 0 1600 Amount of Rainfall (mm) 800 600 200 0 600 2007 1400 1200 1000 1600 200 Jan Feb Mar Apr May Jun Jul Aug Sep Oct Nov Dec Amount of Rainfall (mm) 400 400 200 0 800 G 800 600 800 600 Jan Feb Mar Apr May Jun Jul Aug Sep Oct Nov Dec Amount of Rainfall (mm) 1400 1200 1000 1400 1200 1000 400 2006 1800 1600 Amount of Rainfall (mm) Amount of Rainfall (mm) 2005 1800 1600 200 0 600 Amount of Rainfall (mm) 1400 1200 1000 200 0 800 1400 1200 1000 2003 Amount of Rainfall (mm) 1800 1600 200 0 1400 1200 1000 2002 1800 1600 Amount of Rainfall (mm) Amount of Rainfall (mm) 2001 Jan Feb Mar Apr May Jun Jul Aug Sep Oct Nov Dec Amount of Rainfall (mm) 200 0 800 Amount of Rainfall (mm) 600 1800 1600 Amount of Rainfall (mm) 800 1400 1200 1000 1800 1600 Amount of Rainfall (mm) 1400 1200 1000 2000 1991 Amount of Rainfall (mm) 1800 1600 Amount of Rainfall (mm) Amount of Rainfall (mm) 1972 1800 1600 1400 1200 1000 800 600 400 200 0 Jan Feb Mar Apr May Jun Jul Aug Sep Oct Nov Dec Figure 4. Rainfall diagram for Jeneberang Kampili River Station. ha. The presence of migration occurred caused the delta still develop relatively to the north-west with an area of 23.98 ha forming a delta with an area of 5349.42 ha in 1981 (Figure 7). 1981 - 1991 Period Sediment migration occurred in the period of 1981-1991 with an area of about 5349.42 ha. The occurrence of migrations caused by tides and sediment supply from rivers with an area of 1.64 ha, formed a delta with an area of 5351.06 ha in 1991 (Figure 8). 1991 - 2000 Period Sediment migration occurring in the period of 1991 - 2000 had an area of about 5351.06 ha. The migration caused by tides and sediment supply from rivers with an area of 235.5 ha, formed a delta with an area of 5586.56 ha in 2000 (Figure 9). 157 Indonesian Journal on Geoscience, Vol. 10 No. 2 August 2023: 151-165 Table 2. Rainfall Data from Kampili Station of the Jeneberang River Jan Feb Mar Apr May Jun Jul Aug Sep Oct Nov Dec 1972 935 494 383 69 15 0 0 0 0 0 0 0 1981 408 200 157 198 85 33 70 13 32 62 199 366 1991 609 489 123 251 15 0 0 0 0 0 289 483 2000 1348 151 493 325 151 244 0 0 0 199 806 298 2001 169 203 40 37 1 7 0 0 0 38 165 127 2002 754 605 481 175 46 0 0 0 0 0 136 883 2003 1758 202 0 312 45 25 0 0 0 150 765 1239 2004 849 706 0 24 276 0 0 0 0 0 443 808 2005 1150 978 234 240 0 91 0 0 0 262 888 0 2006 799 1429 578 364 404 158 0 0 0 75 0 1243 2007 886 514 605 232 0 188 0 0 0 228 301 746 2008 164 237 338 172 317 129 8 47 44 117 352 682 2009 1507 588 70 563 15 17 17 0 0 28 80 695 2010 1047 415 386 305 380 247 407 105 426 490 475 753 2011 530.91 352.73 425.15 311.36 196.67 44.34 13.11 13.78 6.3 74.37 256.61 560.65 2012 349.52 326.13 404.59 147.93 190.06 104.79 60.33 17.04 30.59 39.64 179.72 275.48 2013 749.79 329.17 258.08 288.08 177.58 191.84 188.47 14.95 8.01 78.84 178.9 476.15 2014 599.21 165.38 276.34 237.62 172.41 113.45 33.53 15.36 1.14 8.94 120.86 472.15 2015 792.8 272.52 322.46 247.82 85.62 113.81 13.49 3.42 4 3.85 99.6 558.67 2016 281.23 357.69 323.16 228.44 124.2 103.95 80.07 9.07 137 403.29 295.23 313.76 2017 402.58 349.19 234.99 181.3 193.52 248.64 89.84 14.22 77.25 77.8 426.38 462.8 2018 452.19 478.7 511.96 162.21 76.11 149.61 75.05 3.93 8.05 27.56 241.77 507.23 2019 549.55 169.29 264.58 217.43 65.35 101.57 24.04 8.68 6.43 1.38 42.04 127.49 2020 505 393 215 41 221 35 38 57 71 167 296 711 2021 869 440 2022 547.5 749 O G Year 285 46 84 34 27 96 215 462 781.5 251 433.5 374 112.2 134 90.3 29 412 421.9 1103.1 IJ 518 40 Sedimentation/Erosion (ha) 35 30 25 20 Erosion 15 10 5 0 2000-2002 2002-2004 2004-2006 2006-2008 2008-2010 2010-2012 2012-2014 2014-2016 2016-2018 2018-2020 2020-2022 Figure 5. Histogram of sedimentation and erosion area of the Jeneberang River. 158 Sedimentation Geospatial Analysis for Delta Evolution of Jeneberang River in Makassar, South Sulawesi, Indonesia (R. Langkoke) G 5°9'0"S 5°10'0"S 5°11'0"S River Reclamation 119°24'0" 119°25'0" 119°26'0"E 2000 5°9'0" 5°9'0" 2 Jetty 119°23'0"E 5°10'0" 5°8'0"S 5°8'0"S 5°9'0" 5°9'0" 5°11'0" 5°10'0" 5°11'0" 5°12'0"S IJ 5°12'0"S 5°10'0" 5°8'0"S 5°9'0" 5°10'0" 5°11'0" 1991 1 Watergate Sediment 5°10'0" 119°26'0"E Land 5°11'0" 119°26'0"E 119°25'0" Kilometers 5°12'0"S 119°25'0" 119°24'0" 2 Legend 5°12'0"S 119°24'0" 119°23'0"E 0 5°8'0"S 119°23'0"E 119°26'0"E 5°8'0"S 119°26'0"E 119°25'0" 1 5°9'0" 119°25'0" 119°24'0" 5°12'0"S ± 2 5°10'0" 119°24'0" 119°23'0"E O 119°23'0"E 1981 DELTA EVOLUTION 5°11'0" 5°9'0" 5°10'0" 5°11'0" 119°26'0"E 5°11'0" 5°9'0" 5°10'0" 5°12'0"S 5°12'0"S 5°12'0"S 119°25'0" 1972 5°11'0" 5°9'0" 5°11'0" 5°10'0" 5°8'0"S 1922 119°24'0" 119°25'0" 119°26'0"E 119°23'0"E 119°24'0" 119°25'0" 119°26'0"E 119°23'0"E 119°24'0" 119°25'0" 119°26'0"E 119°24'0" 119°25'0" 119°26'0"E 119°23'0"E 119°24'0" 119°25'0" 119°26'0"E 119°23'0"E 119°24'0" 119°25'0" 119°26'0"E 119°26'0"E 119°26'0"E 5°8'0"S 5°9'0" 5°9'0" 5°10'0" 5°11'0" 5°12'0"S 5°9'0" 119°25'0" 5°10'0" 5°10'0" 119°24'0" 5°11'0" 5°11'0" 5°11'0" 5°11'0" 5°12'0"S 5°12'0"S 119°23'0"E 2022 5°12'0"S 5°8'0"S 5°9'0" 5°9'0" 119°25'0" 5°12'0"S 5°10'0" 119°24'0" 5°10'0" 5°8'0"S 5°9'0" 5°10'0" 5°11'0" 5°12'0"S 119°23'0"E 2020 5°8'0"S 119°24'0" 119°23'0"E 5°8'0"S 119°23'0"E 2010 5°8'0"S 119°23'0"E 119°26'0"E 5°8'0"S 119°25'0" 5°12'0"S 119°24'0" 5°12'0"S 119°23'0"E Sediment Migrated 275.78 23.98 1.64 235.5 69.23 635.93 5°8'0"S 1922 1972 1981 1991 2000 2022 Cummulative Area (ha) Sediment Deposited 5097.62 5373.40 5349.42 5351.06 5586.56 5655.79 4370 4.97 5°8'0"S Year 2000 - 2022 Period Sediment migration occurred in the 2000’s period with an area of about 5586.56 ha. As a result of the construction of water gates in the northern estuary and jetties in the southern estuary, the sediment supply from the river stagnated. Therefore, the migration was caused only by tides with an area of 69.23 ha, forming a delta with an area of 5655.79 ha in 2022 (Figure 10). 5°8'0"S Table 3. Delta Landfrom Migration Data of the Jeneberang River 119°23'0"E 119°24'0" 119°25'0" 119°26'0"E Figure 6. Delta evolution landform migration of The Janeberang River from 1922, 1972, 1981, 1991, 2000, 2010, 2020 to 2022. 159 Indonesian Journal on Geoscience, Vol. 10 No. 2 August 2023: 151-165 119°23'0"E ± 1 1981 - 1991 1 0 Kilometers 5°11'0" 5°12'0"S 119°24'0" 119°25'0" 119°26'0"E 119°24'0" 119°25'0" 5°10'0" 119°24'0" 119°24'0" 1 Kilometers 1991 Sediment Migration 2000 Sediment Deposited River Watergate Jetty 5°10'0" 5°11'0" 5°11'0" 5°12'0"S 119°26'0"E ± 5°12'0"S 5°11'0" 5°12'0"S IJ 5°10'0" 5°10'0" 5°11'0" 5°12'0"S 5°9'0" Sediment Deposited 0,5 Legend 5°10'0" 1981 5°9'0" 5°9'0" Sediment Migration 119°26'0"E 0 Kilometers 1972 119°25'0" 119°25'0" 5°8'0"S 5°8'0"S 1 River 119°24'0" 119°26'0"E 1991 - 2000 Legend 119°23'0"E 119°25'0" DELTA EVOLUTION O 5°8'0"S 1972 - 1981 ± Sediment Deposited 2 119°23'0"E 119°26'0"E 0,5 1991 Figure 9. Delta evolution in 1981 - 1991. DELTA EVOLUTION 0 Sediment Migration River 119°23'0"E Figure 7. Delta evolution during 1922 - 1972. 119°23'0"E Kilometers 1981 G 5°11'0" 5°12'0"S 5°10'0" 5°10'0" 5°11'0" 5°12'0"S 119°23'0"E 1 5°11'0" Sediment Deposited River 5°9'0" 1972 ± 5°10'0" Sediment Migration 0,5 Legend 5°9'0" 5°9'0" Legend 1922 119°26'0"E DELTA EVOLUTION 5°9'0" 0,5 5°8'0"S 0 119°25'0" 5°12'0"S 5°8'0"S 1922 - 1972 119°24'0" 5°8'0"S 119°26'0"E DELTA EVOLUTION 5°8'0"S 119°25'0" 5°9'0" 119°24'0" 5°8'0"S 119°23'0"E 119°23'0"E 119°24'0" 119°25'0" 119°26'0"E Figure 8. Delta evolution in 1972 - 1981. Figure 10. Delta evolution in 1991 - 2000. Jeneberang River Migration Pattern The significant evolution of Jeneberang River was observed in three periods, namely 1922 1972, 1981 - 1991, and 2000 - 2022. The data per year is then overlaid every two years as a comparison of changes in the river model. The data used is then drawn in three colours: blue reflecting a river, green is a migration or change of the river, and red is the initial river (Figures 11 and 12). 160 Geospatial Analysis for Delta Evolution of Jeneberang River in Makassar, South Sulawesi, Indonesia (R. Langkoke) 119°23'0"E 119°24'0" 119°25'0" 119°26'0"E 5°8'0"S EVOLUTION DELTA 0 0,5 ± 1 5°8'0"S 2000 - 2022 Kilometers Legend Sediment Deposited River Watergate Jetty Reklamasi 5°11'0" 5°12'0"S 119°23'0"E 119°24'0" 119°25'0" 119°26'0"E Figure 11. Delta evolution in 2000 ̶ 2022. 1972 - 1981 Period During this period, no more sedimentation and erosion concentrated in one direction, causes not only the northern part undergo a change in the course of the river, but also the southern estuary. In 1972, in the northern part, there was the same river junction that went relatively north, but had a wider river on the western branch. In the southern part of the estuary, there were also branches of the river formed, and on the branches of the main river there are material deposits causing the river flow to divide and then reconnect in the northern part. In 1981, a canal was built in the northern G 5°11'0" 5°12'0"S 5°10'0" 5°10'0" 5°9'0" 2020 Sediment Migration 5°9'0" 2010 ordinates of 119⸰25'0" S and 5⸰11'30" E for 300 m. Further significant changes were also seen in the northern estuary in 1922 where the direction of movement of the river underwent a displacement to the north with a displacement of 600 m. The change in the river branch also occurred in a westward direction relative to the west with a displacement from the beginning of the point as far as 450 m. In this period, the sedimentation is no longer dominantly concentrated to the north, which initially headed north in 1922 and in 1972 underwent a meandering turn, so that sedimentation and erosion were divided. IJ O 1922 - 1972 Period During 1922 - 1972 period, the Jeneberang River showed a significant change (evolution). In 1922 the direction of the river flow was towards the estuary relative to the north ̶ northwest with the branching of the river in a relatively similar direction. The branching of the river, was in co- Evolution River Jeneberang 1922 1972 1981 1991 2000 2010 2020 2022 Figure 12. Evolution of the Jeneberang River from 1922, 1972, 1981, 1991, 2000, 2010, 2020, to 2022. 161 Indonesian Journal on Geoscience, Vol. 10 No. 2 August 2023: 151-165 part of the Jeneberang River separating the tributary from the main river, in order to control the direction of sedimentation and erosion, as a result of which the supply of sediment from the river decreased, causing part of the river become a swamp. 2000 - 2022 Period In this period, there was continuing human activity in the use of the northern part of the delta for development. This is done by reclaiming, so river erosion is strongly influenced by human. In the southern part, a pier was built to reduce erosion that caused the widening of the river, so that the sedimentation went directly to the sea and was no longer scattered. G 1981 - 1991 Period The period 1981 - 1991, sedimentation and erosion were controlled relative to the southwest and no longer spread. In 1991, the existing river became narrower because it was covered with sediment turning part of it into a swamp. The southern part of the estuary also experienced a decrease in erosion, but there was an increase in sedimentation. In 1981, part of the river was covered with sediment. The river was no longer going to north but was concentrated to the southern estuary. At the river junction, in 1995, a sluice was built, so the sedimentation from Jeneberang River was no longer to the north but to the south. It was seen in 1991 that the southern estuary that had previously branched in 2000 no longer exists. 5°9'0"S 1,800 Meters 2,400 5°11'0" 1,200 River Migration First River 5°12'0"S 119°26'0"E 119°23'0"E 119°24'0" 119°25'0" 119°26'0"E 119°26'0"E 119°23'0"E 119°24'0"E 119°25'0" 119°26'0"E 119°24'0" 119°25'0" 119°26'0"E 5°9'0"S 119°23'0"E 119°24'0" 119°25'0" 119°26'0"E 119°23'0"E 119°24'0" 119°25'0" 119°26'0"E 5°9'0"S 119°25'0" 119°25'0" 5°9'0"S 119°24'0" 5°9'0"S 0 300 600 5°9'0"S 5°12'0"S 5°11'0" 5°12'0"S S 119°24'0" 5°10'0" 5°11'0" 5°10'0" 5°10'0" 5°11'0" 5°11'0" 5°12'0"S 5°10'0" 5°11'0" 5°12'0"S 5°10'0" 5°11'0" 5°10'0" N S 119°25'0" 119°26'0"E 119°23'0"E 5°12'0"S 5°12'0"S 119°24'0" 5°12'0"S S 5°12'0"S 119°23'0"E 5°10'0" N 119°23'0"E N 5°11'0" 119°26'0"E 119°23'0"E 5°9'0"S 5°12'0"S S 119°25'0"E 5°9'0"S 5°9'0"S 119°24'0" IJ N 5°10'0" 5°10'0" N 5°10'0" 5°9'0"S N 119°23'0"E 119°26'0"E 5°11'0" 119°25'0" 119°24'0" 5°11'0" 119°23'0"E Type of Jeneberang River Delta Galloway (1975, in Bhattacharya, 1992) classified the delta according to dominated processes during its formation into three main types including: river-dominated, wave-dominated, and tide-dominated delta (Figure 13). On the basis of this study, Jeneberang River delta is character- O 1991 - 2000 Period During this period, human activities seem to begin influencing the concentration of material sedimentation in Jeneberang delta. A tributary in the northern part was then separated from Jene­ berang River with the construction of sluices at the river junction and the northern estuary. Figure 13. Migration and change of the Jeneberang River pattern from 1992 ̶ 1972, 1981 ̶ 1991, 1991 ̶ 2000, to 2000 ̶ 2022. 162 Geospatial Analysis for Delta Evolution of Jeneberang River in Makassar, South Sulawesi, Indonesia (R. Langkoke) O Mississippi Mahakam nga Elo e bat Lo IJ TIDE DOMINATED ine WAVE DOMINATED uar te RIVER DOMINATED Est psa ate ng Cu Jeneberang Elo te Rivers Danube Tides Waves Sao Francisco sedimentation occurred in 2002 - 2004 with an area of 6.21 ha and the highest in 2004 - 2006 with an area of 34.99 ha. The lowest erosion occurred in 2014 - 2016 with an area of 1.08 ha and the highest in 2006 - 2008 with an area of 22.64 ha. The evolution of the Jeneberang delta is due to landform and river migration. The landform migration occurred gradually starting in 1922 1981, where the direction of migration is relative to west and resulted in a delta landform formation with an area of 5349.42 ha. In 1981 - 2000, the development of landform no longer occured, but sediment migration was still happening due to tides and sediment supply from the river resulting in a delta landform with an area of 5586.56 ha. In 2000 - 2022, landform migration originating from river sediment supplies was stalled to the north due to water gate construction which led to migration concentrations leading to the southern estuary. Tides became the major factor in sediment migration, although the tides roles were not that intensive as before with additional delta formation with an area of 5655.79 ha. The Jeneberang River evolution occurs naturally and is influenced by human activities. The river evolution occurred into several periods, started from the river meandering to the south, until the sedimentation and erosion controls by the construction of sluices and reclamation. On the basis of Galloway classification, the Jeneberang River delta is categorized into an estuary delta, which is predominantly influenced by tides during its formation. G ized by the presence of deposit (sediment) in front of the river mouth, which becomes to be one of diagnostic indications for the role of tide current for the formation of the delta. This condition is obviously recorded during the periods of 1922 - 1981. The sediment occurring in front of the river mouth was commonly typified by finegrained sand to clay, which also coincided with the previous studies conducted by Bhattacharya (1992), Orton and Reading (1993), and Wright (1985) in other deltas. Moreover, the existence of Tanjung Bunga spit in the northern part supports this phenomenon (Langkoke, 2011). Based on the mentioned characteristics, the delta of Jeneberang River is categorized into an estuarine pattern, which is predominantly formed by tide currents. Therefore, the delta of Jeneberang River is classified as tide-dominated delta (Figure 14; modified from Galloway, 1975, in Bhattacharya, 1992). Copper Fly Gambar 14. Jeneberang River delta classified into tidedominated/estuarine type (modified from Galloway, 1975; in Bhattacharya, 1992). Conclusions This study indicates that the Jeneberang River delta is very dynamic and underwent pattern evolution over the periods. The delta evolution is strongly controlled by sedimentation and erosion factors. The Landsat imagery analysis by using ArcGIS software reveals that the lowest Acknowledgments The author thanks Prof. Dahlang Tahir and Dr. Idar Mappangara who supported n writing this scientific papers. Sincere gratitude goes to Dr. Arifudin Idrus for a comprehensive proofreading and enrichment on the entire manuscript. Many thanks are also directed to Dr. Ilham Alimuddin with his laboratory assistants, namely Muhammad Iqbal Husen, Didi Prasetia, and Heri Astaman who helped the author during the delta 163 Indonesian Journal on Geoscience, Vol. 10 No. 2 August 2023: 151-165 simulation using ArcGIS software. Last but not least, the author is thankful to the journal editors and reviewers for their constructive inputs and suggestions for upgrading the manuscript. References IJ O G Aisyah, Nur B., 2022. Soil erosion prediction and land use planning in the upper Jeneberang watershed, South Sulawesi Province. Indonesian Journal of Agricultural Sciences, 27, p.302-310 Alesheikh AA, Ghorbanali A, and Nouri, N., 2007. Coastline Change Detection Using Remote Sensing. International Journal of Environmental Science & Technology, 4 (1), p.61-66. Alimin, M., Wicaksono, K.S., and Sudarto, S., 2017. 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